diff --git a/README.md b/README.md
index aa561d6..25c41ae 100644
--- a/README.md
+++ b/README.md
@@ -16,22 +16,20 @@ This repository contains the research, design, and implementation materials for
 ```
 PILOT_PROJECT/
 ├── .gitignore                # Git ignore rules (includes OS/editor temp files, dependencies, and `secrets/` folder)
-├── AGENT_SKILL                # Skills file for the agentic automation system
-├── Reading_docs/             # Reference and background materials
+├── AGENT_SKILL               # Skills file for the agentic automation system
+├── PROJ_LEVEL_READING/       # reading document on prj level (project-vision, dev-plan, user-analysis)
 │   ├── PLAN/                 # Project plans and timelines
 │   ├── Requirement_Analysis/ # Stakeholder and functional requirements
 │   ├── Technical_Brainstorming/ # Brainstorming notes, sketches, whitepapers
 │   └── User_Analysis/        # User personas, workflows, and usability research
 ├── workspace/                # Primary working area for sprints and development
 │   ├── sprint_1_2/           # Example sprint folder
-│   │   ├── CAVEAT_TASK.md    # Known limitations and caveats
-│   │   ├── CONTEXT.md        # Sprint context and goals
-│   │   ├── DESIGN_MATERIAL/  # UI/UX mockups, wireframes, style guides
-│   │   ├── docs/             # Generated or supplemental documentation
-│   │   ├── PROJECT_VIS.md    # Project visualization and architecture diagrams
+│   │   ├── LEGACY            # The legacy material - for archieved / pre-existed project
+│   │   ├── CODEBASE          # The project codebase
+│   │   ├── Design_Material/  # The system design - API - and UIX design material 
 │   │   ├── SOFTWARE_SYSTEM_DESIGN_FR_25.md # Detailed software design specification
 │   │   ├── SOLUTION_ARCHITECTURE_SPEC.md   # Solution architecture overview
-│   │   └── visualization/    # Charts, diagrams, and visual assets
+│   │   └── VISUALIZATION/    # Charts, diagrams, and visual assets
 │   └── ...                   # Additional sprint folders as needed
 ├── secrets/                  # **Developer‑managed secrets** (NOT tracked by git)
 │   │   # Each developer should maintain their own copy of this folder
diff --git a/proj_level_reading/ARCHITECT/SOFTWARE_ARCHITECTURE_SPEC.md b/proj_level_reading/ARCHITECT/SOFTWARE_ARCHITECTURE_SPEC.md
new file mode 100644
index 0000000..db821f7
--- /dev/null
+++ b/proj_level_reading/ARCHITECT/SOFTWARE_ARCHITECTURE_SPEC.md
@@ -0,0 +1,579 @@
+# Software Architecture Specification — VKIST MSK Platform
+
+**Scope:** Sprint 1-2 (FR-25 Synovitis Grading + Multi-Modal NLP Integration)  
+**Parent:** [SOLUTION_ARCHITECTURE_SPEC.md](./SOLUTION_ARCHITECTURE_SPEC.md), [SPRINT_1_2_ARCHITECTURE_SPEC.md](../workspace/sprint_1_2/SPRINT_1_2_ARCHITECTURE_SPEC.md)  
+**Workflow:** Understand → Model (C4) → Specify → Decompose → Plan
+
+---
+
+## 1. Problem Statement
+
+Build a reproducible, air-gapped-first musculoskeletal ultrasound analysis platform that performs automated synovitis grading (FR-25) with Vietnamese-language NLP explanations, auditable RAG citations, and HITL finalization — deployable on a single-hospital K3s cluster under ≤10 Mbps LAN constraints, with ≤150 MB idle app bundle and ≤1.5 s inference latency.
+
+---
+
+## 2. Requirements
+
+### Functional (Sprint 1-2)
+- [ ] FR-25: Load knee DICOM → segment joint structures → measure synovium thickness → grade synovitis 0-3
+- [ ] Grad-CAM overlay on primary viewport (zero extra clicks)
+- [ ] Circuit-breaker Socratic dialogue (radiologist challenges AI grade before finalizing)
+- [ ] BERT drift monitor against baseline MOH corpus
+- [ ] RAG-Referee validates every LLM-generated explanation against top-k retrieved MOH guideline chunks
+- [ ] Decree 13 PII scrubbing on all outbound text (client-side + FastAPI middleware)
+- [ ] ladybugDB ontology traversal for anatomical entity disambiguation
+- [ ] GemmaE2B/MedGemma Vietnamese LLM consult (browser WebLLM local OR cloud Vertex AI) with MOH guideline citations
+- [ ] Circular 46/2018 PDF report generation
+- [ ] Immutable audit log append (NFR-17) and HITL digital signature gate (NFR-19)
+
+### Non-Functional (Critical)
+- [ ] NFR-4: 150 MB idle app bundle
+- [ ] NFR-5: ≤1.5 s inference (on-prem Triton)
+- [ ] NFR-7: ≤200 ms TTFT token streaming
+- [ ] NFR-8: Fault-tolerant across Wi-Fi drops (state preserved)
+- [ ] NFR-14: No client-side GPU/neural accelerator required
+- [ ] NFR-15: Circular 46 EMR compliance
+- [ ] NFR-16: Air-gapped primary; NFR-16a PoC fallback with redaction/consent/audit
+- [ ] NFR-17: Immutable audit log
+- [ ] NFR-18: 100% LLM text cites MOH protocol via RAG
+- [ ] NFR-19: HITL digital signature before FINALIZED/ARCHIVED
+
+---
+
+## 3. Constraints & System Context
+
+- **On-prem:** K3s on Dell PowerEdge (single hospital, ≤10 Mbps LAN)
+- **Model:** GemmaE2B-Q4 (~1.3 GB) distributed via intranet CDN → GCP CDN fallback → WASM local (WebLLM) or cloud MedGemma on Vertex AI (NFR-16a) → MOH templates
+- **Data:** Postgres + pgvector, Redis (5 constrained data types), MinIO, IndexedDB client prefs
+- **Auth:** Keycloak + RBAC inside K3s; GitLab/Jira on cloud VM (NFR-16a exception)
+- **CI/CD:** Jenkins inside K3s → cloud GitLab via SSH
+- **Failover:** NGINX + Keepalived VIP (≤2s switch)
+
+---
+
+## 4. C4 Models
+
+### 4.1 Context Diagram (Tier 1)
+
+See master: `SOLUTION_ARCHITECTURE_SPEC.md §8.1`  
+Actors: Radiologist (UP5), Senior Expert (UP1), Support (UP4), Admin  
+External: PACS, EMR/HIS, Triton, ladybugDB, pgvector, GemmaE2B/MedGemma, EmbeddingGemma
+
+### 4.2 Container Diagram (Tier 2)
+
+```plantuml
+@startuml "VKIST_MSK_Software_Architecture_Containers"
+!include <C4/C4_Container>
+
+title C4 Container Diagram - VKIST MSK Platform Software Architecture
+
+Person(radiologist, "Diagnostic Radiologist (UP5)", "Primary user: loads DICOM, reviews grading, finalizes reports.")
+Person(admin, "System Administrator", "K3s ops, model updates, observability, failover.")
+Person_Ext(senior_expert, "Healthcare Senior Expert (UP1)", "Clinical protocol validation, threshold approval.")
+Person_Ext(support_staff, "Support Staff (UP4)", "Patient registration, case queue.")
+
+System_Boundary(hospital_lan, "Hospital LAN (Air-Gapped, ≤10 Mbps)") {
+    Container(pwa, "React PWA Frontend", "React 18, TypeScript, Zustand, LiteRT, MediaPipe, Dexie.js", "View-angle validation via WASM; DICOM preview; Grad-CAM overlay; Decree 13 scrubber; IndexedDB for encrypted sessions and user prefs.")
+    Container(nginx, "Active-Passive Gateway", "NGINX + Keepalived", "SSL termination, VIP load balancing, instant failover (≤2s).")
+
+    System_Boundary(k3s_cluster, "K3s Orchestration Cluster") {
+        System_Boundary(edge_servers, "Application Server Cluster") {
+            Container(edge_inference, "Edge Inference Service", "FastAPI (Python 3.12, Uvicorn)", "DICOM ingest, 3-step ML pipeline orchestration, Grad-CAM generation, report assembly, consult SSE streaming.")
+            Container(rag_svc, "RAG & Knowledge Service", "FastAPI (Python 3.12, asyncpg)", "pgvector top-k retrieval, ladybugDB ontology wrapper, GemmaE2B/MedGemma consult route, RAG-Referee validation.")
+            Container(audit_svc, "Audit & EMR Service", "Node.js / FastAPI Worker", "Immutable append-only audit events; HL7/FHIR EMR push with outbox retry.")
+            Container(api_gw, "API Gateway", "Envoy", "TLS termination, rate limiting, routing, OIDC validation pass-through.")
+            Container(auth_svc, "Identity & Access", "Keycloak", "OIDC, RBAC, realm vkist-msk.")
+            Container(obs_stack, "Observability Stack", "Prometheus + Grafana", "Metrics scrape, dashboards, alerting.")
+        }
+    }
+
+    System_Boundary(db_vm, "Database VM") {
+        ContainerDb(postgres, "PostgreSQL + pgvector", "PostgreSQL 16 + pgvector", "EMR records, spatial markers, MOH guideline HNSW index, session embeddings, audit ledger.")
+        ContainerDb(redis, "Redis Cache", "Redis 7 (AOF + RDB)", "JWT sessions, MOH guideline chunks, DICOM metadata, consult_mode state, rate-limit counters.")
+        ContainerDb(minio, "MinIO Object Store", "MinIO S3-compatible", "DICOM payloads, segmentation overlays, Grad-CAM heatmaps, report PDFs, model weight staging.")
+    }
+}
+
+System_Ext(triton, "Triton Inference Server", "NVIDIA Triton, ONNX/TensorRT, gRPC 8001", "3-step ML pipeline (angle → inflammation → segmentation) + embedding extraction.")
+System_Ext(emr, "Hospital EMR / HIS", "HL7/FHIR", "Finalized report storage, prescription sync, ground-truth records.")
+System_Ext(pacs, "PACS / Ultrasound Device", "DICOM/C-MOVE", "Image capture and retrieval.")
+System_Ext(gcp_cdn, "GCP CDN Emergency Fallback", "Signed-URL Cloud CDN (ap-southeast1)", "Non-clinical model weight distribution when intranet CDN unreachable.")
+System_Ext(vertex_ai, "GCP Vertex AI", "GemmaE2B via REST", "PoC-only NFR-16a inference tier; redacted payloads only.")
+
+Rel(radiologist, pwa, "Loads scan, reviews grade, finalizes report, views explanations", "HTTPS 443")
+Rel(admin, nginx, "Deploys, monitors, configures", "HTTPS 443 / SSH")
+Rel(senior_expert, pwa, "Validates protocols, approves thresholds", "HTTPS 443")
+Rel(support_staff, pwa, "Registration, case queue", "HTTPS 443")
+
+Rel(pwa, nginx, "API requests + pre-validated DICOM", "HTTPS 443")
+Rel(nginx, api_gw, "Routes upstream", "HTTP 8000")
+Rel(api_gw, edge_inference, "Forwards /api/*", "HTTP 8000")
+Rel(api_gw, rag_svc, "Forwards /rag/*", "HTTP 8001")
+Rel(api_gw, auth_svc, "Validates OIDC tokens", "HTTP 8080")
+
+Rel(edge_inference, triton, "3-step inference + embeddings", "gRPC 8001")
+Rel(edge_inference, postgres, "Queries guidelines, writes cases/embeddings/audit", "SQL 5432")
+Rel(edge_inference, redis, "Session, rate-limit, consult_mode state", "TCP 6379")
+Rel(edge_inference, minio, "DICOM, overlays, reports", "S3 API")
+Rel(edge_inference, auth_svc, "Token introspection", "OIDC")
+Rel(edge_inference, obs_stack, "/metrics", "HTTP 9090")
+
+Rel(rag_svc, postgres, "pgvector HNSW queries", "SQL 5432")
+Rel(rag_svc, redis, "Guideline cache, pub/sub invalidation", "TCP 6379")
+Rel(rag_svc, minio, "Guideline PDF ingestion staging", "S3 API")
+
+Rel(audit_svc, postgres, "Appends immutable audit events", "SQL 5432")
+Rel(audit_svc, emr, "Finalized report push", "HL7/FHIR")
+Rel(audit_svc, redis, "Outbox lock, EMR retry counters", "TCP 6379")
+
+Rel(edge_inference, emr, "Report push (via audit-svc wrapper)", "HL7/FHIR")
+Rel(pwa, pacs, "Direct DICOM capture / C-MOVE", "DICOM")
+
+Rel(k3s_cluster, gcp_cdn, "Model weight fetch fallback (non-clinical)", "HTTPS 443 (signed URL)")
+Rel(edge_inference, vertex_ai, "PoC-only cloud consult (NFR-16a redacted)", "HTTPS 443 / REST")
+Rel(postgres, minio, "Backup checkpoint", "S3 API")
+
+@enduml
+```
+
+Container communication summary:
+
+| Source | Target | Protocol | Purpose |
+|--------|--------|----------|---------|
+| PWA | NGINX | HTTPS 443 | All API requests |
+| NGINX | Envoy | HTTP 8000 | Route upstream |
+| Envoy | Edge Inference | HTTP 8000 | `/api/*` |
+| Envoy | RAG Service | HTTP 8001 | `/rag/*` |
+| Envoy | Keycloak | HTTP 8080 | OIDC validation |
+| Edge Inference | Triton | gRPC 8001 | 3-step ML pipeline + embeddings |
+| Edge Inference | Postgres | TCP 5432 | SQL + pgvector HNSW |
+| Edge Inference | Redis | TCP 6379 | Session, rate-limit, consult-mode |
+| Edge Inference | MinIO | S3 API | DICOM, overlays, reports |
+| Edge Inference | Keycloak | OIDC | Token validation |
+| RAG Service | Postgres | TCP 5432 | pgvector HNSW |
+| RAG Service | Redis | TCP 6379 | Guideline cache, pub/sub |
+| Audit Service | Postgres | TCP 5432 | Immutable audit ledger |
+| Audit Service | EMR | HL7/FHIR | Finalized report push |
+| K3s | GCP CDN | HTTPS 443 | Signed-URL model weight emergency fetch |
+
+### 4.3 Component Diagrams (Tier 3)
+
+**Edge Inference Service (edge-inference-svc)**
+
+```plantuml
+@startuml
+!include <C4/C4_Component>
+
+Container_Boundary(edge_svc, "edge-inference-svc (FastAPI)") {
+    Component(api, "API Controller", "REST + SSE", "/api/analyze, /api/consult/stream")
+    Component(stream, "SSE Token Streamer", "FastAPI StreamingResponse", "200 ms TTFT, heart-beat every 30s")
+    Component(preproc, "Image Preprocessor", "OpenCV + pydicom", "CLAHE, rescale, DICOM header scrub (client-side pre-check)")
+    Component(router, "Inference Router", "consult_mode state", "Tier selection: WASM→Triton→Vertex→Templates")
+    Component(breaker, "Circuit Breaker", "pybreaker", "Wrap Triton + EMR calls; fail-open to templates")
+    Component(pipeline, "ML Pipeline", "gRPC client", "Angle→Inflammation→Segmentation→Measurement")
+    Component(gradcam, "Grad-CAM Generator", "OpenCV", "Spatial activation overlay; base64 PNG to PWA")
+    Component(report, "Report Builder", "WeasyPrint / ReportLab", "Circular 46 PDF; HITL signature gate before FINALIZED")
+    Component(rag, "RAG Service", "pgvector SQL", "Retrieve top-5 MOH chunks; enforce NFR-18 citation")
+    Component(referee, "RAG-Referee", "BERT classifier", "Reject LLM text if citation confidence < threshold")
+    Component(nlp, "NLP Scrubber", "Microsoft Presidio", "Re-verify edge redaction; refine/clean residual PII; error if unresolvable")
+    Component(audit, "Audit Logger", "Append-only writer", "Every tier transition, consent, finalize, override")
+}
+Rel(api, stream, "delegates", "SSE")
+Rel(api, preproc, "validates image", "sync")
+Rel(api, router, "selects tier", "sync")
+Rel(router, pipeline, "invokes", "gRPC")
+Rel(router, stream, "fallback text", "SSE")
+Rel(api, gradcam, "requests overlay", "sync")
+Rel(api, report, "generates PDF", "sync")
+Rel(api, rag, "queries MOH", "SQL")
+Rel(rag, referee, "validates citations", "sync")
+Rel(api, nlp, "scrubs output", "sync")
+Rel(api, audit, "writes event", "sync")
+@enduml
+```
+
+### 4.3 Component Diagrams (Tier 3)
+
+**Edge Inference Service (edge-inference-svc)**
+
+```plantuml
+@startuml
+!include <C4/C4_Component>
+
+Container_Boundary(edge_svc, "edge-inference-svc (FastAPI)") {
+    Component(api, "API Controller", "REST + SSE", "/api/analyze, /api/consult/stream")
+    Component(stream, "SSE Token Streamer", "FastAPI StreamingResponse", "200 ms TTFT, heart-beat every 30s")
+    Component(preproc, "Image Preprocessor", "OpenCV + pydicom", "CLAHE, rescale, DICOM header scrub (client-side pre-check)")
+    Component(router, "Inference Router", "consult_mode state", "Tier selection: WASM→Triton→Vertex→Templates")
+    Component(breaker, "Circuit Breaker", "pybreaker", "Wrap Triton + EMR calls; fail-open to templates")
+    Component(pipeline, "ML Pipeline", "gRPC client", "Angle→Inflammation→Segmentation→Measurement")
+    Component(gradcam, "Grad-CAM Generator", "OpenCV", "Spatial activation overlay; base64 PNG to PWA")
+    Component(report, "Report Builder", "WeasyPrint / ReportLab", "Circular 46 PDF; HITL signature gate before FINALIZED")
+    Component(rag, "RAG Service", "pgvector SQL", "Retrieve top-5 MOH chunks; enforce NFR-18 citation")
+    Component(referee, "RAG-Referee", "BERT classifier", "Reject LLM text if citation confidence < threshold")
+    Component(nlp, "NLP Scrubber", "Microsoft Presidio", "Re-verify edge redaction; refine/clean residual PII; error if unresolvable")
+    Component(audit, "Audit Logger", "Append-only writer", "Every tier transition, consent, finalize, override")
+}
+Rel(api, stream, "delegates", "SSE")
+Rel(api, router, "selects tier", "sync")
+Rel(router, pipeline, "invokes", "gRPC")
+Rel(router, stream, "fallback text", "SSE")
+Rel(api, preproc, "validates image", "sync")
+Rel(api, gradcam, "requests overlay", "sync")
+Rel(api, report, "generates PDF", "sync")
+Rel(api, rag, "queries MOH", "SQL")
+Rel(rag, referee, "validates citations", "sync")
+Rel(api, nlp, "scrubs output", "sync")
+Rel(api, audit, "writes event", "sync")
+@enduml
+```
+
+### 4.4 Deployment Diagram (Tier 3)
+
+```plantuml
+@startuml
+!include <C4/C4_Deployment>
+LAYOUT_LEFT_RIGHT()
+
+Deployment_Node(hw, "Dell PowerEdge (Hospital)") {
+    Deployment_Node(k3s, "K3s Cluster") {
+        Deployment_Node(pod_edge, "Pod: edge-inference-svc") {
+            Container(ci, "FastAPI", "Python 3.12, Uvicorn")
+        }
+        Deployment_Node(pod_rag, "Pod: rag-svc") {
+            Container(cr, "FastAPI", "Python 3.12, asyncpg")
+        }
+        Deployment_Node(pod_audit, "Pod: audit-svc") {
+            Container(ca, "Node.js", "WAL writer")
+        }
+        Deployment_Node(pod_gw, "Pod: api-gateway") {
+            Container(cg, "Envoy", "TLS termination, rate limit")
+        }
+        Deployment_Node(pod_auth, "Pod: auth-svc") {
+            Container(ck, "Keycloak", "OIDC, RBAC")
+        }
+        Deployment_Node(pod_obs, "Pod: observability") {
+            Container(cp, "Prometheus")
+            Container(cf, "Grafana")
+        }
+    }
+    Deployment_Node(db_vm, "DB VM") {
+        ContainerDb(pg, "PostgreSQL + pgvector HNSW")
+        ContainerDb(rd, "Redis")
+        ContainerDb(mn, "MinIO")
+    }
+}
+Deployment_Node(triton_node, "GPU Node (Triton)", "NVIDIA A10/T4, 24 GB VRAM") {
+    Container(tc, "Triton Inference Server", "ONNX/TensorRT, gRPC 8001")
+}
+Deployment_Node(ext, "External (NFR-16a governed)") {
+    ContainerDb(s3v, "S3 Vectors / GCP CDN / Vertex AI")
+}
+
+Rel(ci, pg, "SQL", "TCP 5432")
+Rel(ci, rd, "Cache", "TCP 6379")
+Rel(ci, mn, "Blobs", "S3 API")
+Rel(ci, tc, "Inference", "gRPC 8001")
+Rel(k3s, db_vm, "SQL", "TCP")
+Rel(ci, ck, "Auth", "OIDC")
+Rel(ci, ca, "Audit", "HTTP")
+@enduml
+```
+
+---
+
+## 5. Component Specifications
+
+### 5.1 React PWA
+
+| Concern | Decision |
+|---------|----------|
+| Framework | React 18 + TypeScript + Zustand |
+| Styling | Tailwind CSS (mobile-first) |
+| DICOM viewer | Cornerstone.js + custom canvas layer |
+| Grad-CAM | `<canvas>` overlay; base64 PNG from FastAPI |
+| Local model | LiteRT (MediaPipe Tasks Vision) — angle pre-classifier |
+| Client storage | Dexie.js over IndexedDB (encrypted sessions, prefs) |
+| Offline | Service Worker: cache-first for shell; network-first for API |
+| Bundle | Tree-shake Cornerstone extras; split vendor chunk |
+| PHI safety | Decree 13 regex scrubber before any network write |
+| Edge guardrail | `guardrail.worker.ts` (WebWorker): Transformers.js BERT for hallucination/mal-intention detection; prompt injection scoring; scope-breach detection. OpenRedaction + pii-filter + js-data-anonymizer run in main thread or dedicated worker for redaction pipeline. Separate from `cv.worker.ts` (LiteRT) and `llm.worker.ts` (WebLLM) with no shared WASM memory. |
+
+### 5.2 FastAPI Application (edge-inference-svc)
+
+```
+app/
+├── main.py                 # Entry, middleware, lifespan
+├── config.py               # Pydantic settings (env-driven)
+├── middleware/
+│   ├── auth.py             # Keycloak OIDC validation
+│   ├── phi_scrub.py        # Microsoft Presidio redaction gate (NFR-16a); refine edge output; error if unresolvable PII
+│   └── audit.py            # Append-only event emitter
+├── routers/
+│   ├── analyze.py          # POST /api/analyze (sync 3-step pipeline)
+│   ├── consult.py          # SSE /api/consult/stream (GemmaE2B/MedGemma + RAG + guardrail session management)
+│   ├── pacs.py             # C-MOVE proxy + DICOM upload
+│   ├── emr.py              # HL7/FHIR push with outbox
+│   └── admin.py            # Model update, drift review, cache invalidation
+├── services/
+│   ├── inference_router.py # consult_mode state machine
+│   ├── triton_client.py    # gRPC with retry decorator
+│   ├── rag.py              # pgvector top-k + citation formatter
+│   ├── referee.py          # BERT drift + RAG confidence gate
+│   ├── guardrail.py        # Edge BERT violation scoring, session termination, cloud mitigation trigger
+│   ├── redaction.py        # Presidio AnonymizerEngine; re-verify edge redaction; refine residual PII; error if unresolvable
+│   ├── report.py           # Circular 46 PDF + HITL signature
+│   ├── ontology.py         # ladybugDB C++ bindings wrapper
+│   └── audit_writer.py     # WAL append
+├── models/
+│   ├── dto.py              # Request/response schemas (Pydantic v2)
+│   ├── domain.py           # Case, Session, Grade, Embedding entities
+│   └── enums.py            # ConsultMode, Grade, Tier
+└── infra/
+    ├── cache.py            # Redis client (5 data types only)
+    ├── db.py               # SQLAlchemy async engine + pgvector
+    └── storage.py          # MinIO S3 client
+```
+
+### 5.3 Knowledge Service (rag-svc)
+
+Separated from inference to allow independent scaling of RAG queries:
+- Endpoints: `POST /rag/query`, `POST /rag/referee-check`, `GET /rag/guideline/{version}`
+- Reads pgvector only; no Triton dependency
+- Publishes guideline update events to Redis Pub/Sub for cache invalidation
+
+### 5.4 Data Models (Postgres)
+
+Key tables (migration via Alembic):
+
+```
+guidelines (id, version, title, source_url, embedding vector(768), active_from, retired_at)
+sessions (session_hash, radiologist_id, case_id, consult_mode, created_at, closed_at)
+cases (case_id, patient_hash, joint_site, dicom_checksum, final_grade, finalized_at, signer_id)
+embeddings (id, session_hash, chunk_text, embedding vector(768), source, created_at)
+audit_events (id, event_hash, session_hash, actor, action, tier, consent_token, redaction_manifest, payload_hash, ts)
+emr_outbox (id, case_id, payload, status, attempts, next_retry_at)
+user_prefs (user_id, jsonb, updated_at)   # synced from IndexedDB
+```
+
+Unique constraint: `cases.case_id` final grade requires `signer_id != NULL` (NFR-19).
+
+### 5.5 Redis Keys (Exact Schema)
+
+| Key pattern | Type | TTL | Purpose |
+|-------------|------|-----|---------|
+| `session:{hash}` | String + Hash | 3600s | JWT session validation |
+| `guideline:{ver}:{chunk_id}` | String | 604800s (7d) | MOH guideline chunk |
+| `dicom:{session_hash}` | String | 43200s (12h) | Per-session DICOM headers |
+| `consult_mode:{session_hash}` | String | 7200s | Tier state (tier_1..tier_3b) |
+| `rate:{actor_id}:{window}` | String | 30s sliding | Rate-limit counter |
+
+Key-space invalidation: `guideline:{ver}:*` deleted on version bump via Postgres NOTIFY listener.
+
+### 5.6 Triton gRPC Contract
+
+```protobuf
+service InferencePipeline {
+  rpc Run3Step (DICOMBytes) returns (PipelineResult);
+  rpc ExtractEmbedding (TextChunk) returns (EmbeddingVector);
+}
+
+message DICOMBytes {
+  bytes raw_dicom = 1;
+  string session_hash = 2;
+  uint32 max_vram_mb = 3;
+}
+
+message PipelineResult {
+  AngleClass angle = 1;
+  InflammationFlag inflammation = 2;
+  SegmentationMask mask = 3;
+  SynoviumMeasurement measurement = 4;
+  Grade grade = 5;
+  bytes gradcam_png = 6;
+}
+```
+
+Idempotency invariant: identical `raw_dicom + session_hash` → identical output bytes. No partial state between steps.
+
+### 5.7 Frontend Guardrail Runtime
+
+**WebWorker Topology**
+
+| Worker | Runtime | Role | Memory Cap |
+|--------|---------|------|------------|
+| `cv.worker.ts` | LiteRT (WASM) | CV inference: angle pre-classifier, image preprocessing | Isolated WASM instance |
+| `llm.worker.ts` | WebLLM (WASM) | GemmaE2B local generation, Gemma Functions tool-calling | Isolated WASM instance (NFR-4 1.5GB heap) |
+| `guardrail.worker.ts` | Transformers.js (WASM/WebGPU) | BERT classification: hallucination, prompt-injection, scope-breach scoring | Shared Web Worker thread (no WASM memory pool) |
+
+Isolation rules:
+1. No `SharedArrayBuffer` or `Atomics` between workers — no raw WASM memory sharing.
+2. Communication via `postMessage` with structured clone (no transferable object reuse for audit integrity).
+3. Unload priority on memory pressure (browser `memorywarning` event): `llm.worker.ts` first, then `guardrail.worker.ts`, then `cv.worker.ts`.
+4. IndexedDB is the only persistence layer shared across workers; written by main thread or dedicated serializer, never read inside LLM context window.
+
+**Edge Guardrail Decision Contract**
+
+```
+User Input → OpenRedaction + pii-filter → js-data-anonymizer → BERT Guardrail
+                                                                    ↓
+                                                  PASS: forward to RAG → LLM
+                                                  FAIL: terminate LLM session → cloud mitigate
+```
+
+Server-side FastAPI contracts:
+- `POST /api/guardrail-check` (internal): accepts BERT score + query hash; returns `PASS|MITIGATE`.
+- `POST /api/redaction-ground-check`: accepts client manifest hash + sanitized payload; returns `PASS|CLEANED|ERROR`. `CLEANED` = server refined residual PII and continues. `ERROR` = server unable to clean → client receives structured error.
+- `POST /api/consult/stream`: now includes `X-Guardrail-Version` and `X-Redaction-Manifest-Hash` headers for audit.
+
+**IndexedDB Schema Additions**
+
+| Table | Key | Columns | Invalidation |
+|-------|-----|---------|--------------|
+| `guardrail_models` | `[model_name, version]` | artifact_hash, size_bytes, load_timestamp | Version mismatch |
+| `policy_config` | `[policy_name]` | version, rules_json, bert_thresholds | Admin push |
+| `audit_tokens` | `[session_hash, entity_type]` | token_value, created_at | Session expiry |
+
+---
+
+## 6. Interface Contracts (Selected)
+
+### 6.1 REST Endpoints
+
+| Method | Path | Auth | Request | Response | Notes |
+|--------|------|------|---------|----------|-------|
+| POST | `/api/analyze` | JWT | multipart DICOM | JSON + Grad-CAM PNG | Sync, ≤1.5 s target |
+| GET | `/api/consult/stream` | JWT + consent | SSE text stream | NDJSON chunks | Token streaming ≤200 ms TTFT |
+| POST | `/api/emr/push` | JWT | case_id | 202 Accepted | Outbox if offline |
+| POST | `/api/admin/models` | Admin | modelZip | 200 OK | K3s rolling restart |
+| GET | `/api/rag/citations?q=` | JWT | query string | JSON top-5 chunks | NFR-18 |
+
+### 6.2 SSE Consult Stream Contract
+
+```
+event: token
+data: {"text":"The","confidence":0.92}
+
+event: citation
+data: {"source":"MOH guideline 2024 §3.2","page":12}
+
+event: done
+data: {"tier":"tier_2","latency_ms":340}
+```
+
+---
+
+## 7. Build vs Buy Matrix (Sprint 1-2 Specific)
+
+| Component | Build | Buy | Decision | Rationale |
+|-----------|-------|-----|----------|-----------|
+| Frontend PWA | Build | — | **Build** | Custom DICOM viewer + Grad-CAM layer; thin client requirement |
+| FastAPI backend | Build | — | **Build** | Tight Decree 13 + NFR-16a middleware; in-house domain logic |
+| Triton inference | — | Deploy self-hosted | **Deploy** | Open-source stack; no SaaS |
+| Ontology (ladybugDB) | Build | — | **Build** | Embedded C++; SNOMED-CT mapping custom to MSK |
+| pgvector | — | Postgres extension | **Use** | Zero infra overhead |
+| Redis | — | OSS | **Use** | Scoped to 5 types; self-hosted |
+| MinIO | — | OSS | **Use** | S3-compatible; self-hosted |
+| Auth | Build (Keycloak) | Auth0/Okta SaaS | **Build** | NFR-16: Keycloak on-prem, no SaaS identity |
+| EMR integration | Build | Mirth Connect | **Build** | Thin HL7 wrapper FastAPI → EMR; keeps surface area small |
+| CI/CD | Jenkins in K3s | SaaS GitHub Actions | **Build** | Jenkins inside LAN; cloud GitLab via SSH |
+| Issue tracking | Self-hosted Jira | Atlassian Cloud | **Build (NFR-16a)** | Cloud VM, compensating controls |
+
+---
+
+## 8. Task Decomposition
+
+### Phase 1: Foundation (Parallel)
+- [ ] **T1-A Infra: K3s bootstrap + network policy** (S)  
+  Deploy K3s on Dell PowerEdge; Calico network policies; NGINX + Keepalived VIP; TLS secret automation.
+
+- [ ] **T1-B Database VM: Postgres + pgvector + MinIO + Redis** (S)  
+  Install Postgres 16 + pgvector extension; MinIO (4 disk RAID); Redis AOF+RDB; backup cron to MinIO.
+
+- [ ] **T1-C CI/CD: Jenkins in K3s + GitLab on cloud VM** (M)  
+  Jenkins agents as K3s jobs; pre-push PII hook; GitLab RDB backup job to MinIO; IP-whitelist IAM.
+
+- [ ] **T1-D Auth: Keycloak realm + RBAC** (S)  
+  Realm `vkist-msk`; roles: radiologist, senior_expert, admin; client `pwa`, `edge-svc`, `rag-svc`.
+
+- [ ] **T1-E PWA shell: React + Zustand + PWA manifest** (S)  
+  Offline-capable shell; Dexie.js setup; Service Worker with cache-first for shell only.
+
+### Phase 2: Core ML Pipeline
+- [ ] **T2-A Triton server + 3-step model ensemble** (L)  
+  Angle → Inflammation → Segmentation pipeline; gRPC server on port 8001; TensorRT engines.
+
+- [ ] **T2-B FastAPI edge-inference-svc** (L)  
+  `/api/analyze` endpoint; DICOM ingest; pipeline orchestration; Grad-CAM overlay generation.
+
+- [ ] **T2-C Circuit Breaker + consult_mode state machine** (M)  
+  pybreaker around Triton + EMR; consult_mode Redis keys; SSE status push to PWA.
+
+- [ ] **T2-D Retry decorators (Triton + EMR)** (S)  
+  Exponential backoff; idempotency enforcement; outbox queue for EMR failures.
+
+### Phase 3: NLP & Knowledge
+- [ ] **T3-A pgvector guideline ingestion pipeline** (M)  
+  Ingest MOH PDFs → chunk → embed (BERT/Writing-Alignment) → HNSW index; Postgres NOTIFY pub/sub.
+
+- [ ] **T3-B ladybugDB ontology setup** (M)  
+  SNOMED-CT knee/hip subset; MSK entity relationships; C++ embedded bindings in FastAPI.
+
+- [ ] **T3-C RAG service + RAG-Referee** (M)  
+  `/rag/query`; top-5 retrieval; BERT classifier to validate LLM citations; reject if threshold fail.
+
+- [ ] **T3-D Browser WebLLM + Cloud MedGemma LLM endpoints** (L)  
+  Browser: WebLLM (GemmaE2B-Q4) loaded via Service Worker from intranet/GCP CDN; runs in separate WebWorker from CV pipeline.  
+  Cloud: MedGemma on GCP Vertex AI (NFR-16a governed); FastAPI wrapper with streaming + Decree 13 redaction middleware.  
+  Triton: EmbeddingGemma only (768-dim RAG embeddings), no LLM hosting.
+
+- [ ] **T3-E Decree 13 scrubber (client + server)** (M)  
+  Client: Dexie.js pre-egress regex. Server: FastAPI middleware for NFR-16a redaction; role-hash tokens.
+
+### Phase 4: Compliance & HITL
+- [ ] **T4-A Immutable audit log** (M)  
+  Append-only WAL writer (audit-svc); schema per NFR-17; every tier transition + consent + finalize event.
+
+- [ ] **T4-B HITL signature gate** (S)  
+  `cases.finalized_at` + `signer_id` non-null constraint; digital signature capture (VKI token + timestamp).
+
+- [ ] **T4-C Circular 46 PDF report generator** (M)  
+  WeasyPrint template; includes grade, Grad-CAM image, MOH citations, signer block, audit hash.
+
+### Phase 5: Observability & Hardening
+- [ ] **T5-A Prometheus + Grafana dashboards** (M)  
+  Triton VRAM/utilization; inference latency p50/p99; Redis hit rate; circuit-breaker state; K3s node health.
+
+- [ ] **T5-A BERT drift monitor** (M)  
+  Weekly batch job comparing current session embeddings vs. baseline; alert admin via Grafana if KL divergence > threshold.
+
+- [ ] **T5-C Fallback chain integration test** (S)  
+  Simulate Triton down → verify Tier 3a consent flow + redaction; simulate CDN down → verify GCP CDN signed URL fallback.
+
+---
+
+## 9. Execution Plan
+
+### Week 1-2: Phase 1
+Deliverables: K3s cluster up, DB VM ready, CI/CD pipeline green, PWA shell live.
+
+### Week 3-4: Phase 2
+Deliverables: `/api/analyze` end-to-end; Grad-CAM overlay visible in PWA; circuit-breaker handles Triton failure.
+
+### Week 5-6: Phase 3
+Deliverables: RAG queries return MOH citations; GemmaE2B/MedGemma streams Vietnamese explanations; RAG-Referee blocks unmapped LLM text.
+
+### Week 7: Phase 4
+Deliverables: Audit log immutable; HITL signature enforces finalization; Circular 46 PDF exports.
+
+### Week 8: Phase 5 + Sprint Review
+Deliverables: Dashboards, drift monitor, integration tests, demo-ready PWA.
+
+---
+
+## 10. References
+
+- [Solution Architecture Spec](./SOLUTION_ARCHITECTURE_SPEC.md) — full pattern citations, trade-offs, NFR-16a design
+- [Sprint 1-2 Architecture Spec](../workspace/sprint_1_2/SPRINT_1_2_ARCHITECTURE_SPEC.md) — sprint-scoped container/component/deployment diagrams
+- [Agent Skills](../../AGENT_SKILL/) — coding convention, secrets/PHI safety, contract hygiene
+- [Codebase Structure](../workspace/sprint_1_2/CODEBASE/) — backend/frontend/infra/knowledge/ml layout
diff --git a/proj_level_reading/ARCHITECT/SOLUTION_ARCHITECTURE_SPEC.md b/proj_level_reading/ARCHITECT/SOLUTION_ARCHITECTURE_SPEC.md
new file mode 100644
index 0000000..c10ef2f
--- /dev/null
+++ b/proj_level_reading/ARCHITECT/SOLUTION_ARCHITECTURE_SPEC.md
@@ -0,0 +1,587 @@
+# Solution Architecture Specification
+
+## 1. Introduction
+
+This document outlines the cloud-native architecture for the real-time musculoskeletal pathology processing system, designed to meet the functional and non-functional requirements outlined in the project's requirement analysis. The architecture leverages cloud-native principles (microservices, containerization, dynamic orchestration) while adhering to strict on-premise/local-intranet constraints due to data sovereignty and air-gap requirements (NFR-16). A time-limited, PoC-scoped relaxation (NFR-16a) permits governed emergency cloud fallback under mandatory redaction and consent controls.
+
+## 2. Key Requirements
+
+### 2.1 Functional Requirements (FRs)
+Key functional requirements extracted from the FR database include:
+- **FR-4**: Parse clinical text on-device (Prescription Parser / WebML Module)
+- **FR-5**: Map spatial coordinates to visual models (3D Mapping / Visualization Engine)
+- **FR-6**: Render muscle depth cross-sections (Kinetic Overlay Module)
+- **FR-7**: Log kinetic progress pins (Progress Tracking Module)
+- **FR-8**: Demonstrate joint mechanics dynamically (Patient Education Module)
+- **FR-9**: Render haptic-assisted edge-snapping magnifier (DICOM Viewer / Annotation Module)
+- **FR-10**: Record asynchronous voice and canvas telemetry (Asynchronous Communication Engine)
+- **FR-11**: Display progressive disclosure sheets and native alerts (User Interface / Push Notifications)
+- **FR-12**: Synchronize hardware-adaptive musculoskeletal models (Patient Education Module / 3D Visualization Engine)
+- **FR-13**: Encrypt and deliver sanitized patient payloads (Patient Portal / Security Module)
+- **FR-23**: Automatically segment joint anatomical structures by AI (Phân vùng hình ảnh cấu trúc giải phẫu khớp gối bằng AI)
+- **FR-24**: Automatically measure synovium thickness (Đo độ dày màng hoạt dịch Tự động)
+- **FR-25**: Diagnose and grade synovitis level (Đánh giá và phân cấp mức độ viêm màng hoạt dịch)
+- **FR-26**: Suggest treatment plan based on knee inflammation level (Gợi ý phương án điều trị dựa trên mức độ viêm khớp gối)
+- **FR-27**: Suggest list of anti-inflammatory and pain relief drugs (Đề xuất danh mục thuốc kháng viêm và giảm đau theo ca bệnh)
+
+### 2.2 Non-Functional Requirements (NFRs)
+Critical non-functional requirements include:
+- **NFR-1**: DICOM Collaborative Rendering Speed ≤ 3.0 seconds
+- **NFR-4**: Client Memory Footprint ≤ 150 MB RAM
+- **NFR-5**: Core Vision Inference Latency ≤ 1.5 seconds (local on-premise server)
+- **NFR-6**: Server-Side Edge Model Quantization ≤ 2 GB VRAM on target server nodes
+- **NFR-7**: Real-Time UI Screen Refresh (Token Streaming) ≤ 200 ms from inference begins
+- **NFR-8**: Local Network Fault Tolerance: 0% data corruption, active/remember user request during Wi-Fi disconnections
+- **NFR-9**: Localized System Availability ≥ 99.9% during official public sector operating windows, downtime ≤ 45 seconds per day
+- **NFR-10**: Automated Generative Safety Guardrails: <90% verification prohibited, 100% of LLM-generated patient text explanations must pass verification
+- **NFR-11**: Frontline Usability & Training Curve: onboarding training ≤ 45 minutes, error rate ≤ 1 config slip per week
+- **NFR-12**: Zero-Friction Explainability Integration: accessing baseline model confidence intervals or guideline justifications requires EXACTLY 0 extra clicks, displayed in primary medical viewport
+- **NFR-13**: Spatial Layer-Activation Mapping (Anti-Black-Box Mandate): vision stack must natively output spatial layer-activation maps (e.g., Grad-CAM overlays), display with zero extra clicks during automated screening
+- **NFR-14**: Legacy Local Hardware Compatibility: UI modules shall not require dedicated external client-side GPU or hardware neural accelerator, operate on Android 10+ with 3GB RAM
+- **NFR-15**: National EMR Compliance (Circular 46/2018/TT-BYT): must comply with Vietnamese MOH EMR regulations
+- **NFR-16**: Local Intranet Cloud & Air-Gapped Data Isolation (PRIMARY — permanent): platform tech stack shall NOT transmit diagnostic/identifiable clinical info across public internet during normal primary clinical workflows; external cloud processing prohibited for production operation; only execute & deployed on on-premise servers, local intranet, or isolated specialist machines
+- **NFR-16a**: Emergency Cloud Fallback with Redaction (PoC-SCOPE — time-limited, expires upon PoC user sign-off): 
+
+  [1] Cloud LLM API (e.g., GCP Vertex AI MedGemma) may be invoked ONLY when browser-side WebLLM (GemmaE2B) is unavailable AND the user explicitly consents per-session via UI acknowledgment; 
+  
+  [2] before ANY bytes leave the hospital boundary, FastAPI Redaction Middleware MUST strip all Decree 13 PII fields — patient name, DOB, MRN, address, phone, insurance ID, facial geometry, and DICOM patient metadata — replacing them with role-hash tokens [BN:7f3a2c]; non-identifying clinical fields (age, sex, joint site, findings) are retained for inference utility; 
+  
+  [3] GCP project must be configured with Customer-Managed KMS keys (CSEK) enabling crypto-erasure on key revocation, 30-day Cloud Storage lifecycle deletion, and a 1-year project-level auto-deletion timer; 
+  
+  [4] consent token + redaction manifest written to on-prem immutable audit log BEFORE the egress call; 
+  
+  [5] redacted payloads MUST NEVER contain: any free-text field capable of re-identification via MOH or administrative records; 
+  
+  [6] NFR-16a is formally retired upon PoC user sign-off and NFR-16 is restored as the permanent production deployment constraint; NFR-16a relaxation does not apply to NFR-15 Circular 46 EMR compliance obligations
+- **NFR-17**: Cryptographic Accountability Logging: application layer shall not allow any user to alter/delete logs; every action where AI recommendation accepted/overridden saved immutably
+- **NFR-18**: MOH Guideline-Anchored RAG Pipeline: system shall not render open-ended clinical text summaries without clear traceable footnote citing official MOH protocols; use RAG tied to health guidelines
+- **NFR-19**: Human-in-the-Loop (HITL) Clinical Gatekeeping: database layer shall not allow automated ML/LLM diagnosis/report to transition to FINALIZED/ARCHIVED/PATIENT_ACCESSIBLE without authenticating digital signature from licensed human clinician
+
+## 3. Architectural Goals and Principles
+
+Guided by the above requirements and the solution_architect_corpus, the architecture adheres to the following principles:
+- **Low Latency**: Optimize for sub-second responses where critical (NFR-1,5,7).
+- **Edge Computing**: Leverage edge servers and client-side WASM for local inference to meet NFR-5 and NFR-16; NFR-16a emergency fallback activates only when all local tiers are confirmed unavailable.
+- **Resilience**: Implement fault tolerance, caching, and graceful degradation to handle network instability (NFR-8,9).
+- **Security & Compliance**: Ensure data sovereignty, air-gap, immutable audit logs, and HIPAA-equivalent safeguards (NFR-15,16,17). NFR-16a introduces a governed, redaction-mandatory cloud pathway during PoC only; all egress requires prior audit-log commit and explicit user consent.
+- **Explainability & Trust**: Provide zero-friction access to model confidence and spatial attributions (NFR-12,13).
+- **Human-in-the-Loop**: Enforce clinical oversight for AI-generated decisions (NFR-19).
+- **Scalability & Maintainability**: Use microservices, container orchestration, and observability for easy updates and scaling.
+
+## 4. Proposed Architecture
+
+### 4.1 High-Level Overview
+The system adopts a hybrid edge-cloud (on-premise) architecture with the following layers:
+1. **Edge Inference Layer**: Located on-premise at hospitals/clinics, runs lightweight ML models for real-time DICOM processing (NFR-5,6).
+2. **Micro-Services Layer**: Containerized services orchestrated by K3s (Kubernetes-certified, lightweight distribution designed for edge and resource-constrained production environments). K3s selected over alternatives (Docker Swarm, Nomad, ECS Fargate, Cloud Run) on the following criteria: NFR-16 requires on-premise deployment — eliminating ECS Fargate and Cloud Run (cloud-only platforms). Docker Swarm offers lowest PoC operational cost but is in maintenance mode with no viable scaling path; migration to production-grade orchestration requires complete rewrite of all deployment artifacts. Nomad is operationally viable but lacks ecosystem depth and has less documented migration path to multi-cluster federation. K3s is already production-grade at single-site scale, requires no migration to "production" — it IS the production platform. The scaling path to N hospitals is multi-cluster federation via K3s cluster-api, not platform replacement. All manifests and service definitions are forward-compatible with upstream Kubernetes.
+3. **Data Layer**: On-premise databases (PostgreSQL + pgvector for relational + vector search, Redis for caching, MinIO for S3-compatible object storage).
+3. **Embedding Layer**: EmbeddingGemma (768-dim) for RAG retrieval vectors; separate from BERT which is reserved for drift monitoring and RAG-Referee classification only.
+3. **Vector Layer (two-tier)**:
+    - **Hot + Warm: pgvector** (Postgres disk-backed HNSW index, ~15K MOH guideline vectors plus session and case embeddings — serves both real-time RAG during consult and non-real-time analytical queries in a single store. NFR-18, NFR-12. NFR-16 compliant.)
+    - **Cold: S3 Vectors** (AWS ap-southeast-1, billion-scale archival, cross-facility bootstrap source, disaster recovery rebuild origin — accessed under NFR-16a governance.)
+5. **Presentation Layer**: Progressive Web App (PWA) built with React, Web Workers, and service workers for offline capability and low memory footprint (NFR-4,14).
+6. **Observability & Security Layer**: Centralized logging (immutable append-only), monitoring, and audit trails (NFR-10,17).
+
+### 4.2 Data Flow
+1. User captures DICOM image via PWA frontend.
+2. Image sent to edge inference service via secure local API (BFF pattern).
+3. Edge service runs preliminary detection/segmentation (e.g., synovium thickness) using quantized models (NFR-6).
+4. Results sent to microservice backbone for further analysis (e.g., suggesting treatment plans via RAG).
+5. RAG pipeline retrieves relevant guidelines from local vector database, generates explanation with citations (NFR-18).
+6. Final results (including spatial overlays) sent back to PWA for display with zero-friction explainability (NFR-12,13).
+7. User actions (e.g., accepting treatment suggestion) logged immutably (NFR-17) and require HITL approval for finalization (NFR-19).
+8. All data remains within local intranet; no egress to public internet under NFR-16 (normal operation). Under NFR-16a (PoC emergency fallback only): egress permitted exclusively of redacted, non-identifiable payloads with explicit user consent and prior audit-log commit.
+
+## 5. Component Mapping to Patterns (with Citations)
+
+### 5.1 Edge Computing, Model Distribution & Governed Cloud Fallback
+- **Pattern**: Bring-Your-Own-Compute (BYOC) Client-Side Inference + Intranet CDN Distribution + Emergency Cloud Fallback (NFR-16a)
+  - **Source**: Cloud_Architecture_Patterns.md, line 244-247 (Asset Ingestion at edge nodes); Cloud_Design_pattern_Azure.md, line 19,84 (Cache-Aside, Read-Through); Designing_high_quality_distributed_Cloud_Native_applications_on_Azure_V1.1.md, line 211 (BFF)
+  - **Application**:
+    - **BYOC primary (weight distribution)**: GemmaE2B-Q4 (~1.3GB, 4-bit quantized) distributed in the following order:
+      [1] Pre-bundled ~200MB model stub (shipped inside PWA install — covers immediate shell load, zero network dependency).
+      [2] Hospital intranet CDN (MinIO/NAS at `hospital.local/models/`) — full weights lazy-loaded after shell is interactive; SHA-256 content verification; cache-first Service Worker. This is the preferred distribution path under NFR-16.
+      [3] GCP CDN emergency fallback (asia-southeast1 = Singapore, nearest to Vietnam) — activated ONLY when hospital intranet CDN is confirmed unreachable. GCP backend bucket (`cdn-backend-models-vkist`) wraps a Cloud Storage bucket (`gs://vkist-models-{site_id}`) with Cloud CDN enabled; signed-URL access control (no `allUsers` public exposure); cache mode `CACHE_ALL_STATIC`, default TTL 24h, max TTL 7d (matches model version lifecycle). Service Worker receives a 307 redirect to signed CDN URL on intranet CDN failure; PWA caches the fetched weights locally via Cache Storage as normal. Because model weights contain zero patient data — they are static computational artifacts — the GCP CDN fetch event is committed to the on-prem audit log (case_hash, timestamp, consult_mode = "cdn_fallback") but does NOT trigger the full NFR-16a redaction pipeline. The redaction pipeline applies only to Tier 3a inference calls carrying clinical payloads, not to non-clinical model binary fetches.
+    - **NFR-4 clarification**: NFR-4's 150MB ceiling covers the core application bundle (JS/TS code, UI assets, runtime state) at idle. Supra-150MB memory consumed by models, caches, and inference buffers is bounded separately under the WASM heap cap (1.5GB) and instrumented independently.
+    - **Inference Fallback Chain** (LLM consult path only — CV pipeline is always on-prem Triton):
+      - **Tier 0** → Browser WebLLM (GemmaE2B local in WASM, instant, zero network — preferred default when device has ≥3GB RAM and WebGPU available). Consult mode: `browser_local`. Triggered automatically on page load if model weights are cached and WebGPU is detected.
+      - **Tier 1** → [REMOVED — Triton does NOT host LLM. Triton hosts CV models + EmbeddingGemma only.]
+      - **Tier 2** → On-prem Triton (hospital GPU node — CV pipeline ONLY: angle → inflammation → segmentation + EmbeddingGemma for RAG embeddings). The LLM consult does NOT fall back to Triton. If browser WebLLM is unavailable, the next tier is cloud.
+      - **Tier 3a** → GCP Vertex AI (MedGemma via REST API — **PoC ONLY under NFR-16a**). Activated when Tier 0 (browser WebLLM) is unavailable (device unsupported, model not cached, memory exceeded) AND user explicitly consents per-session. All payloads MUST pass Decree 13 PII redaction gate (see §5.4) before leaving hospital boundary. GCP project configured with CSEK, 30-day storage lifecycle, 1-year project deletion timer. Consult mode: `cloud_vertex`.
+      - **Tier 3b** → Cloud LLM Arbiter (GCP Vertex AI MedGemma — **PoC ONLY under NFR-16a, BERT-triggered correction**). Activated when BERT drift monitor (UC-74821) detects semantic impasse, logical contradiction, or contextual hallucination during Socratic dialogue, OR when radiologist explicitly requests "second opinion." Same Vertex AI endpoint as Tier 3a, but with arbiter system prompt + retrieved MOH chunks injected. ALL calls require prior audit-log commit of drift signal + user consent + Decree 13 redaction. Consult mode: `cloud_vertex_arbiter`.
+      - **Tier 3c** → MOH guideline template responses (rule-based, no generative model, always available, deterministic, cited — safety floor when all inference tiers fail). Consult mode: `templates`.
+    - **Circuit Breaker**: PWA Feature Flag Manager (`consult_mode` state machine) attempts tiers sequentially: `browser_local` → `cloud_vertex` → `cloud_vertex_arbiter` → `templates`. Emits tier-transition events to on-prem immutable audit log (NFR-17). Tier 3a/3b transitions require consent token + redaction manifest committed *before* the HTTP call. CDN fallback events (model weight distribution only) log lighter audit entry: no redaction required, no consent required (weights carry no PII).
+    - **GCP CDN configuration** (emergency distribution path only):
+      - Cloud Storage bucket: `gs://vkist-models-{site_id}` — Uniform bucket-level access, no `allUsers` public exposure.
+      - Signed-URL generation: FastAPI generates time-limited signed URLs (signed by project service account private key, CSEK-managed) with a 15-minute expiry; returned to PWA as a `307` redirect on intranet CDN failure.
+      - Cloud CDN backend bucket: wraps the GCS bucket; `enable-cdn: true`, `cache-mode: CACHE_ALL_STATIC`, `default-ttl: 86400` (24h), `max-ttl: 604800` (7d = model version lifecycle). Edge caching means subsequent PWA fetches for the same model version are served from the nearest Google PoP, not the asia-southeast1 origin — no repeated hospital-to-GCP round trip needed.
+      - Private origin authentication: CDN service account has `roles/storage.objectViewer` on the bucket; direct GCS access (bypassing CDN) is blocked by IAM — all model fetches flow through CDN.
+      - Model version rotation: on drift monitor or admin update, a new bucket path (`models/v2/gemma-e2b-q4.bin`) is uploaded; CDN cache is invalidated via `gcloud compute backend-buckets invalidate-cdn-cache`; old path serves stale content only until TTL expires — zero in-flight breakage.
+    - **Cache strategy**: Service Worker intercepts `/models/*` imports with cache-first strategy. Pre-bundled ~200MB model stub shipped inside PWA install; remaining weights lazy-loaded from intranet CDN after shell is interactive. Cache entries tagged with content-hash version header; corruption triggers re-download with exponential backoff (NFR-8).
+- **Pattern**: Gateway Aggregator
+  - **Source**: Designing_high_quality_distributed_Cloud_Native_applications_on_Azure_V1.1.md, line 203, 1011
+  - **Application**: API gateway aggregates multiple microservice calls (e.g., prediction + RAG + logging) into a single response to reduce client-side round trips.
+- **Pattern**: Backend for Frontend (BFF)
+  - **Source**: Designing_high_quality_distributed_Cloud_Native_applications_on_Azure_V1.1.md, line 211
+  - **Application**: Tailor API responses for different client types (e.g., lightweight payloads for low-end tablets per NFR-14; enriched payloads with Grad-CAM overlays for desktop workstations).
+
+### 5.2 Caching & Performance
+- **Pattern**: Cache-Aside (Lazy Loading) + Version-Key Invalidation + Stale-While-Revalidate
+  - **Source**: A_Cache_Handbook_for_SWE_Quang_Hoang.md, line 72-76 (Local vs Remote Cache), line 94-114 (Look-Aside workflow)
+  - **Application**: Use Redis as a look-aside cache exclusively for the server-side hot paths that justify a remote cache. Every other data type is served from its primary store without a cache layer. Caching is not applied by default — each entry must pass a read-frequency vs. staleness-tolerance analysis.
+  - **Redis cache-only data types** (server-side, local Redis per hospital):
+    - **JWT session state** (TTL 1h, matches token expiry): validates active sessions without Postgres roundtrip; coalesced look-aside with single-flight mutex to prevent thundering herd on session-miss.
+    - **MOH guideline chunks** (TTL 7d): version-key invalidation triggered by Postgres NOTIFY on guideline ingestion events; cache key = `guideline:{version}:{chunk_id}`, full key-space retired on version bump, no TTL races.
+    - **DICOM metadata per session** (TTL 12h, per-session scope): avoids repeated Postgres lookups of DICOM headers during the 3-step ML pipeline; evicted after session completion.
+    - **Circuit-breaker / consult_mode state** (TTL 2h, matches session): consult_mode enum (tier_1/tier_2/tier_3a/tier_3b) keyed by session_hash. Written atomically on tier transitions. Read by: FastAPI routing layer, PWA (via SSE status push), Prometheus metrics exporter. Justifies Redis over Postgres: sub-ms reads required, writes are frequent (per BERT token stream during Socratic dialogue), data is volatile (expires with session), and multiple FastAPI workers behind NGINX need shared visibility — in-process memory cannot cross worker boundaries.
+    - **Rate-limit counters** (TTL 30s, sliding window): INCR on consult request entry. Self-clearing via EXPIRE. Prevents Triton GPU saturation under concurrent burst from multiple radiologists. Atomic Redis operation; Postgres row-lock alternative creates write amplification on hot path.
+  - **Not cached in Redis** (served from primary store):
+    - Audit log: append-only, NFR-17 immutability requirement — no intermediate cache layer.
+    - Inference results: already held in FastAPI process memory during active session.
+    - ladybugDB ontology: embedded C++ inside FastAPI — already an in-process structured cache.
+    - BERT drift tensors: compute-bound, held in Triton GPU memory or local NVMe; not reusable across sessions and latency-sensitive to in-process serving.
+    - EmbeddingGemma inference: small 768-dim model, served on-demand by Triton for RAG embedding extraction; outputs written directly to pgvector, not cached.
+  - **Client-side preference caching (IndexedDB)**: 
+    - User preferences (language, UI density, contrast mode, default annotation tool) are persisted in IndexedDB via Dexie.js. 
+    - Characteristics: 
+      - write frequency ≈ 0 (changes only on explicit user action), read frequency = every session start, no sharing needed across devices. 
+      - Cache invalidation: manual only — user taps Settings → Save → IndexedDB write + background sync to Postgres. 
+      - No server roundtrip on read. IndexedDB survives browser cache clears (distinct storage domain), so preference data outlives the Service Worker model cache — appropriate for data that is intentionally persistent.
+  - **Deployment**: Standalone Redis per hospital LAN (local-only, no cross-site routing). AOF enabled (everysec fsync) + periodic RDB snapshots every 15 min / 5 min / 1 min depending on write volume. Restart policy: unless-stopped. No Redis Sentinel in PoC/Pilot: Redis is a latency optimization, never a source of truth — total cache loss degrades one request cycle's latency, not data integrity. RDB snapshots backed up to site MinIO for disk-failure recovery.
+  - **Cache-miss protocol**: Look-aside with request coalescing. On miss, FastAPI reads Postgres, writes Redis, returns response. On simultaneous misses for same key, first requester acquires a 5s lock in Redis (`lock:{key}`); other requesters wait up to 5s then fail-open to Postgres directly — no queue buildup.
+  - **Cache-staleness protocol**: MOH guidelines use version-key invalidation (active, event-driven). Session state uses TTL (passive, matches JWT lifetime). DICOM metadata uses TTL with no revalidation (immutable per session). User preferences use IndexedDB with manual invalidation — no TTL needed.
+  - **Failure contract**: Redis process crash → Docker Compose restarts within ~2s → AOF replay recovers to last checkpoint (<5s). During recovery window, all reads fall through to Postgres (source of truth) with ≤10ms additional latency per request. No user-facing failure. If AOF + RDB both lost (disk failure): cold-start miss spike, repopulated organically from Postgres within one request cycle per key.
+- **Pattern**: Read-Through/Write-Through (handled explicitly by application per corpus)
+  - **Source**: Cloud_Design_pattern_Azure.md, line 19,84
+  - **Application**: User preference writes flow through FastAPI → Postgres (durable) → IndexedDB (client-side, on next sync). Application logic manages consistency explicitly; no cache-driven inconsistency risk since IndexedDB and Postgres are both authoritative for their respective scopes (client vs. server).
+
+### 5.3 Resilience & Fault Tolerance
+- **Pattern**: Circuit Breaker
+  - **Source**: Cloud_Design_pattern_Azure.md, line 106-117
+  - **Application**: Wrap external service calls (e.g., to knowledge base) with circuit breaker to prevent cascading failures during network glitches (NFR-8).
+- **Pattern**: Retry with Exponential Backoff (application-layer, not Ambassador sidecar)
+  - **Source**: Designing_high_quality_distributed_Cloud_Native_applications_on_Azure_V1.1.md, line 222 (Ambassador Pattern — principle applied without sidecar in PoC)
+  - **Rationale**: The Ambassador pattern abstracts retry, timeout, and mTLS into a sidecar proxy. For PoC/Docker Compose deployment, the operational cost of Envoy sidecars exceeds their benefit. The retry-with-backoff principle is applied in-application via Python decorators, scoped only to the two call boundaries where transient failures are demonstrated and recovery is safe.
+  - **Retry-scoped calls** (all others use fail-fast, no retry):
+    - **FastAPI → Triton gRPC** (ML inference): up to 3 attempts, exponential backoff 1s→2s→4s, total deadline 30s. Retry only on gRPC UNAVAILABLE (node restart). Not retried on INVALID_ARGUMENT or DEADLINE_EXCEEDED. Triton inference is contractually idempotent: identical DICOM input produces identical output; retry re-submits full pipeline, no partial state accumulation between steps. If all 3 attempts fail, circuit breaker opens and consult routes to Tier 3b (MOH templates).
+    - **FastAPI → EMR HL7/FHIR** (report push): up to 3 attempts, exponential backoff 2s→4s→8s, total deadline 60s. Retry only on ConnectionError/TimeoutError. Not retried on EMR business-level rejections (validation failures). If all 3 attempts fail, report written to `emr_outbox` Postgres table with status PENDING; background worker retries every 5 min with jittered backoff. Radiologist sees: "Report signed and queued for EMR sync."
+  - **Not retried** (fail-fast): Redis, Postgres (including pgvector), ladybugDB (in-process), MinIO/CDN (LAN stable). Retry on these creates amplification on already-healthy or already-failed infrastructure.
+  - **Idempotency constraint**: The Triton gRPC interface contract requires that re-submission of identical input bytes produces identical output bytes. No Triton handler may accumulate partial state between pipeline steps that would change on re-entry. This is a design-time invariant enforced at interface review, not a runtime check.
+  - **Production scaling path**: At N ≥ 20 hospitals or K3s deployment, migrate retry logic from in-process decorators to declarative Envoy sidecar configuration. Retry contracts remain semantically identical; deployment mechanism changes only.
+
+### 5.4 Security, Compliance & Audit
+- **Pattern**: Immutable Audit Log (Append-Only Event Store)
+  - **Source**: Cloud_Design_pattern_Azure.md, line 449 (Append-Only Event Store)
+  - **Source**: GCP_Cloud_Archtiecture_Gudie.md, line 132 (unalterable, immutable audit log)
+  - **Application**: Store all clinical decisions and AI interactions in an append-only log (e.g., using Apache Kafka or event-sourced database) to prevent tampering (NFR-17).
+- **Pattern**: Air-Gap Isolation
+  - **Source**: GCP_Cloud_Archtiecture_Gudie.md, line 178,181 (logical air-gap by powering down MediaAgents or using scheduler)
+  - **Application**: Enforce network policies to isolate healthcare workloads from public internet under NFR-16; use local-only container registries and internal service mesh. During PoC under NFR-16a, a governed egress pathway is permitted exclusively through the FastAPI Redaction Middleware carrying pre-egress audit-log commits and explicit user consent tokens — no direct client-to-cloud calls are ever permitted.
+- **Pattern**: Two-Person Rule (Multi-Party Authorization)
+  - **Source**: google_infrastructure_whitepaper_fa.md, line 129,133,435
+  - **Application**: Require dual clinician approval for high-risk AI-generated treatment plans (mapping to NFR-19 HITL gatekeeping).
+
+### 5.5 Explainability & RAG
+- **Pattern**: Two-Tier Vector Architecture for Retrieval-Augmented Generation
+  - **Source**: A_Cache_Handbook_for_SWE_Quang_Hoang.md (retrieval times, cache tiering) + Cloud_Design_pattern_Azure.md (Query Stack, line 371) + Cloud_Architecture_Patterns.md (hot/warm/cold data tiering)
+  - **Application**: Two vector stores serve distinct access patterns. pgvector handles all in-service query loads; S3 Vectors handles archival and disaster recovery bootstrap. One less infrastructure tier than the three-tier design because pgvector covers both the hot real-time RAG path and the warm analytical path — the dataset size (~15K vectors) does not justify a separate in-memory ANN store at PoC scale.
+
+  **Tier 1 — HOT + WARM: pgvector (Postgres HNSW, single store for all live queries)**
+    - What: 
+      • MOH guideline embeddings (~15K vectors, 768-dim) — live index for active consult RAG queries (NFR-18, NFR-12). 
+      Generated by EmbeddingGemma (768-dim), NOT BERT. BERT is reserved for drift monitoring and RAG-Referee classification.
+
+      • Session consult embeddings (GemmaE2B dialogue turns linked to session_hash)
+
+      • Finalized case embeddings (joined to EMR case_id in same transaction — NFR-19 HITL finalization writes both report and embedding atomically)
+
+      • Historical guideline version embeddings (prior MOH versions retained for audit, not current-query use)
+
+      • Drift-detection training embeddings (baseline corpus for BERT drift comparison — BERT 768-dim, separate from pgvector RAG store; stored in dedicated drift_embeddings table, not in the live HNSW query path)
+
+    - When: ALL live queries — real-time RAG during consult (NFR-18) AND non-real-time batch analytics, audit review, longitudinal research, drift detection.
+    - Why pgvector for real-time RAG: At ~15K vectors with HNSW index, pgvector query latency is ~5–20ms on the Postgres warm buffer set. The entire active guideline index fits in Postgres shared_buffers (set to 4GB on the DB VM). This is within NFR-7's ≤200ms TTFT budget with room to spare. Adding a separate Qdrant process for this dataset size is operational overhead without measurable latency benefit.
+    - Why pgvector for warm/analytical: You already run Postgres. Adding vector search is one migration, not a new service. The dataset scales to millions of vectors before HNSW degrades meaningfully. Transactional consistency with clinical records eliminates sync bugs — case embedding and EMR record are written in the same WAL, same backup, same recovery. Complex SQL filtering (WHERE joint_site = 'left_knee' AND grade = 2 AND session_date > '2025-01-01') is expressible in one query. Zero additional operational overhead.
+    - Why NOT Qdrant at PoC scale: Qdrant's in-memory ANN advantage appears at millions of vectors or high QPS loads. At 15K vectors and <100 queries/minute (realistic for a single-hospital PoC with ~20 concurrent radiologists), pgvector HNSW in shared_buffers is indistinguishable in latency. Qdrant adds a container, a separate backup strategy, a separate gRPC endpoint, and a separate monitoring target — none of which earn their cost at this scale.
+    - Phase 2 migration path: If the guideline corpus grows beyond ~100K vectors OR concurrent query volume exceeds ~500 QPS, introduce Qdrant as Tier 1 hot cache, promoted from pgvector on a scheduled basis. pgvector remains the authoritative warm store. This is an additive migration — no data model changes.
+    - Placement: Existing Postgres VM. NFR-16 compliant. Already deployed.
+
+  **Tier 2 — COLD: S3 Vectors (AWS, archival + bootstrap source)**
+    - What:
+      • All historical guideline version embeddings (every MOH update, retained indefinitely for longitudinal audit)
+
+      • Billion-scale case embedding archive (long-term research corpus, written weekly in batch)
+
+      • Cross-facility replication source (single source of truth for guideline index across all hospital sites)
+      
+      • Training corpus snapshots for next model iteration
+    - When: Disaster recovery bootstrap (rebuilds pgvector Qdrant-promotion cache from S3 Vectors snapshot), research analysis (bulk similarity search across years of cases), cross-site aggregation. NOT real-time consult queries.
+    - Why S3 Vectors: Sub-second latency for infrequent queries is acceptable for archival workloads. 11 9's durability exceeds any local disk or MinIO backup. Serverless — no infrastructure to manage at VKIST central. The 90% cost reduction vs specialized vector DBs matters at billion-vector scale.
+    - NFR-16 compliance: Tier 2 is accessed ONLY under NFR-16a governance. Batch jobs and DR bootstrap events are committed to the on-prem audit log before the S3 Vectors API call.
+
+  **Data Lifecycle Between Tiers**:
+    - Ingress: New embeddings are written to pgvector (Tier 1, immediate query availability) AND S3 Vectors (Tier 2, archival) at creation time — a single FastAPI handler fans out writes.
+    - Qdrant promotion (Phase 2 only): A scheduled job reads hot guideline vectors from pgvector and promotes to Qdrant when corpus size or QPS thresholds are crossed. Not active in PoC.
+    - Demotion: Weekly batch job removes session embeddings from pgvector's hot HNSW index (they are retained in a separate pgvector table for archival within Postgres, not deleted). S3 Vectors receives the full weekly batch.
+    - Disaster recovery (Qdrant loss — Phase 2): Admin triggers reload from S3 Vectors snapshot → rebuilds Qdrant index. In PoC: if Postgres is lost, restore from WAL + S3 Vectors snapshot of guideline embeddings.
+    - Guideline update: New MOH version → embeddings written to pgvector (new HNSW index version, old index retained), S3 Vectors (archived as `guideline_v2025.06`). Postgres NOTIFY invalidates Redis guideline cache.
+- **Pattern**: LLM Hallucination Arbiter (Cloud Correction Tier)
+  - **Source**: UC-74821 (BERT Drift Monitor triggers arbiter escalation); NFR-16a (governed cloud fallback)
+  - **Application**: When the BERT drift monitor (UC-74821) detects semantic impasse, logical contradiction, or contextual hallucination during the Socratic dialogue between UP5 and the on-prem GemmaE2B, the system escalates the dialogue transcript to a cloud-hosted LLM arbiter (GemmaE2B on GCP Vertex AI, NFR-16a governed). The cloud arbiter acts as an unbiased independent corrector: it reviews the local model's statements against the retrieved MOH guideline chunks (from pgvector via RAG), corrects factual errors, resolves contradictions, and issues a grounded, cited response. This prevents the radiologist from accepting a locally-generated hallucination when the on-prem drift monitor flags risk. Invocation conditions: (1) BERT drift score exceeds threshold, OR (2) radiologist explicitly requests "second opinion" during consult. All cloud arbiter calls: require prior audit-log commit + user consent + Decree 13 redaction, identical to NFR-16a Tier 3a inference path.
+
+- **Pattern**: Citation Contestant Validation (RAG-Referee Extended)
+  - **Source**: NFR-18 (MOH Guideline-Anchored RAG), NFR-10 (Generative Safety Guardrails)
+  - **Application**: RAG-Referee is a BERT-based text classifier that performs multi-dimensional validation of every LLM-generated explanation before it reaches the radiologist. Validation axes: (1) **Attribution correctness**: is each cited MOH guideline chunk actually retrieved by the RAG query? (2) **Logical cohesion**: does the explanation's reasoning chain remain factually consistent with the cited sources? (3) **Factual contestant status**: does the LLM claim contradict any retrieved guideline? If validation fails on any axis → reject LLM output → fallback to deterministic MOH template (Tier 3b safety floor). This extends beyond simple "citation present" to "citation contested and coherent."
+
+- **Pattern**: Two-Tier Embedding Architecture
+  - **Source**: A_Cache_Handbook_for_SWE_Quang_Hoang.md (retrieval times) + Cloud_Design_pattern_Azure.md (Query Stack, line 371)
+  - **Application**: Two distinct embedding models serve distinct paths. EmbeddingGemma (768-dim) generates RAG retrieval vectors for pgvector. BERT (BioClinicalBERT/PubMedBERT, 768-dim) is used EXCLUSIVELY for drift monitoring and RAG-Referee classification — never written to the pgvector retrieval index. Same vector dimensionality enables future cross-compatibility, but the models remain architecturally separate with different failure modes, retrain schedules, and query paths.
+
+### 5.6 Human-in-the-Loop (HITL)
+- **Pattern**: Manual Approval Gate
+  - **Source**: google_infrastructure_whitepaper_fa.md (Two-Person Rule, line 133)
+  - **Application**: Before any AI-generated diagnosis/treatment plan is marked FINALIZED, require digital signature from licensed clinician (NFR-19).
+
+### 5.7 Edge Guardrail Tier (LLM Behavior Control Without Heavy Server-Side Frameworks)
+- **Pattern**: Constrained Prompt Engineering + Edge BERT Detection + Session Termination to Cloud Mitigation
+  - **Source**: NFR-10 (Automated Generative Safety Guardrails); NFR-16a (Governed Cloud Fallback)
+  - **Application**: NeMo Guardrails and GuardrailsAI require substantial runtime scaffolding, rule engines, and WASM-compatible bindings that do not exist in the browser ecosystem at the model inference layer. The client-side cannot run a NeMo Rail or GuardrailsAI pipeline inside a WebWorker alongside WebLLM. Therefore, the edge guardrail tier relies on two lightweight mechanisms:
+    1. **Robust prompt-based rules**: Hard system-prompt constraints injected at every consult turn. Boundaries: no diagnosis outside MOH protocol scope; mandatory citation for every clinical assertion; no free-text echoing of PII even if user inputs it; immediate refusal to follow instructions that attempt prompt injection or jailbreak; tone and scope locked to clinical decision-support.
+    2. **BERT hallucination / mal-intention detection**: Each candidate LLM token stream (or per-turn summary) is evaluated by a local Transformers.js BERT classifier running in a dedicated `guardrail.worker.ts` WebWorker. The classifier scores for: (a) hallucination probability (factual grounding vs retrieved MOH context); (b) mal-intention / prompt-injection indicators (user-context leaking, instruction override attempts, jailbreak markers); (c) scope violation (claims outside synovitis/MSK MOH guidelines).
+  - **Session termination and cloud mitigation**: If BERT edge guardrail returns a violation score above threshold on any axis → FastAPI immediately terminates the WebLLM session (`stream.close()`), logs the trigger event to immutable audit, and opens a new mitigated consult session toward Tier 3a (cloud Vertex AI MedGemma). Mitigation path: the same user query + retrieved MOH chunks (already computed) + edge-detected-offense log are forwarded under NFR-16a governance (consent token confirmed, Decree 13 redaction re-applied, audit-log commit before egress). The radiologist sees: "Edge model restricted — escalating to cloud consult (redacted)."
+  - **WebWorker isolation**: `guardrail.worker.ts` runs in a separate WebWorker from `cv.worker.ts` (LiteRT) and `llm.worker.ts` (WebLLM). No shared WASM memory between workers. IndexedDB caches artifacts but is never injected into LLM context. Unload order on memory pressure: `llm.worker.ts` → `guardrail.worker.ts` → `cv.worker.ts`.
+  - **Cloud model guardrail**: Cloud Vertex AI MedGemma (Tier 3a/3b) uses natively supported Vertex AI Model Garden safety filters (tuned for healthcare) plus the same server-side FastAPI BERT RAG-Referee gate. No additional client-side framework required.
+
+### 5.8 Edge Data Hygiene: Anonymization, Redaction & Server-Side Ground-Check
+- **Pattern**: Edge-to-Server Redaction Pipeline with Ground-Truth Verification
+  - **Source**: NFR-16a (Decree 13 PII redaction before egress); NFR-15 (Circular 46 EMR compliance)
+  - **Client-side edge redaction** (browser, before any bytes leave the device):
+    - Libraries: `OpenRedaction` (regex + ML-assisted PII detection in Vietnamese/English clinical text), `pii-filter` (fast deterministic replacement), `js-data-anonymizer` (consistent i-agent pseudonymization for cross-session reference integrity).
+    - Scope: patient name, DOB, MRN, address, phone, insurance ID, national ID, facial geometry, DICOM patient metadata fields (PatientName, PatientID, PatientBirthDate, PatientAddress, etc.).
+    - Replacement: Role-hash token [BN:7f3a2c] or type-preserving stub (e.g., `AGE: 45` retained, `NAME: <PATIENT>` replaced). Non-identifying clinical fields (age, sex, joint site, findings, measurement values) preserved for inference utility.
+    - Trigger: every text field, DICOM header, metadata JSON object, and JSON-LD payload before network write.
+  - **Server-side re-verification + refinement** (FastAPI, inside hospital LAN, before Vertex AI egress):
+    - The FastAPI `presidio.redaction` middleware (Microsoft Presidio AnalyzerEngine + AnonymizerEngine) re-verifies the client redaction manifest and **actively refines/continues cleaning** any residual PII that the edge missed.
+    - If Presidio successfully cleans the remaining PII → replace the payload with the refined version and continue to the selected inference tier.
+    - If Presidio cannot fully clean the payload (unstructured residual PII it cannot resolve) → halt the pipeline, return a structured error to the client, and log `redaction_failure` event to the immutable audit log.
+  - **Stable pseudonyms for analytics**: `js-data-anonymizer` generates stable i-agent pseudonyms (same patient → same token within a session and across sessions via `session_hash` binding). This enables longitudinal audit linkage without PHI leakage.
+
+### 5.9 RAG as Essential Pipeline Step (Non-Optional)
+- **Pattern**: Mandatory RAG Pre-Processing for All LLM Consult Paths
+  - **Source**: NFR-18 (100% LLM text cites MOH protocol); NFR-12 (zero-friction explainability)
+  - **Application**: RAG retrieval is NOT an optional tool the LLM may choose to invoke. It is a mandatory pipeline step that executes before any LLM generation, for both edge (browser WebLLM) and cloud (Vertex AI MedGemma) tiers.
+  - **Pipeline order**:
+    1. User query arrives (post-redaction)
+    2. `rag.query()` retrieves top-k MOH guideline chunks from pgvector HNSW
+    3. Retrieved chunks + strict system prompt ("You are a clinical decision-support assistant. Answer ONLY using the provided MOH guidelines. Cite chunk IDs. Do not speculate.") → injected into LLM context
+    4. LLM generates grounded, cited response
+    5. `referee.validate()` (BERT RAG-Referee) checks citation correctness, logical cohesion, factual contestant status
+    6. If any axis fails → reject → fallback to MOH template
+  - **Rationale**: If RAG were merely a tool call, a compromised or under-performing edge LLM could choose to skip retrieval and generate ungrounded text, violating NFR-18. Mandatory RAG pre-processing closes this vector.
+
+### 5.10 Tool-Calling Semantics for Edge and Cloud LLMs
+- **Pattern**: Function-Calling as Convenience Layer Over Mandatory RAG
+  - **Source**: Gemma Functions (Google DeepMind) + Vertex AI Function Calling
+  - **Application**:
+    - **Edge LLM (GemmaE2B via WebLLM)**: Supports Gemma Functions. The RAG retrieval is exposed as a function tool (`retrieve_moh_guidelines(query, top_k)`). HOWEVER, this tool is pre-invoked by the host pipeline per §5.9 before the first LLM token is generated. The function-calling interface is available for subsequent turns of Socratic dialogue where the model may need additional retrieval mid-conversation (e.g., user asks "what about contraindications?" → mid-turn retrieval). The host pipeline enforces the mandatory RAG call on turn 0; subsequent per-turn retrieval is model-initiated via function calling.
+    - **Cloud LLM (MedGemma on Vertex AI)**: Native Vertex AI Function Calling is enabled. Same semantics: server-side FastAPI injects top-k MOH chunks before first generation; model may request further retrieval via function call during multi-turn consult.
+  - **Why not pure tool-calling**: Pure tool-calling delegates the decision to retrieve to the model. NFR-18 requires 100% citation; delegating retrieval to model choice creates a non-zero probability of unsupported generation. Mandatory pre-injection + optional per-turn tool call is the safer contract.
+
+### 5.11 Output Filtering
+- **Pattern**: Multi-Axis Output Gate
+  - **Server-side FastAPI**:
+    - Regex + ladybugDB entity link validation: reject outputs containing unlinked named entities not present in the source context.
+    - BERT RAG-Referee (§5.5 pattern extended): citation contestant validation runs on every LLM output before SSE streaming to PWA.
+    - Refusal pattern detection: if output contains model-generated refusal of form "I cannot answer" without citing a specific MOH section → flag as incomplete grounding, fallback to template.
+  - **Client-side PWA final gate** (before rendering in primary viewport):
+    - PWA JavaScript post-processor strips any residual PII that escaped server-side checks (defense-in-depth).
+    - Citation footnote auto-format: if RAG-Referee returned validated citations, render as superscript links to MOH chunk IDs.
+  - **NFR-10 compliance**: <90% verification score → output is prohibited from display. The Circuit Breaker feeds back to the user: "Unable to provide verified explanation — please consult senior expert."
+
+### 5.12 Logging, Retention & Model Telemetry
+- **Pattern**: Immutable Append-Only Audit + Model Behavior Telemetry
+  - **Audit events** (append-only Postgres table, NFR-17):
+    - `edge_guardrail_violation`: session_hash, violation_axis (hallucination|mal_intention|scope_breach), bert_score, user_query_hash, mitigation_target (cloud|template).
+    - `rag_retrieval_event`: session_hash, query_hash, retrieved_chunk_ids, latency_ms.
+    - `referee_decision`: session_hash, axis_results (attribution|cohesion|contestant), overall_pass, fallback_triggered.
+    - **Audit events for this layer**: `redaction_edge_manifest` (client), `redaction_server_refine` (server-side cleaning pass), `redaction_failure` (server unable to clean → error), `egress_consent` + `egress_redact_manifest` (before cloud call, NFR-16a).
+  - **Retention**: Audit events retained indefinitely (append-only, no UPDATE/DELETE). Raw LLM token streams retained for 90 days in MinIO (compressed, AES-256 at rest) for drift analysis. After 90 days, streams are deleted; only aggregated `referee_decision` and `rag_retrieval_event` summaries remain.
+  - **BERT drift monitor telemetry**: edge BERT classifier score distributions exported to Prometheus; alert if false-positive rate on hallucination detection exceeds 5% or false-negative rate exceeds 0.1% (clinical safety threshold).
+  - **Model weight distribution audit**: every GCP CDN signed-URL fetch event committed to audit log (case_hash, timestamp, consult_mode).
+
+### 5.13 IndexedDB Schema for Guardrail State
+- **Pattern**: Client-Side State Persistence with Manual Invalidation
+  - **Database**: `vkist_msk` (Dexie.js)
+  - **Tables**:
+    - `user_prefs`: existing — language, UI density, contrast.
+    - `guardrail_models`: model artifact cache (WebLLM weights hash, BERT classifier version, manifest timestamps).
+    - `policy_config`: server-pushed guardrail policy (prompt rule version, BERT score thresholds, redaction rule version) — updated on admin change, invalidated by version key.
+    - `audit_tokens`: stable pseudonym tokens generated by `js-data-anonymizer` for cross-session reference (replaces Redis for this data type).
+  - **Not cached in Redis** (consistent with §5.2 design):
+    - Guardrail policy config and model artifacts are client state; invalidated only by explicit admin action or version mismatch. Server-side source of truth for policy version is Postgres `policy_versions` table.
+
+## 6. Trade-Off Analysis
+
+| Criterion          | Choice                                      | Trade-Off Justification                                                                 |
+|--------------------|---------------------------------------------|---------------------------------------------------------------------------------------|
+| **Latency vs. Consistency** | Eventual consistency with read-through cache | Strong consistency would increase latency; cache-aside with short TTL meets NFR-1,5,7 while keeping data fresh enough for clinical use. |
+| **Edge vs. Centralized**    | Hybrid edge for inference, central for analytics | Pure edge lacks resources for complex RAG; pure central violates NFR-5,16. Edge handles real-time inference at edge, heavier analytics centrally. |
+| **SQL vs. NoSQL**           | Polyglot persistence (PostgreSQL + Redis + MinIO) | Relational for transactions and vector search (PostgreSQL + pgvector), caching (Redis), object storage (MinIO). Single DB type cannot optimally serve all needs — but pgvector collapses the vector-store decision into Postgres, avoiding a separate Qdrant service at PoC scale. |
+| **Monolith vs. Microservices** | Microservices with API Gateway           | Increased operational overhead vs. independent scaling, fault isolation, and technology diversity (required for ML vs. web services). |
+| **Public Cloud vs. On-Prem** | On-premise Kubernetes (e.g., Rancher, K3s) for production; GCP Vertex AI permitted only under NFR-16a (PoC emergency fallback, redacted payloads only) | NFR-16 prohibits public cloud in normal operation. NFR-16a creates a governed, time-limited exception for PoC validation: cloud LLM may supplement on-prem tiers only after Decree 13 redaction and explicit user consent. On-premise provides control for production; NFR-16a provides a pragmatic safety net during PoC, with a mandatory retirement trigger upon PoC sign-off. |
+| **Sync vs. Async UI Updates** | Asynchronous token streaming (WebSockets) | Synchronous would block UI; async streaming meets NFR-7 (≤200ms TTFT) and keeps UI responsive. |
+
+## 7. Conclusion
+
+The proposed architecture satisfies all functional and non-functional requirements by combining cloud-native patterns with strict on-premise deployment to meet data sovereignty and air-gap mandates. Key innovations include edge inference for low-latency DICOM processing, immutable audit logs for accountability, RAG for explainable AI, and HITL gatekeeping for clinical safety. The architecture is scalable, maintainable, and aligns with the solution_architect_corpus patterns as detailed above. NFR-16a provides a time-limited, governed bridge for PoC validation only, with a mandatory retirement trigger upon PoC user sign-off — restoring NFR-16 as the permanent production constraint.
+
+
+## 8. Architecture Diagrams
+
+### 8.1 Context Diagram (C4) - Sprint 1-2 Scope (FR-25 Synovitis Grading)
+```plantuml
+@startuml
+!include <C4/C4_Context>
+
+title System Context Diagram - VKIST MSK Platform (Sprint 1-2)
+' Sprint 1-2 scope: FR-25 Synovitis Grading + Multi-Modal NLP Integration
+' Active Users: UP5, UP6 | Governance: UP1, UP4 | Future: UP7, UP8
+
+' === ACTORS IN SPRINT SCOPE ===
+Person(radiologist, "Diagnostic Radiologist (UP5)", "FR-25: loads knee ultrasound, reviews AI grading (synovitis 0-3), confirms/overrides grade, finalizes & signs report, views GradCAM explanations, triggers circuit breaker, reviews RAG evidence")
+
+' === GOVERNANCE / NFR ALIGNMENT (not in FR scope) ===
+Person_Ext(senior_expert, "Healthcare Senior Expert (UP1)", "NFR alignment: clinical validator, protocol governance, model threshold approval")
+Person_Ext(support_staff, "Support Staff (UP4)", "NFR alignment: patient registration, queue management")
+
+' === FUTURE SPRINTS (not in current scope) ===
+Person_Ext(therapist, "Physical Therapist (UP6)", "Future sprint: prescription scanning, 3D joint guides, kinetic overlays")
+Person_Ext(ortho_surgeon, "Orthopedic Surgeon & Rheumatologist (UP7)", "Future sprint: treatment planning, aggregated dashboard")
+Person_Ext(patient_caregiver, "Patient & Family Caregiver (UP8)", "Future sprint: patient portal, self-monitoring, reminders")
+
+Person(admin, "System Administrator", "Manages on-premise K3s deployment, model updates, observability dashboards, NGINX failover")
+
+' === SYSTEM ===
+System(mpps, "VKIST MSK Processing System (FR-25)", "Sprint 1-2 scope:\n- Knee ultrasound AI analysis (angle → inflammation → segmentation)\n- Synovitis grading 0-3 with GradCAM explanations\n- Clinical safety: Conversational Circuit Breaker, BERT drift monitor, RAG-Referee\n- PDF report generation (Circular 46)\n- NLP: Decree 13 PII scrubbing, ladybugDB ontology, GemmaE2B/MedGemma explanations")
+
+' === EXTERNAL SYSTEMS IN SCOPE ===
+System_Ext(pacs, "Hospital PACS / Ultrasound Machine", "Source of DICOM images (C-MOVE + direct device capture)")
+System_Ext(emr, "Hospital EMR/HIS", "Finalized report storage, prescription & lab sync (HL7/FHIR)")
+System_Ext(triton, "Triton Inference Server", "GPU node: 3-step ML pipeline (angle → inflammation → segmentation) + embedding extraction")
+System_Ext(knowledge, "Clinical Knowledge Systems", "ladybugDB (SNOMED-CT/LOINC graph), pgvector (MOH guideline vectors in Postgres HNSW), EmbeddingGemma (768-dim RAG embeddings), GemmaE2B/MedGemma (Vietnamese + clinical LLM: browser WebLLM local OR cloud Vertex AI)")
+
+' === RELATIONSHIPS ===
+Rel(radiologist, mpps, "Loads scan, reviews AI grading, confirms/overrides grade, finalizes report, views explanations, engages circuit breaker dialog", "HTTPS")
+Rel(admin, mpps, "Deploys, monitors, updates models", "HTTPS/SSH")
+
+Rel(senior_expert, mpps, "Validates clinical protocols, approves model thresholds", "HTTPS (Remote Governance)")
+Rel(support_staff, mpps, "Patient registration, case queue management", "HTTPS")
+
+Rel(therapist, mpps, "Not in Sprint 1-2 scope — future FRs", "—")
+Rel(ortho_surgeon, mpps, "Not in Sprint 1-2 scope — future FRs", "—")
+Rel(patient_caregiver, mpps, "Not in Sprint 1-2 scope — future FRs", "—")
+
+Rel(mpps, pacs, "Retrieves/imports DICOM images", "DICOM/C-MOVE + direct upload")
+Rel(mpps, emr, "Finalized reports, audit logs, ground-truth records", "HL7/FHIR")
+Rel(mpps, triton, "ML inference offload", "gRPC (Port 8001)")
+Rel(mpps, knowledge, "RAG queries, ontology traversal, LLM generation", "SQL (pgvector) + in-process C++")
+
+note right of mpps
+  **Sprint 1-2 Scope Boundary:**
+  • FR-25: Synovitis Grading (UC-48376 → UC-47988 → UC-92006)
+  • NLP: Decree 13 scrubbing, GemmaE2B/MedGemma explanations
+  • Safety: Circuit Breaker, BERT drift, RAG-Referee
+  • Audit: High-Trust Concur, Ground-Truth Commit
+  • Reporting: Circular 46 PDF export
+
+  **Excluded (Future Sprints):**
+  • UP6: Prescription parser, kinetic overlay, 3D mapping
+  • UP7: Treatment planning, aggregated dashboards
+  • UP8: Patient portal, self-monitoring, reminders
+end note
+
+@enduml
+```
+
+### 8.2 Container Diagram (C4) - Sprint 1-2 Implementation
+```plantuml
+@startuml "VKIST_MSK_System_Architecture_Containers_Sprint1_2"
+!include <C4/C4_Container>
+
+title C4 Container Diagram - VKIST MSK Platform (Sprint 1-2)
+
+Person(radiologist, "Image Radiologist (UP5)", "Performs primary diagnosis, view validation, and severity grading.")
+Person(therapist, "Physical Therapist (UP6)", "Observes scans, evaluates kinetic data, and structures physical rehabilitation plans.")
+
+System_Boundary(hospital_lan, "Air-Gapped Hospital LAN Boundary (Max 10 Mbps)") {
+    
+    Container(pwa, "React PWA Frontend Client", "React, TS, Zustand, LiteRT, MediaPipe", "Provides interactive visualization, runs local WebAssembly LiteRT/MediaPipe models for view-angle validation, and encrypts data.")
+    
+    ContainerDb(indexeddb, "Local Browser Storage (IndexedDB)", "Dexie.js Sandbox", "Caches encrypted patient sessions, DICOM images, and compiled annotation layers locally to avoid redundant LAN fetches.")
+    
+    Container(nginx, "Active-Passive Gateway (NGINX + Keepalived)", "Reverse Proxy", "Provides single Virtual IP (VIP) load balancing, SSL/TLS termination, and instant failover (<=2s switch).")
+    
+    System_Boundary(backend_servers, "Application Server Cluster") {
+        
+        Container(fastapi, "FastAPI Application Server", "Python, Uvicorn, SQLAlchemy", "Orchestrates API routers, role checks, and Socratic circuit-breaker state evaluations.")
+        
+        System_Boundary(modal_iac, "Modal Infra-as-Code") {
+            Container(triton, "Triton Inference Server", "NVIDIA Triton, ONNX, OpenVINO, TensorRT (deployed via Modal with FastAPI proxy)", "Executes heavy 3-step ML pipeline (detection, UNet3+ segmentation, scoring) and runs embedding extraction.")
+        }
+        
+        System_Boundary(observability, "Observability Stack (Prometheus + Grafana)") {
+            Container(prometheus, "Prometheus Metrics Store", "Prometheus", "Scrapes server, API, and inference metrics; stores time-series performance statistics for dashboards and alerting.")
+            Container(grafana, "Grafana Dashboard", "Grafana", "Displays local dashboards for request latency, Triton VRAM/GPU utilization, inference latency, cache hit rate, and server uptime.")
+        }
+        
+        System_Boundary(info_stack, "Transactional Information Stack") {
+            ContainerDb(postgres, "Central EMR Database (PostgreSQL + PostGIS)", "PostgreSQL Core", "Stores spatial anatomical markers, structured EMR histories, user profiles, S3 object keys, checksums, and the immutable audit ledger.")
+            Container(s3, "Clinical Image Object Store (MinIO S3-compatible)", "MinIO", "Persists raw DICOM-derived image payloads, inference inputs, segmentation overlays, Grad-CAM heatmaps, and finalized report blobs.")
+            ContainerDb(redis, "In-Memory Cache", "Redis (Localhost Cluster)", "Manages shared session variables, real-time JWT token state, and connection rate parameters.")
+        }
+        
+        System_Boundary(knowledge_stack, "Clinical Knowledge Stack (GraphRAG)") {
+            ContainerDb(ladybugDB, "Ontology Graph Database (ladybugDB)", "C++ Embedded DB", "Stores structured relationship links, anatomical entities, and treatment pathways (Embedded inside FastAPI).")
+        }
+    }
+}
+
+Rel(radiologist, pwa, "Interacts with MSK workspace, views overlays, and saves grades")
+Rel(therapist, pwa, "Views scan results, annotates clinical feedback, and records rehabilitation plans")
+
+Rel(pwa, indexeddb, "Reads/Writes cached and encrypted local files (Dexie.js)", "Local I/O")
+Rel(pwa, nginx, "Sends HTTP requests and pre-validated coordinate arrays over SSL", "HTTPS (Port 443)")
+
+Rel(nginx, fastapi, "Routes API requests & routes stream paths to active server node", "HTTP/1.1 (Port 8000)")
+Rel(fastapi, redis, "Verifies session state and retrieves connection tokens", "TCP (Port 6379)")
+Rel(fastapi, postgres, "Inserts metadata, object keys, checksums, and queries relational/spatial schemas; dense semantic vector lookups for guidelines text (pgvector HNSW)", "SQL/TCP (Port 5432)")
+Rel(fastapi, s3, "Reads/writes image and report blobs", "S3 API (Private Bucket)")
+
+Rel(prometheus, nginx, "Scrapes gateway health and upstream timing metrics", "HTTP /metrics (Port 9113)")
+Rel(prometheus, fastapi, "Scrapes request latency, SSE throughput, error rate, and DB pool metrics", "HTTP /metrics (Port 8000)")
+Rel(prometheus, triton, "Scrapes model latency, GPU utilization, VRAM, and batching metrics", "HTTP /metrics (Port 8002)")
+Rel(grafana, prometheus, "Queries metrics for operational dashboards", "HTTP (Port 9090)")
+
+Rel(fastapi, triton, "Offloads heavy tasks & embeds retrieval vectors", "gRPC (Port 8001)")
+Rel(fastapi, ladybugDB, "Queries clinical guidelines ontology and entity relationships", "In-Process C++ Bindings")
+
+@enduml
+```
+
+### 8.3 Component Diagram (C4) - Edge Inference Service Internals
+```plantuml
+!define https://raw.githubusercontent.com/plantuml-stdlib/C4-PlantUML/master
+!includeurl /C4_Component.puml
+
+Container_Boundary(boundary, "Edge Inference Service") {
+    Container(edge_inference, "Edge Inference Service", "FastAPI (Python)", "Handles image upload, runs ML models")
+    Component(api_controller, "API Controller", "Python/FastAPI", "REST endpoint /api/analyze")
+    Component(preprocessor, "Image Preprocessor", "Python/OpenCV", "CLAHE, resizing, normalization")
+    Component(angle_model, "Angle Classification Model", "PyTorch (ConvNeXt/DenseNet/etc.)", "Predicts imaging plane")
+    Component(inflammation_model, "Inflammation Detection Model", "PyTorch (EfficientNet-B0)", "Binary inflammation presence")
+    Component(segmentation_model, "Segmentation Model", "PyTorch (UNet/DeepLabV3)", "Pixel-wise mask for anatomical structures")
+    Component(measurement_engine, "Measurement Engine", "Python/NumPy", "Calculates synovium thickness in mm and effusion metrics")
+    Component(severity_analyzer, "Severity Analyzer", "Python", "Determines synovitis level (0-3) and generates explanation")
+    Component(report_generator, "Report Generator", "Python", "Builds final JSON response, optional PDF")
+}
+
+Rel(api_controller, preprocessor, "Calls", "Sync")
+Rel(preprocessor, angle_model, "Calls", "Sync")
+Rel(angle_model, api_controller, "Returns angle class & confidence", "Sync")
+Rel(api_controller, inflammation_model, "Calls (if needed)", "Sync")
+Rel(inflammation_model, api_controller, "Returns inflammation flag & confidence", "Sync")
+Rel(api_controller, segmentation_model, "Calls (if inflammation)", "Sync")
+Rel(segmentation_model, api_controller, "Returns segmentation masks", "Sync")
+Rel(api_controller, measurement_engine, "Calls", "Sync")
+Rel(measurement_engine, api_controller, "Returns thickness & bbox", "Sync")
+Rel(api_controller, severity_analyzer, "Calls", "Sync")
+Rel(severity_analyzer, api_controller, "Returns severity level, description, color", "Sync")
+Rel(api_controller, report_generator, "Calls", "Sync")
+Rel(report_generator, api_controller, "Returns final JSON (with optional PDF bytes)", "Sync")
+
+@enduml
+```
+
+### 8.4 Deployment Diagram (C4 Deployment View)
+```plantuml
+!define https://raw.githubusercontent.com/plantuml-stdlib/C4-PlantUML/master
+!includeurl /C4_Deployment.puml
+
+Deployment_Node(hw_node, "Hospital On-Premise Hardware (e.g., Dell PowerEdge)") {
+    Deployment_Node(k8s_cluster, "Kubernetes Cluster (K3s)") {
+        Deployment_Node(pod_inference, "Pod: edge-inference-svc") {
+            Container(container_inf, "edge-inference-svc", "FastAPI container")
+        }
+        Deployment_Node(pod_rag, "Pod: rag-svc") {
+            Container(container_rag, "rag-svc", "FastAPI container")
+        }
+        Deployment_Node(pod_audit, "Pod: audit-svc") {
+            Container(container_audit, "audit-svc", "Node.js container")
+        }
+        Deployment_Node(pod_api_gw, "Pod: api-gateway") {
+            Container(container_gw, "envoy", "Envoy proxy")
+        }
+        Deployment_Node(pod_auth, "Pod: auth-svc") {
+            Container(container_auth, "keycloak", "Keycloak container")
+        }
+        Deployment_Node(pod_obs, "Pod: observability") {
+            Container(container_prom, "prometheus", "Prometheus server")
+            Container(container_graf, "grafana", "Grafana UI")
+            Container(container_elk, "elk", "Elasticsearch, Logstash, Kibana")
+        }
+    }
+    Deployment_Node(vm_db, "Database VM") {
+        ContainerDb(db_primary, "PostgreSQL + pgvector", "Primary DB + Vector (HNSW)", "Stores spatial anatomical markers, structured EMR histories, user profiles, S3 object keys, checksums, immutable audit ledger, and pgvector HNSW index for MOH guideline embeddings and case embeddings.")
+        ContainerDb(cache, "Redis", "Cache")
+        ContainerDb(object_store, "MinIO", "Object storage")
+    }
+    Deployment_Node(aws_cloud, "AWS Cloud (ap-southeast-1, NFR-16a only)") {
+        ContainerDb(s3_vectors, "S3 Vectors", "AWS Vector Bucket", "Cold archival storage for historical guideline versions and billion-scale case embedding archive. Disaster recovery bootstrap source. Accessed under NFR-16a governance with audit logging.")
+    }
+}
+
+Rel(db_primary, cache, "Replication", "TCP")
+Rel(db_primary, object_store, "Backup", "TCP")
+Rel(k8s_cluster, vm_db, "Accesses (SQL)", "TCP")
+Rel(k8s_cluster, aws_cloud, "Batch archival + DR bootstrap (NFR-16a)", "HTTPS (via AWS SDK)")
+Rel(hw_node, k8s_cluster, "Runs on", "Network")
+@enduml
+```
+
+### 8.5 ML Workflow Flowchart
+```plantuml
+@startuml
+title ML Processing Workflow for Knee Ultrasound
+start
+:Upload DICOM image via PWA;
+:Apply CLAHE preprocessing;
+:Run Angle Classification Model;
+if (Angle == post-transverse?) then (yes)
+    :Run Inflammation Detection Model;
+    if (Inflammation detected?) then (yes)
+        :Run Posterior Segmentation Model;
+        :Generate Segmentation Masks;
+        :Measure Synovium Thickness;
+        :Calculate Effusion Metrics;
+        :Analyze Severity (0-3);
+    else (no)
+        :Skip segmentation and measurement;
+        :Set severity = 0;
+    endif
+else (no)
+    :Run Suprapatellar Segmentation Model;
+    :Generate Segmentation Masks;
+    :Measure Hoffa Fat Pad Thickness;
+    :Analyze Severity (0-3);
+endif
+:Retrieve relevant guidelines from pgvector (RAG);
+:Generate explanation with citations;
+:Assemble final JSON response (including overlay images);
+@enduml
+```
+## References
+- [Solution Architect Corpus](./.kilocode/skills/solution_architect/assets/solution_architect_corpus/)
+- [Project FR Database](./proj_level_reading/Requirement_Analysis/FRs_Database/FR-Engineer-DB .csv)
+- [Project NFR Database](./proj_level_reading/Requirement_Analysis/Non_FRS_DB/Non_Functional_(NFR)_List_Result/Non-FR Engineering Result 376f910aea7580c3ae9afed6937701fd_all.csv)
+- [Existing Component Specs](./workspace/sprint_1_2/CODEBASE/*/spec/)
+- [Sprint 1-2 Architecture Spec](./workspace/sprint_1_2/SPRINT_1_2_ARCHITECTURE_SPEC.md) - Sprint-specific context, container, component, and deployment diagrams
\ No newline at end of file
diff --git a/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/Dockerfile b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/Dockerfile
new file mode 100644
index 0000000..260b44a
--- /dev/null
+++ b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/Dockerfile	
@@ -0,0 +1,26 @@
+# Stage 1: Build stage
+FROM python:3.12 AS builder
+
+WORKDIR /app
+
+# Install dependencies into a virtual environment to make copying easy
+RUN python -m venv /opt/venv
+ENV PATH="/opt/venv/bin:$PATH"
+
+COPY requirements.txt .
+RUN pip install --no-cache-dir -r requirements.txt
+
+# Stage 2: Final Runtime stage
+FROM python:3.12-slim
+
+WORKDIR /app
+
+# Copy the pre-compiled Python packages from the builder stage
+COPY --from=builder /opt/venv /opt/venv
+COPY . .
+
+# Ensure the virtual environment is used
+ENV PATH="/opt/venv/bin:$PATH"
+
+EXPOSE 8000
+CMD ["python", "main.py"]
\ No newline at end of file
diff --git a/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/app.py b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/app.py
new file mode 100644
index 0000000..acee5d4
--- /dev/null
+++ b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/app.py	
@@ -0,0 +1,852 @@
+from fastapi import FastAPI, File, UploadFile, HTTPException, Query, Request, Response
+from pydantic import BaseModel
+from fastapi.responses import JSONResponse, FileResponse
+from fastapi.staticfiles import StaticFiles
+from fastapi.middleware.cors import CORSMiddleware
+import os
+import uuid
+import numpy as np
+from PIL import Image, ImageDraw
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+import torchvision.models as models
+from torchvision import transforms
+import uvicorn
+from pathlib import Path
+import cv2
+import io
+import base64
+from datetime import datetime
+import re
+
+# Import custom models
+import sys
+sys.path.append('.')
+from arch.efficientfeedback import EfficientFeedbackNetwork
+from arch.unet3plus_att import UNet3Plus_Attention
+from pdf_service import generate_medical_report
+
+# Configuration
+UPLOAD_FOLDER = 'uploads'
+RESULTS_FOLDER = 'results'
+TEMPLATES_FOLDER = 'templates'
+
+# for folder in [UPLOAD_FOLDER, RESULTS_FOLDER, TEMPLATES_FOLDER]:
+#     os.makedirs(folder, exist_ok=True)
+os.makedirs(TEMPLATES_FOLDER, exist_ok=True)
+
+device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+
+# Classes
+ANGLE_CLASSES = ['med-lat', 'post-trans', 'sup-trans-flex', 'sup-up-long']
+SEGMENT_CLASSES_SUPRAPAT = {0: "background", 1: "effusion", 2: "fat", 3: "fat-pat", 4: "femur", 5: "synovium", 6: "tendon"}
+SEGMENT_CLASSES_POST = {0: "background", 1: "fat", 2: "tendon", 3: "muscle", 4: "femur", 5: "artery", 6: "baker's cyst"}
+
+# Color map for Suprapat
+COLOR_MAP_SUP = {
+    'background': {'color': [0, 0, 0], 'name': 'Nền'},
+    'effusion': {'color': [255, 0, 0], 'name': 'Dịch khớp'},
+    'fat': {'color': [255, 255, 0], 'name': 'Mỡ'},
+    'fat-pat': {'color': [0, 255, 255], 'name': 'Mỡ Hoffa'},
+    'femur': {'color': [0, 255, 0], 'name': 'Xương đùi'},
+    'synovium': {'color': [255, 0, 255], 'name': 'Màng hoạt dịch'},
+    'tendon': {'color': [0, 0, 255], 'name': 'Gân'}
+}
+
+# Color map for Post-trans
+COLOR_MAP_POST = {
+    'background': {'color': [0, 0, 0], 'name': 'Nền'},
+    "baker's cyst": {'color': [255, 0, 0], 'name': "Baker's cyst"},
+    'fat': {'color': [255, 255, 0], 'name': 'Mỡ'},
+    'muscle': {'color': [0, 255, 255], 'name': 'Cơ bắp'},
+    'femur': {'color': [0, 255, 0], 'name': 'Xương đùi'},
+    'synovium': {'color': [255, 0, 255], 'name': 'Màng hoạt dịch'},
+    'tendon': {'color': [0, 0, 255], 'name': 'Gân'}
+}
+
+# Measurement configuration
+DEFAULT_MEASURE_IDS = [1, 5]
+PIXEL_TO_MM = 45.0 / 655.0
+
+app = FastAPI(title="Medical Image Analysis API")
+
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=["*"],
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
+# app.mount("/uploads", StaticFiles(directory=UPLOAD_FOLDER), name="uploads")
+# app.mount("/results", StaticFiles(directory=RESULTS_FOLDER), name="results")
+
+# ============ MODEL LOADING ============
+
+def load_angle_model(model_name):
+    print(f"📄 Loading angle model: {model_name}")
+    
+    if model_name == "convnext":
+        model = models.convnext_tiny(weights=None)
+        model.classifier[2] = nn.Linear(model.classifier[2].in_features, 4)
+        checkpoint = torch.load(f"models/best_convnext_tiny.pth", map_location=device, weights_only=False)
+        checkpoint = {k.replace('model.', ''): v for k, v in checkpoint.items()}
+        model.load_state_dict(checkpoint)
+    elif model_name == "densenet":
+        model = models.densenet121(weights=None)
+        model.classifier = nn.Linear(model.classifier.in_features, 4)
+        checkpoint = torch.load(f"models/best_densenet.pth", map_location=device, weights_only=False)
+        checkpoint = {k.replace('model.', ''): v for k, v in checkpoint.items()}
+        model.load_state_dict(checkpoint)
+    elif model_name == "resnet50":
+        model = models.resnet50(weights=None)
+        model.fc = nn.Linear(model.fc.in_features, 4)
+        checkpoint = torch.load(f"models/best_resnet50.pth", map_location=device, weights_only=False)
+        checkpoint = {k.replace('model.', ''): v for k, v in checkpoint.items()}
+        model.load_state_dict(checkpoint)
+    elif model_name == "efficientnet_b2":
+        model = models.efficientnet_b2(weights=None)
+        model.classifier[1] = nn.Linear(model.classifier[1].in_features, 4)
+        checkpoint = torch.load(f"models/best_efficientnet_b2.pth", map_location=device, weights_only=False)
+        checkpoint = {k.replace('model.', ''): v for k, v in checkpoint.items()}
+        model.load_state_dict(checkpoint)
+    elif model_name == "swin":
+        model = models.swin_v2_s(weights=None)
+        model.head = nn.Linear(model.head.in_features, 4)
+        checkpoint = torch.load(f"models/best_swin_v2_s.pth", map_location=device, weights_only=False)
+        checkpoint = {k.replace('model.', ''): v for k, v in checkpoint.items()}
+        model.load_state_dict(checkpoint)
+    else:
+        raise ValueError(f"Unknown angle model: {model_name}")
+    
+    print(f"✅ Loaded: {model_name}")
+    return model.to(device).eval()
+
+def load_inflammation_model():
+    print("📄 Loading inflammation model")
+    model = models.efficientnet_b0(weights=None)
+    model.classifier[1] = nn.Linear(model.classifier[1].in_features, 2)
+    model.load_state_dict(torch.load("models/efficientnet_b0_ultrasound_2_class.pth", map_location=device, weights_only=False))
+    print("✅ Loaded inflammation model")
+    return model.to(device).eval()
+
+def load_segmentation_model_sup(model_name):
+    print(f"📄 Loading segmentation model SUP: {model_name}")
+    
+    if model_name == "deeplabv3":
+        model = models.segmentation.deeplabv3_resnet50(weights=None)
+        in_ch = model.classifier[-1].in_channels
+        model.classifier = nn.Sequential(
+            model.classifier[0],
+            nn.Dropout(0.3),
+            nn.Conv2d(in_ch, 7, kernel_size=1)
+        )
+        model.load_state_dict(torch.load("models/best_model_Deeplav3.pth", map_location=device, weights_only=False), strict=False)
+    elif model_name == "unet_resnet101":
+        try:
+            from segmentation_models_pytorch import Unet
+            model = Unet(encoder_name="resnet101", encoder_weights=None, classes=7)
+            model.load_state_dict(torch.load("models/unet_resnet101.pth", map_location=device, weights_only=False))
+        except ImportError:
+            raise ValueError("segmentation_models_pytorch not installed")
+    elif model_name == "efficientfeedback":
+        model = EfficientFeedbackNetwork(in_channels=3, num_class=7)
+        model.load_state_dict(torch.load("models/efficientfeedback.pth", map_location=device, weights_only=False))
+    elif model_name == "unet3plus":
+        model = UNet3Plus_Attention(in_channels=3, num_classes=7)
+        model.load_state_dict(torch.load("models/unet3plus_att.pth", map_location=device, weights_only=False))
+    else:
+        raise ValueError(f"Unknown segmentation model: {model_name}")
+    
+    print(f"✅ Loaded SUP: {model_name}")
+    return model.to(device).eval()
+
+def load_segmentation_model_post(model_name):
+    print(f"📄 Loading segmentation model POST: {model_name}")
+    
+    if model_name == "deeplabv3_resnet101":
+        model = models.segmentation.deeplabv3_resnet101(weights=None)
+        in_ch = model.classifier[-1].in_channels
+        model.classifier = nn.Sequential(
+            model.classifier[0],
+            nn.Dropout(0.3),
+            nn.Conv2d(in_ch, 7, kernel_size=1)
+        )
+        model.load_state_dict(torch.load("models/best_model_deeplabv3_resnet101_seed_16.pth", map_location=device, weights_only=False), strict=False)
+    else:
+        raise ValueError(f"Unknown post segmentation model: {model_name}")
+    
+    print(f"✅ Loaded POST: {model_name}")
+    return model.to(device).eval()
+
+# Transforms
+angle_transform = transforms.Compose([
+    transforms.Resize((224, 224)),
+    transforms.ToTensor(),
+    transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])
+])
+
+inflammation_transform = transforms.Compose([
+    transforms.Resize((224, 224)),
+    transforms.ToTensor(),
+    transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])
+])
+
+segmentation_transform = transforms.Compose([
+    transforms.Resize((512, 512)),
+    transforms.ToTensor()
+])
+
+# ============ PREDICTION ============
+
+@torch.no_grad()
+def predict_angle(model, image_pil):
+    img_tensor = angle_transform(image_pil).unsqueeze(0).to(device)
+    output = model(img_tensor)
+    probs = torch.softmax(output, dim=1)
+    pred_class = torch.argmax(probs, dim=1).item()
+    confidence = probs[0][pred_class].item()
+    return ANGLE_CLASSES[pred_class], round(confidence * 100, 2)
+
+@torch.no_grad()
+def predict_inflammation(model, image_pil):
+    img_tensor = inflammation_transform(image_pil).unsqueeze(0).to(device)
+    output = model(img_tensor)
+    probs = torch.softmax(output, dim=1)
+    pred_class = torch.argmax(probs, dim=1).item()
+    confidence = probs[0][pred_class].item()
+    is_inflammation = (pred_class == 1)
+    return is_inflammation, round(confidence * 100, 2)
+
+@torch.no_grad()
+def segment_image(model, image_pil, model_type, angle_type):
+    original_size = image_pil.size
+    img_tensor = segmentation_transform(image_pil).unsqueeze(0).to(device)
+    
+    if model_type.startswith("deeplabv3"):
+        outputs = model(img_tensor)['out']
+    else:
+        outputs = model(img_tensor)
+    
+    upsampled = F.interpolate(outputs, size=original_size[::-1], mode='bilinear', align_corners=False)
+    preds = upsampled.argmax(dim=1)[0].cpu().numpy()
+    
+    if angle_type == 'sup' and model_type in ["unet3plus", "efficientfeedback"]:
+        remap = {0: 0, 1: 2, 2: 6, 3: 1, 4: 4, 5: 5, 6: 3}
+        preds = np.vectorize(remap.get)(preds)
+    
+    class_map = SEGMENT_CLASSES_SUPRAPAT if angle_type == 'sup' else SEGMENT_CLASSES_POST
+    
+    masks = {}
+    for class_id, class_name in class_map.items():
+        mask = (preds == class_id).astype(np.uint8)
+        masks[class_name] = mask
+    
+    return preds, masks
+
+def get_mask_bounding_box(mask, dist_percent=0.01):
+    """
+    Duyệt toàn bộ vùng được mask, loại bỏ nhiễu và trả về khung bao (Bounding Box).
+    Áp dụng quy tắc kết hợp:
+    1. Giữ lại khối có diện tích lớn nhất (vùng trung tâm).
+    2. Giữ lại các khối phụ nếu thỏa mãn một trong hai điều kiện:
+       - Diện tích >= 1/5 diện tích khối lớn nhất.
+       - Khoảng cách tới khối lớn nhất <= dist_percent * chiều rộng ảnh.
+    """
+    if mask is None or np.sum(mask) == 0:
+        return None
+    
+    # 1. Chuyển sang uint8
+    mask_uint8 = mask.astype(np.uint8)
+    if np.max(mask_uint8) == 1:
+        mask_uint8 *= 255
+    
+    # Lấy chiều rộng ảnh để tính ngưỡng khoảng cách theo %
+    img_width = mask_uint8.shape[1]
+    dist_threshold = img_width * dist_percent
+        
+    # 2. Làm sạch mask cơ bản (Morphological Opening)
+    kernel = np.ones((5, 5), np.uint8)
+    clean_mask = cv2.morphologyEx(mask_uint8, cv2.MORPH_OPEN, kernel)
+    
+    # 3. Tìm các đường bao (các khối tách rời)
+    contours, _ = cv2.findContours(clean_mask, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)
+    
+    if not contours:
+        return None
+        
+    # 4. Tính diện tích từng khối và tìm khối lớn nhất
+    contour_info = []
+    for cnt in contours:
+        contour_info.append({'cnt': cnt, 'area': cv2.contourArea(cnt)})
+    
+    # Sắp xếp theo diện tích giảm dần
+    contour_info.sort(key=lambda x: x['area'], reverse=True)
+    main_block = contour_info[0]
+    max_area = main_block['area']
+    
+    if max_area < 50:
+        return None
+
+    # 5. Chuẩn bị để tính khoảng cách (Distance Transform)
+    main_mask = np.zeros_like(mask_uint8)
+    cv2.drawContours(main_mask, [main_block['cnt']], -1, 255, -1)
+    # dist_map chứa khoảng cách từ mỗi điểm tới biên gần nhất của khối chính
+    dist_map = cv2.distanceTransform(255 - main_mask, cv2.DIST_L2, 3)
+    
+    # 6. Lọc các khối
+    significant_contours = [main_block['cnt']]
+    area_threshold = max_area / 4.0
+    
+    for i in range(1, len(contour_info)):
+        other = contour_info[i]
+        
+        # Tạo mask cho khối đang xét để lấy giá trị khoảng cách
+        other_mask = np.zeros_like(mask_uint8)
+        cv2.drawContours(other_mask, [other['cnt']], -1, 255, -1)
+        
+        # Khoảng cách nhỏ nhất từ khối này tới khối chính
+        min_dist = np.min(dist_map[other_mask > 0])
+        
+        # Điều kiện giữ lại: (Diện tích đủ lớn) HOẶC (Ở gần khối chính theo %)
+        if other['area'] >= area_threshold or min_dist <= dist_threshold:
+            significant_contours.append(other['cnt'])
+    
+    # 7. Tính toán bounding box bao quanh tất cả các vùng được chọn
+    all_points = np.concatenate(significant_contours)
+    x, y, w, h = cv2.boundingRect(all_points)
+    
+    return x, y, w, h
+
+def find_max_continuous_segment(col_array):
+    padded = np.concatenate(([0], col_array, [0]))
+    diffs = np.diff(padded)
+    
+    starts = np.where(diffs == 1)[0]
+    ends = np.where(diffs == -1)[0]
+    
+    if len(starts) == 0:
+        return 0, -1, -1
+    
+    lengths = ends - starts
+    max_idx = np.argmax(lengths)
+    max_len = lengths[max_idx]
+    
+    return max_len, starts[max_idx], ends[max_idx]
+
+def measure_thickness_new(masks, image_size, measure_ids=None):
+    if measure_ids is None:
+        measure_ids = DEFAULT_MEASURE_IDS
+    
+    width, height = image_size
+    
+    mask_all_labels = np.zeros((height, width), dtype=np.uint8)
+    mask_measure = np.zeros((height, width), dtype=np.uint8)
+    
+    has_any_label = False
+
+    if 'fat-pat' in masks:
+        class_map = SEGMENT_CLASSES_SUPRAPAT
+    else:
+        class_map = SEGMENT_CLASSES_POST
+
+    for class_id, class_name in class_map.items():
+        if class_name not in masks or class_name == 'background':
+            continue
+        mask = masks[class_name]
+        if np.sum(mask) > 0:
+            has_any_label = True
+            mask_all_labels = np.logical_or(mask_all_labels, mask).astype(np.uint8)
+            
+            if class_id in measure_ids:
+                mask_measure = np.logical_or(mask_measure, mask).astype(np.uint8)
+    
+    if not has_any_label or np.sum(mask_measure) == 0:
+        return None
+    
+    # Đóng khung toàn bộ vùng được mask (xương, màng, dịch, mỡ...)
+    bbox_all = get_mask_bounding_box(mask_all_labels)
+    if bbox_all is None:
+        return None
+        
+    x_all, y_all, w_all, h_all = bbox_all
+    
+    # Từ khung này, xác định vùng quét là 1/3 ở giữa theo chiều ngang
+    roi_start = x_all + (w_all // 3)
+    roi_end = x_all + (2 * w_all // 3)
+    
+    roi_strip = mask_measure[:, roi_start:roi_end]
+    
+    global_max_len_px = 0
+    best_x_rel = 0
+    best_y_start = 0
+    best_y_end = 0
+    
+    for x in range(roi_strip.shape[1]):
+        col = roi_strip[:, x]
+        if not np.any(col):
+            continue
+        
+        length, y_s, y_e = find_max_continuous_segment(col)
+        
+        if length > global_max_len_px:
+            global_max_len_px = length
+            best_x_rel = x
+            best_y_start = y_s
+            best_y_end = y_e
+    
+    if global_max_len_px == 0:
+        return None
+    
+    thickness_mm = global_max_len_px * PIXEL_TO_MM
+    real_x = roi_start + best_x_rel
+    
+    print(f"📏 Measurement: {thickness_mm:.2f}mm ({global_max_len_px}px) at x={real_x}")
+    
+    return {
+        'thickness_px': int(global_max_len_px),
+        'thickness_mm': float(round(thickness_mm, 2)),
+        'x': int(real_x),
+        'y_start': int(best_y_start),
+        'y_end': int(best_y_end),
+        'roi_start': int(roi_start),
+        'roi_end': int(roi_end),
+        'bbox': {'x': int(x_all), 'y': int(y_all), 'w': int(w_all), 'h': int(h_all)}
+    }
+
+def analyze_inflammation_severity(masks, image_size):
+    if not masks:
+        return None
+    
+    width, height = image_size
+    total_pixels = width * height
+    
+    effusion_mask = masks.get('effusion', np.zeros((height, width), dtype=np.uint8))
+    effusion_pixels = int(np.sum(effusion_mask))
+    effusion_ratio = (effusion_pixels / total_pixels) * 100
+    
+    effusion_thickness = 0
+    if effusion_pixels > 0:
+        rows_with_effusion = np.any(effusion_mask > 0, axis=1)
+        if np.any(rows_with_effusion):
+            effusion_thickness = int(np.sum(rows_with_effusion))
+    
+    synovium_mask = masks.get('synovium', np.zeros((height, width), dtype=np.uint8))
+    synovium_pixels = int(np.sum(synovium_mask))
+    synovium_ratio = (synovium_pixels / total_pixels) * 100
+    
+    effusion_score = min(effusion_thickness / height * 100, 100)
+    synovium_score = synovium_ratio
+    combined_score = (effusion_score * 0.6 + synovium_score * 0.4)
+    
+    if combined_score > 15:
+        level, severity, color = 3, "Nặng", "#dc3545"
+        description = f"Dịch khớp dày ({effusion_thickness}px), màng hoạt dịch tăng sinh rõ"
+    elif combined_score >= 8:
+        level, severity, color = 2, "Trung bình", "#fd7e14"
+        description = f"Dịch khớp trung bình ({effusion_thickness}px), màng hoạt dịch tăng sinh vừa"
+    elif combined_score >= 3:
+        level, severity, color = 1, "Nhẹ", "#ffc107"
+        description = f"Dịch khớp mỏng ({effusion_thickness}px), màng hoạt dịch tăng sinh nhẹ"
+    else:
+        level, severity, color = 0, "Rất nhẹ", "#28a745"
+        description = "Lượng dịch và màng hoạt dịch trong giới hạn bình thường"
+    
+    return {
+        'level': int(level),
+        'severity': severity,
+        'color': color,
+        'description': description,
+        'effusion': {'pixels': effusion_pixels, 'ratio': float(round(effusion_ratio, 2)), 'thickness': effusion_thickness},
+        'synovium': {'pixels': synovium_pixels, 'ratio': float(round(synovium_ratio, 2))},
+        'combined_score': float(round(combined_score, 2))
+    }
+
+def create_segmentation_overlay(image_pil, masks, measurement=None, angle_type='sup'):
+    if masks is None:
+        return image_pil
+    
+    color_map = COLOR_MAP_SUP if angle_type == 'sup' else COLOR_MAP_POST
+    
+    img_array = np.array(image_pil)
+    overlay = img_array.copy()
+    
+    for class_name, mask in masks.items():
+        if class_name in color_map and np.sum(mask) > 0:
+            color = color_map[class_name]['color']
+            for i in range(3):
+                overlay[:, :, i] = np.where(mask > 0, 
+                                          (overlay[:, :, i] * 0.6 + color[i] * 0.4).astype(np.uint8), 
+                                          overlay[:, :, i])
+    
+    overlay_pil = Image.fromarray(overlay)
+    draw = ImageDraw.Draw(overlay_pil)
+    
+    for class_name in ['effusion', 'synovium']:
+        mask = masks.get(class_name)
+        if mask is not None and np.sum(mask) > 0:
+            mask_uint8 = (mask * 255).astype(np.uint8)
+            contours, _ = cv2.findContours(mask_uint8, cv2.RETR_EXTERNAL, cv2.CHAIN_APPROX_SIMPLE)
+            
+            for contour in contours:
+                points = contour.reshape(-1, 2).tolist()
+                if len(points) > 2:
+                    points = [(int(p[0]), int(p[1])) for p in points]
+                    draw.line(points + [points[0]], fill=(255, 255, 255), width=3)
+    
+    if measurement and angle_type == 'sup':
+        x = measurement['x']
+        y_start = measurement['y_start']
+        y_end = measurement['y_end']
+        thickness_mm = measurement['thickness_mm']
+        roi_start = measurement['roi_start']
+        roi_end = measurement['roi_end']
+        bbox = measurement['bbox']
+        
+        draw.rectangle(
+            [bbox['x'], bbox['y'], bbox['x'] + bbox['w'], bbox['y'] + bbox['h']],
+            outline=(0, 255, 0), # Chuyển sang xanh lá cho dễ nhìn
+            width=3              # Tăng độ dày khung
+        )
+        
+        h = image_pil.size[1]
+        draw.line([(roi_start, 0), (roi_start, h)], fill=(0, 255, 255), width=2)
+        draw.line([(roi_end, 0), (roi_end, h)], fill=(0, 255, 255), width=2)
+        
+        draw.line([(x, y_start), (x, y_end)], fill=(255, 0, 0), width=4)
+        
+        radius = 4
+        draw.ellipse([x-radius, y_start-radius, x+radius, y_start+radius], 
+                     fill=(0, 255, 0), outline=(255, 255, 255), width=2)
+        draw.ellipse([x-radius, y_end-radius, x+radius, y_end+radius], 
+                     fill=(0, 255, 0), outline=(255, 255, 255), width=2)
+        
+        text = f"{thickness_mm:.2f} mm"
+        
+        try:
+            from PIL import ImageFont
+            font = ImageFont.load_default()
+            bbox_text = draw.textbbox((0, 0), text, font=font)
+            text_w = bbox_text[2] - bbox_text[0]
+            text_h = bbox_text[3] - bbox_text[1]
+        except:
+            text_w, text_h = 100, 20
+        
+        text_x = x + 8
+        text_y = y_start - text_h - 8
+        
+        draw.rectangle(
+            [text_x - 2, text_y - 2, text_x + text_w + 2, text_y + text_h + 2],
+            fill=(0, 0, 0)
+        )
+        draw.text((text_x, text_y), text, fill=(255, 0, 0))
+    
+    return overlay_pil
+
+def apply_clahe(image_pil):
+    """Áp dụng thuật toán CLAHE để tăng độ tương phản. Phục vụ cả hiển thị và làm đầu vào AI."""
+    # Chuyển từ PIL sang OpenCV (numpy array)
+    img_array = np.array(image_pil)
+    # Chuyển sang thang độ xám (Gray) để xử lý CLAHE
+    gray = cv2.cvtColor(img_array, cv2.COLOR_RGB2GRAY)
+    
+    # Tạo đối tượng CLAHE
+    clahe = cv2.createCLAHE(clipLimit=2.0, tileGridSize=(8,8))
+    enhanced_gray = clahe.apply(gray)
+    
+    # Chuyển ngược lại sang RGB (3 kênh) để tương thích với các models
+    enhanced_rgb = cv2.cvtColor(enhanced_gray, cv2.COLOR_GRAY2RGB)
+    return Image.fromarray(enhanced_rgb)
+
+# Mount thư mục static (CSS, JS)
+app.mount("/css", StaticFiles(directory="templates/css"), name="css")
+app.mount("/js", StaticFiles(directory="templates/js"), name="js")
+
+@app.get("/")
+async def read_index():
+    html_file = Path(TEMPLATES_FOLDER) / "index.html"
+    if html_file.exists():
+        return FileResponse(html_file)
+    return JSONResponse({"error": "Template not found"})
+
+@app.post("/api/analyze")
+async def analyze_image(
+    image: UploadFile = File(...),
+    angle_model: str = Query("convnext"),
+    inflammation_model: str = Query("efficientnet_b0"),
+    segment_model_sup: str = Query("deeplabv3"),
+    segment_model_post: str = Query("deeplabv3_resnet101")
+):
+    try:
+        print(f"\n{'='*60}")
+        print(f"📊 NEW REQUEST")
+        print(f"Models: angle={angle_model}, inflam={inflammation_model}")
+        print(f"        seg_sup={segment_model_sup}, seg_post={segment_model_post}")
+        print(f"{'='*60}")
+        
+        contents = await image.read()
+        image_pil = Image.open(io.BytesIO(contents)).convert('RGB')
+        
+        # Tạo ảnh tăng cường độ tương phản (Enhanced) cho mục đích hiển thị
+        enhanced_pil = apply_clahe(image_pil)
+        buffered_en = io.BytesIO()
+        enhanced_pil.save(buffered_en, format="PNG")
+        enhanced_str = base64.b64encode(buffered_en.getvalue()).decode()
+        
+        result = {
+            'success': True,
+            'filename': image.filename,
+            'images': {
+                'enhanced': f"data:image/png;base64,{enhanced_str}"
+            },
+            'models_used': {
+                'angle': angle_model,
+                'inflammation': inflammation_model,
+                'segmentation_sup': segment_model_sup,
+                'segmentation_post': segment_model_post
+            }
+        }
+        
+        angle_clf = load_angle_model(angle_model)
+        angle, angle_conf = predict_angle(angle_clf, image_pil)
+        result['angle'] = {'class': angle, 'confidence': angle_conf}
+        print(f"✅ Angle: {angle} ({angle_conf}%)")
+        
+        if 'post-trans' in angle.lower():
+            print(f"🔍 POST-TRANS pipeline")
+            
+            inflam_model = load_inflammation_model()
+            has_inflammation, inflam_conf = predict_inflammation(inflam_model, image_pil)
+            result['inflammation'] = {'detected': has_inflammation, 'confidence': inflam_conf}
+            print(f"✅ Inflammation: {has_inflammation} ({inflam_conf}%)")
+            
+            if has_inflammation:
+                seg_model = load_segmentation_model_post(segment_model_post)
+                preds, masks = segment_image(seg_model, image_pil, segment_model_post, 'post')
+                
+                if masks:
+                    segmented_img = create_segmentation_overlay(image_pil, masks, None, 'post')
+                    # Convert to base64
+                    buffered = io.BytesIO()
+                    segmented_img.save(buffered, format="PNG")
+                    img_str = base64.b64encode(buffered.getvalue()).decode()
+
+                    result['images']['segmented'] = f"data:image/png;base64,{img_str}"
+                    
+                    detected_classes = [k for k, v in masks.items() if np.sum(v) > 0]
+                    color_legend = []
+                    for class_name in detected_classes:
+                        if class_name in COLOR_MAP_POST:
+                            color_legend.append({
+                                'name': COLOR_MAP_POST[class_name]['name'],
+                                'color': COLOR_MAP_POST[class_name]['color'],
+                                'key': class_name
+                            })
+                    
+                    result['segmentation'] = {
+                        'performed': True,
+                        'classes_detected': detected_classes,
+                        'color_legend': color_legend,
+                        'angle_type': 'post'
+                    }
+                    
+                    print(f"✅ Segmentation POST completed")
+            else:
+                print(f"ℹ️ No inflammation detected - skipping segmentation POST")
+        
+        elif 'sup-up-long' in angle.lower():
+            print(f"🔍 SUPRAPAT pipeline")
+            
+            inflam_model = load_inflammation_model()
+            has_inflammation, inflam_conf = predict_inflammation(inflam_model, image_pil)
+            result['inflammation'] = {'detected': has_inflammation, 'confidence': inflam_conf}
+            print(f"✅ Inflammation: {has_inflammation} ({inflam_conf}%)")
+            
+            if has_inflammation:
+                seg_model = load_segmentation_model_sup(segment_model_sup)
+                preds, masks = segment_image(seg_model, image_pil, segment_model_sup, 'sup')
+                
+                if masks:
+                    measurement = measure_thickness_new(masks, image_pil.size)
+                    
+                    segmented_img = create_segmentation_overlay(image_pil, masks, measurement, 'sup')
+                    # Convert to base64
+                    buffered = io.BytesIO()
+                    segmented_img.save(buffered, format="PNG")
+                    img_str = base64.b64encode(buffered.getvalue()).decode()
+
+                    result['images']['segmented'] = f"data:image/png;base64,{img_str}"
+                    
+                    if measurement:
+                        result['measurement'] = {
+                            'thickness_mm': measurement['thickness_mm'],
+                            'thickness_px': measurement['thickness_px'],
+                            'location_x': measurement['x'],
+                            'y_start': measurement['y_start'],
+                            'y_end': measurement['y_end']
+                        }
+                        print(f"✅ Measurement: {measurement['thickness_mm']:.2f}mm at x={measurement['x']}")
+                    
+                    detected_classes = [k for k, v in masks.items() if np.sum(v) > 0]
+                    color_legend = []
+                    for class_name in detected_classes:
+                        if class_name in COLOR_MAP_SUP:
+                            color_legend.append({
+                                'name': COLOR_MAP_SUP[class_name]['name'],
+                                'color': COLOR_MAP_SUP[class_name]['color'],
+                                'key': class_name
+                            })
+                    
+                    result['segmentation'] = {
+                        'performed': True,
+                        'classes_detected': detected_classes,
+                        'color_legend': color_legend,
+                        'angle_type': 'sup'
+                    }
+                    
+                    severity = analyze_inflammation_severity(masks, image_pil.size)
+                    if severity:
+                        result['severity'] = severity
+                        print(f"✅ Severity: {severity['severity']}")
+                    
+                    print(f"✅ Segmentation SUP completed")
+            else:
+                print(f"ℹ️ No inflammation detected - skipping segmentation SUP")
+        
+        else:
+            print(f"ℹ️ Other angle - only angle classification")
+        
+        print(f"{'='*60}\n")
+        return JSONResponse(result)
+        
+    except Exception as e:
+        import traceback
+        print(f"❌ Error: {e}")
+        print(traceback.format_exc())
+        raise HTTPException(status_code=500, detail=str(e))
+
+@app.get("/api/health")
+async def health_check():
+    return JSONResponse({'status': 'healthy'})
+
+def sanitize_name(name):
+    # Loại bỏ ký tự không hợp lệ cho folder trên Windows
+    if not name: return "unknown"
+    # Thay thế ký tự lạ bằng dấu gạch dưới
+    clean = re.sub(r'[\\/*?:"<>|]', "_", name)
+    # Loại bỏ dấu cách thừa
+    clean = clean.strip().replace(" ", "_")
+    return clean
+
+class SaveDataRequest(BaseModel):
+    patient_info: dict
+    analysis_result: dict
+    images: dict
+
+@app.post("/api/save")
+async def save_patient_data(data: SaveDataRequest):
+    try:
+        p = data.patient_info
+        res = data.analysis_result
+        imgs = data.images
+        
+        # 1. Tạo thư mục theo mã bệnh nhân (nhóm chính)
+        patient_id = sanitize_name(p.get('id', 'unknown'))
+        patient_name = sanitize_name(p.get('name', 'no_name'))
+        
+        # Thư mục chính của bệnh nhân
+        patient_folder = f"{patient_id}_{patient_name}"
+        
+        # Thư mục con theo thời gian hiện tại
+        timestamp_folder = datetime.now().strftime("%Y%m%d_%H%M%S")
+        
+        # Tổng hợp đường dẫn: patients/ID_Name/TIMESTAMP/
+        target_dir = os.path.join("patients", patient_folder, timestamp_folder)
+        os.makedirs(target_dir, exist_ok=True)
+        
+        # 2. Lưu info.txt
+        info_path = os.path.join(target_dir, "info.txt")
+        with open(info_path, "w", encoding="utf-8") as f:
+            f.write(f"--- THÔNG TIN BỆNH NHÂN ---\n")
+            f.write(f"Mã BN: {patient_id}\n")
+            f.write(f"Họ tên: {patient_name}\n")
+            f.write(f"Giới tính: {p.get('gender')}\n")
+            f.write(f"Tuổi: {p.get('age')}\n")
+            f.write(f"Chẩn đoán BS: {p.get('diagnosis')}\n\n")
+            
+            f.write(f"--- KẾT QUẢ PHÂN TÍCH AI ---\n")
+            f.write(f"Góc chụp: {res.get('angle', {}).get('class')} ({res.get('angle', {}).get('confidence')}%)\n")
+            
+            if 'inflammation' in res:
+                infl = res['inflammation']
+                f.write(f"Viêm nhiễm: {'Có' if infl['detected'] else 'Không'} ({infl['confidence']}%)\n")
+            
+            if 'measurement' in res:
+                m = res['measurement']
+                f.write(f"Độ dày màng: {m['thickness_mm']} mm ({m['thickness_px']} px)\n")
+                f.write(f"Vị trí x: {m['location_x']}\n")
+            
+            if 'severity' in res:
+                s = res['severity']
+                f.write(f"Mức độ: {s['severity']}\n")
+                f.write(f"Mô tả: {s['description']}\n")
+
+        # 3. Lưu ảnh
+        def save_base64_img(b64_str, filename):
+            if not b64_str: return
+            # Remove header if present
+            if "," in b64_str:
+                b64_str = b64_str.split(",")[1]
+            
+            img_data = base64.b64decode(b64_str)
+            with open(os.path.join(target_dir, filename), "wb") as f:
+                f.write(img_data)
+
+        save_base64_img(imgs.get('original'), "original.png")
+        save_base64_img(imgs.get('segmented'), "segmented.png")
+        
+        # 4. Tự động lưu PDF báo cáo
+        try:
+            pdf_bytes = generate_medical_report(p, res, imgs)
+            pdf_path = os.path.join(target_dir, "report.pdf")
+            with open(pdf_path, "wb") as f:
+                f.write(bytes(pdf_bytes))
+            print(f"📄 Report PDF saved to: {pdf_path}")
+        except Exception as pdf_err:
+            print(f"⚠️ Warning: Could not auto-save PDF: {pdf_err}")
+
+        print(f"✅ Data saved for patient: {patient_id}")
+        return {"success": True, "folder": target_dir}
+        
+    except Exception as e:
+        print(f"❌ Save Error: {e}")
+        raise HTTPException(status_code=500, detail=str(e))
+
+@app.post("/api/export-pdf")
+async def export_patient_pdf(data: SaveDataRequest):
+    try:
+        pdf_bytes = generate_medical_report(
+            data.patient_info, 
+            data.analysis_result, 
+            data.images
+        )
+        
+        filename = f"Phieu_Kham_{sanitize_name(data.patient_info.get('id', 'unknown'))}.pdf"
+        
+        return Response(
+            content=bytes(pdf_bytes),
+            media_type="application/pdf",
+            headers={"Content-Disposition": f"attachment; filename={filename}"}
+        )
+    except Exception as e:
+        import traceback
+        print(f"❌ PDF Export Error: {e}")
+        print(traceback.format_exc())
+        raise HTTPException(status_code=500, detail=str(e))
+
+if __name__ == '__main__':
+    print("Medical Image Analysis Server")
+    print(f"URL: http://127.0.0.1:8000")
+    print(f"Device: {device}")
+    uvicorn.run(app, host="127.0.0.1", port=8000)
\ No newline at end of file
diff --git a/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/assets/fonts/Roboto-Bold.ttf b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/assets/fonts/Roboto-Bold.ttf
new file mode 100644
index 0000000..62ae815
--- /dev/null
+++ b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/assets/fonts/Roboto-Bold.ttf	
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+
+
+
+
+
+
+<!DOCTYPE html>
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+  lang="en"
+  
+  data-color-mode="auto" data-light-theme="light" data-dark-theme="dark"
+  data-a11y-animated-images="system" data-a11y-link-underlines="true"
+  
+  >
+
+
+
+
+  <head>
+    <meta charset="utf-8">
+  <link rel="dns-prefetch" href="https://github.githubassets.com">
+  <link rel="dns-prefetch" href="https://avatars.githubusercontent.com">
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+
+  <style type="text/css">
+    :root {
+      --tab-size-preference: 4;
+    }
+
+    pre, code {
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+  </style>
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+            class="HeaderMenu-link HeaderMenu-button d-inline-flex f5 no-underline border color-border-default rounded-2 px-2 py-1 color-fg-inherit js-prevent-focus-on-mobile-nav"
+            data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;site header menu&quot;,&quot;repository_id&quot;:null,&quot;auth_type&quot;:&quot;SIGN_UP&quot;,&quot;originating_url&quot;:&quot;https://github.com/googlefonts/roboto-2/blob/main/src/hinted/Roboto-Bold.ttf&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f30f3f6b73432d44618665a45c61e4b78091f67aa8cf25c1d7a4471d5fb8e74e"
+            data-analytics-event="{&quot;category&quot;:&quot;Marketing nav&quot;,&quot;action&quot;:&quot;click to Sign in&quot;,&quot;label&quot;:&quot;ref_page:Marketing;ref_cta:Sign in;ref_loc:Header&quot;}"
+          >
+            Sign in
+          </a>
+              <div class="AppHeader-appearanceSettings">
+    <react-partial-anchor>
+      <button data-target="react-partial-anchor.anchor" id="icon-button-7847528e-ec8f-4361-8033-2ceafdfe144d" aria-labelledby="tooltip-11dc0951-77e4-48cb-b12b-9dcee42e00ab" type="button" disabled="disabled" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium AppHeader-button HeaderMenu-link border cursor-wait">  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-sliders Button-visual">
+    <path d="M15 2.75a.75.75 0 0 1-.75.75h-4a.75.75 0 0 1 0-1.5h4a.75.75 0 0 1 .75.75Zm-8.5.75v1.25a.75.75 0 0 0 1.5 0v-4a.75.75 0 0 0-1.5 0V2H1.75a.75.75 0 0 0 0 1.5H6.5Zm1.25 5.25a.75.75 0 0 0 0-1.5h-6a.75.75 0 0 0 0 1.5h6ZM15 8a.75.75 0 0 1-.75.75H11.5V10a.75.75 0 1 1-1.5 0V6a.75.75 0 0 1 1.5 0v1.25h2.75A.75.75 0 0 1 15 8Zm-9 5.25v-2a.75.75 0 0 0-1.5 0v1.25H1.75a.75.75 0 0 0 0 1.5H4.5v1.25a.75.75 0 0 0 1.5 0v-2Zm9 0a.75.75 0 0 1-.75.75h-6a.75.75 0 0 1 0-1.5h6a.75.75 0 0 1 .75.75Z"></path>
+</svg>
+</button><tool-tip id="tooltip-11dc0951-77e4-48cb-b12b-9dcee42e00ab" for="icon-button-7847528e-ec8f-4361-8033-2ceafdfe144d" popover="manual" data-direction="s" data-type="label" data-view-component="true" class="sr-only position-absolute">Appearance settings</tool-tip>
+
+      <template data-target="react-partial-anchor.template">
+        <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/primer-react-css.8a057b98cd8a150b.module.css" />
+<link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/appearance-settings.fef6f84625f0c138.module.css" />
+
+<react-partial
+  partial-name="appearance-settings"
+  data-ssr="false"
+  data-attempted-ssr="false"
+  data-react-profiling="false"
+>
+  
+  <script type="application/json" data-target="react-partial.embeddedData">{"props":{}}</script>
+  <div data-target="react-partial.reactRoot"></div>
+</react-partial>
+
+
+      </template>
+    </react-partial-anchor>
+  </div>
+
+      </div>
+    </div>
+
+
+    <div class="HeaderMenu js-header-menu height-fit position-lg-relative d-lg-flex flex-column flex-auto top-0">
+      <div class="HeaderMenu-wrapper d-flex flex-column flex-self-start flex-lg-row flex-auto rounded rounded-lg-0">
+            <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/primer-react-css.8a057b98cd8a150b.module.css" />
+<link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/marketing-navigation.e73a9c6ad3677d4a.module.css" />
+
+<react-partial
+  partial-name="marketing-navigation"
+  data-ssr="true"
+  data-attempted-ssr="true"
+  data-react-profiling="false"
+>
+  
+  <script type="application/json" data-target="react-partial.embeddedData">{"props":{"should_use_dotcom_links":true}}</script>
+  <div data-target="react-partial.reactRoot"><nav class="MarketingNavigation-module__nav__W0KYY" aria-label="Global"><ul class="MarketingNavigation-module__list__tFbMb"><li><div class="NavDropdown-module__container__l2YeI js-details-container js-header-menu-item"><button type="button" class="NavDropdown-module__button__PEHWX js-details-target" aria-expanded="false">Platform<svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></button><div class="NavDropdown-module__dropdown__xm1jd"><ul class="NavDropdown-module__list__zuCgG"><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">AI CODE CREATION</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/features/copilot" data-analytics-event="{&quot;action&quot;:&quot;github_copilot&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_copilot_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-copilot NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M23.922 16.992c-.861 1.495-5.859 5.023-11.922 5.023-6.063 0-11.061-3.528-11.922-5.023A.641.641 0 0 1 0 16.736v-2.869a.841.841 0 0 1 .053-.22c.372-.935 1.347-2.292 2.605-2.656.167-.429.414-1.055.644-1.517a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.499 1.132-3.368.397-.406.89-.717 1.474-.952 1.399-1.136 3.392-2.093 6.122-2.093 2.731 0 4.767.957 6.166 2.093.584.235 1.077.546 1.474.952.85.869 1.132 2.037 1.132 3.368 0 .368-.014.733-.052 1.086.23.462.477 1.088.644 1.517 1.258.364 2.233 1.721 2.605 2.656a.832.832 0 0 1 .053.22v2.869a.641.641 0 0 1-.078.256ZM12.172 11h-.344a4.323 4.323 0 0 1-.355.508C10.703 12.455 9.555 13 7.965 13c-1.725 0-2.989-.359-3.782-1.259a2.005 2.005 0 0 1-.085-.104L4 11.741v6.585c1.435.779 4.514 2.179 8 2.179 3.486 0 6.565-1.4 8-2.179v-6.585l-.098-.104s-.033.045-.085.104c-.793.9-2.057 1.259-3.782 1.259-1.59 0-2.738-.545-3.508-1.492a4.323 4.323 0 0 1-.355-.508h-.016.016Zm.641-2.935c.136 1.057.403 1.913.878 2.497.442.544 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.15.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.319-.862-2.824-1.025-1.487-.161-2.192.138-2.533.529-.269.307-.437.808-.438 1.578v.021c0 .265.021.562.063.893Zm-1.626 0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 2.344-.938.475-.584.742-1.44.878-2.497Z"></path><path d="M14.5 14.25a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Zm-5 0a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Z"></path></svg><span class="NavLink-module__title__Q7t0p">GitHub Copilot</span><span class="NavLink-module__subtitle__X4gkW">Write better code with AI</span></div></a></li><li><a href="https://github.com/features/spark" data-analytics-event="{&quot;action&quot;:&quot;github_spark&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_spark_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-sparkle-fill NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M11.296 1.924c.24-.656 1.168-.656 1.408 0l.717 1.958a11.25 11.25 0 0 0 6.697 6.697l1.958.717c.657.24.657 1.168 0 1.408l-1.958.717a11.25 11.25 0 0 0-6.697 6.697l-.717 1.958c-.24.657-1.168.657-1.408 0l-.717-1.958a11.25 11.25 0 0 0-6.697-6.697l-1.958-.717c-.656-.24-.656-1.168 0-1.408l1.958-.717a11.25 11.25 0 0 0 6.697-6.697l.717-1.958Z"></path></svg><span class="NavLink-module__title__Q7t0p">GitHub Spark</span><span class="NavLink-module__subtitle__X4gkW">Build and deploy intelligent apps</span></div></a></li><li><a href="https://github.com/features/models" data-analytics-event="{&quot;action&quot;:&quot;github_models&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_models_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-ai-model NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M19.375 8.5a3.25 3.25 0 1 1-3.163 4h-3a3.252 3.252 0 0 1-4.443 2.509L7.214 17.76a3.25 3.25 0 1 1-1.342-.674l1.672-2.957A3.238 3.238 0 0 1 6.75 12c0-.907.371-1.727.97-2.316L6.117 6.846A3.253 3.253 0 0 1 1.875 3.75a3.25 3.25 0 1 1 5.526 2.32l1.603 2.836A3.25 3.25 0 0 1 13.093 11h3.119a3.252 3.252 0 0 1 3.163-2.5ZM10 10.25a1.75 1.75 0 1 0-.001 3.499A1.75 1.75 0 0 0 10 10.25ZM5.125 2a1.75 1.75 0 1 0 0 3.5 1.75 1.75 0 0 0 0-3.5Zm12.5 9.75a1.75 1.75 0 1 0 3.5 0 1.75 1.75 0 0 0-3.5 0Zm-14.25 8.5a1.75 1.75 0 1 0 3.501-.001 1.75 1.75 0 0 0-3.501.001Z"></path></svg><span class="NavLink-module__title__Q7t0p">GitHub Models</span><span class="NavLink-module__subtitle__X4gkW">Manage and compare prompts</span></div></a></li><li><a href="https://github.com/mcp" data-analytics-event="{&quot;action&quot;:&quot;mcp_registry&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;mcp_registry_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-mcp NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M9.795 1.694a4.287 4.287 0 0 1 6.061 0 4.28 4.28 0 0 1 1.181 3.819 4.282 4.282 0 0 1 3.819 1.181 4.287 4.287 0 0 1 0 6.061l-6.793 6.793a.249.249 0 0 0 0 .353l2.617 2.618a.75.75 0 1 1-1.061 1.061l-2.617-2.618a1.75 1.75 0 0 1 0-2.475l6.793-6.793a2.785 2.785 0 1 0-3.939-3.939l-5.9 5.9a.734.734 0 0 1-.249.165.749.749 0 0 1-.812-1.225l5.9-5.901a2.785 2.785 0 1 0-3.939-3.939L2.931 10.68A.75.75 0 1 1 1.87 9.619l7.925-7.925Z"></path><path d="M12.42 4.069a.752.752 0 0 1 1.061 0 .752.752 0 0 1 0 1.061L7.33 11.28a2.788 2.788 0 0 0 0 3.94 2.788 2.788 0 0 0 3.94 0l6.15-6.151a.752.752 0 0 1 1.061 0 .752.752 0 0 1 0 1.061l-6.151 6.15a4.285 4.285 0 1 1-6.06-6.06l6.15-6.151Z"></path></svg><span class="NavLink-module__title__Q7t0p">MCP Registry<sup class="NavLink-module__label__bil7n">New</sup></span><span class="NavLink-module__subtitle__X4gkW">Integrate external tools</span></div></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">DEVELOPER WORKFLOWS</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/features/actions" data-analytics-event="{&quot;action&quot;:&quot;actions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;actions_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-workflow NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M1 3a2 2 0 0 1 2-2h6.5a2 2 0 0 1 2 2v6.5a2 2 0 0 1-2 2H7v4.063C7 16.355 7.644 17 8.438 17H12.5v-2.5a2 2 0 0 1 2-2H21a2 2 0 0 1 2 2V21a2 2 0 0 1-2 2h-6.5a2 2 0 0 1-2-2v-2.5H8.437A2.939 2.939 0 0 1 5.5 15.562V11.5H3a2 2 0 0 1-2-2Zm2-.5a.5.5 0 0 0-.5.5v6.5a.5.5 0 0 0 .5.5h6.5a.5.5 0 0 0 .5-.5V3a.5.5 0 0 0-.5-.5ZM14.5 14a.5.5 0 0 0-.5.5V21a.5.5 0 0 0 .5.5H21a.5.5 0 0 0 .5-.5v-6.5a.5.5 0 0 0-.5-.5Z"></path></svg><span class="NavLink-module__title__Q7t0p">Actions</span><span class="NavLink-module__subtitle__X4gkW">Automate any workflow</span></div></a></li><li><a href="https://github.com/features/codespaces" data-analytics-event="{&quot;action&quot;:&quot;codespaces&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;codespaces_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-codespaces NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.5 3.75C3.5 2.784 4.284 2 5.25 2h13.5c.966 0 1.75.784 1.75 1.75v7.5A1.75 1.75 0 0 1 18.75 13H5.25a1.75 1.75 0 0 1-1.75-1.75Zm-2 12c0-.966.784-1.75 1.75-1.75h17.5c.966 0 1.75.784 1.75 1.75v4a1.75 1.75 0 0 1-1.75 1.75H3.25a1.75 1.75 0 0 1-1.75-1.75ZM5.25 3.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h13.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Zm-2 12a.25.25 0 0 0-.25.25v4c0 .138.112.25.25.25h17.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25Z"></path><path d="M10 17.75a.75.75 0 0 1 .75-.75h6.5a.75.75 0 0 1 0 1.5h-6.5a.75.75 0 0 1-.75-.75Zm-4 0a.75.75 0 0 1 .75-.75h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1-.75-.75Z"></path></svg><span class="NavLink-module__title__Q7t0p">Codespaces</span><span class="NavLink-module__subtitle__X4gkW">Instant dev environments</span></div></a></li><li><a href="https://github.com/features/issues" data-analytics-event="{&quot;action&quot;:&quot;issues&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;issues_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-issue-opened NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M12 1c6.075 0 11 4.925 11 11s-4.925 11-11 11S1 18.075 1 12 5.925 1 12 1ZM2.5 12a9.5 9.5 0 0 0 9.5 9.5 9.5 9.5 0 0 0 9.5-9.5A9.5 9.5 0 0 0 12 2.5 9.5 9.5 0 0 0 2.5 12Zm9.5 2a2 2 0 1 1-.001-3.999A2 2 0 0 1 12 14Z"></path></svg><span class="NavLink-module__title__Q7t0p">Issues</span><span class="NavLink-module__subtitle__X4gkW">Plan and track work</span></div></a></li><li><a href="https://github.com/features/code-review" data-analytics-event="{&quot;action&quot;:&quot;code_review&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;code_review_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-code NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M15.22 4.97a.75.75 0 0 1 1.06 0l6.5 6.5a.75.75 0 0 1 0 1.06l-6.5 6.5a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L21.19 12l-5.97-5.97a.75.75 0 0 1 0-1.06Zm-6.44 0a.75.75 0 0 1 0 1.06L2.81 12l5.97 5.97a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215l-6.5-6.5a.75.75 0 0 1 0-1.06l6.5-6.5a.75.75 0 0 1 1.06 0Z"></path></svg><span class="NavLink-module__title__Q7t0p">Code Review</span><span class="NavLink-module__subtitle__X4gkW">Manage code changes</span></div></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">APPLICATION SECURITY</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/security/advanced-security" data-analytics-event="{&quot;action&quot;:&quot;github_advanced_security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_advanced_security_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-shield-check NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M16.53 9.78a.75.75 0 0 0-1.06-1.06L11 13.19l-1.97-1.97a.75.75 0 0 0-1.06 1.06l2.5 2.5a.75.75 0 0 0 1.06 0l5-5Z"></path><path d="m12.54.637 8.25 2.675A1.75 1.75 0 0 1 22 4.976V10c0 6.19-3.771 10.704-9.401 12.83a1.704 1.704 0 0 1-1.198 0C5.77 20.705 2 16.19 2 10V4.976c0-.758.489-1.43 1.21-1.664L11.46.637a1.748 1.748 0 0 1 1.08 0Zm-.617 1.426-8.25 2.676a.249.249 0 0 0-.173.237V10c0 5.46 3.28 9.483 8.43 11.426a.199.199 0 0 0 .14 0C17.22 19.483 20.5 15.461 20.5 10V4.976a.25.25 0 0 0-.173-.237l-8.25-2.676a.253.253 0 0 0-.154 0Z"></path></svg><span class="NavLink-module__title__Q7t0p">GitHub Advanced Security</span><span class="NavLink-module__subtitle__X4gkW">Find and fix vulnerabilities</span></div></a></li><li><a href="https://github.com/security/advanced-security/code-security" data-analytics-event="{&quot;action&quot;:&quot;code_security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;code_security_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-code-square NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M10.3 8.24a.75.75 0 0 1-.04 1.06L7.352 12l2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M2 3.75C2 2.784 2.784 2 3.75 2h16.5c.966 0 1.75.784 1.75 1.75v16.5A1.75 1.75 0 0 1 20.25 22H3.75A1.75 1.75 0 0 1 2 20.25Zm1.75-.25a.25.25 0 0 0-.25.25v16.5c0 .138.112.25.25.25h16.5a.25.25 0 0 0 .25-.25V3.75a.25.25 0 0 0-.25-.25Z"></path></svg><span class="NavLink-module__title__Q7t0p">Code security</span><span class="NavLink-module__subtitle__X4gkW">Secure your code as you build</span></div></a></li><li><a href="https://github.com/security/advanced-security/secret-protection" data-analytics-event="{&quot;action&quot;:&quot;secret_protection&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;secret_protection_link_platform_navbar&quot;}" 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height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path></svg></a></li><li><a href="https://github.blog" data-analytics-event="{&quot;action&quot;:&quot;blog&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;blog_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4" target="_blank" rel="noreferrer"><span class="NavLink-module__title__Q7t0p">Blog</span><svg aria-hidden="true" focusable="false" class="octicon 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class="NavLink-module__title__Q7t0p">Changelog</span><svg aria-hidden="true" focusable="false" class="octicon octicon-link-external NavLink-module__externalIcon__eWIry" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path></svg></a></li><li><a href="https://github.com/marketplace" data-analytics-event="{&quot;action&quot;:&quot;marketplace&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;marketplace_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Marketplace</span></a></li></ul></div></li></ul><div class="NavDropdown-module__trailingLinkContainer__VgJGL"><a href="https://github.com/features" data-analytics-event="{&quot;action&quot;:&quot;view_all_features&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_features_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">View all features</span><svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavLink-module__arrowIcon__amekg" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></a></div></div></div></li><li><div class="NavDropdown-module__container__l2YeI js-details-container js-header-menu-item"><button type="button" class="NavDropdown-module__button__PEHWX js-details-target" aria-expanded="false">Solutions<svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></button><div class="NavDropdown-module__dropdown__xm1jd"><ul class="NavDropdown-module__list__zuCgG"><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">BY COMPANY SIZE</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/enterprise" data-analytics-event="{&quot;action&quot;:&quot;enterprises&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;enterprises_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Enterprises</span></a></li><li><a href="https://github.com/team" data-analytics-event="{&quot;action&quot;:&quot;small_and_medium_teams&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;small_and_medium_teams_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Small and medium teams</span></a></li><li><a href="https://github.com/enterprise/startups" data-analytics-event="{&quot;action&quot;:&quot;startups&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;startups_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Startups</span></a></li><li><a href="https://github.com/solutions/industry/nonprofits" data-analytics-event="{&quot;action&quot;:&quot;nonprofits&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;nonprofits_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Nonprofits</span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">BY USE CASE</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/solutions/use-case/app-modernization" data-analytics-event="{&quot;action&quot;:&quot;app_modernization&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;app_modernization_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">App Modernization</span></a></li><li><a href="https://github.com/solutions/use-case/devsecops" data-analytics-event="{&quot;action&quot;:&quot;devsecops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devsecops_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">DevSecOps</span></a></li><li><a href="https://github.com/solutions/use-case/devops" data-analytics-event="{&quot;action&quot;:&quot;devops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devops_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">DevOps</span></a></li><li><a href="https://github.com/solutions/use-case/ci-cd" data-analytics-event="{&quot;action&quot;:&quot;ci/cd&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;ci/cd_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">CI/CD</span></a></li><li><a href="https://github.com/solutions/use-case" data-analytics-event="{&quot;action&quot;:&quot;view_all_use_cases&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_use_cases_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">View all use cases</span><svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavLink-module__arrowIcon__amekg" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">BY INDUSTRY</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/solutions/industry/healthcare" data-analytics-event="{&quot;action&quot;:&quot;healthcare&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;healthcare_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Healthcare</span></a></li><li><a href="https://github.com/solutions/industry/financial-services" data-analytics-event="{&quot;action&quot;:&quot;financial_services&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;financial_services_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Financial services</span></a></li><li><a href="https://github.com/solutions/industry/manufacturing" data-analytics-event="{&quot;action&quot;:&quot;manufacturing&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;manufacturing_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Manufacturing</span></a></li><li><a href="https://github.com/solutions/industry/government" data-analytics-event="{&quot;action&quot;:&quot;government&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;government_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Government</span></a></li><li><a href="https://github.com/solutions/industry" data-analytics-event="{&quot;action&quot;:&quot;view_all_industries&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_industries_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">View all industries</span><svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavLink-module__arrowIcon__amekg" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></a></li></ul></div></li></ul><div class="NavDropdown-module__trailingLinkContainer__VgJGL"><a href="https://github.com/solutions" data-analytics-event="{&quot;action&quot;:&quot;view_all_solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_solutions_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">View all solutions</span><svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavLink-module__arrowIcon__amekg" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></a></div></div></div></li><li><div class="NavDropdown-module__container__l2YeI js-details-container js-header-menu-item"><button type="button" class="NavDropdown-module__button__PEHWX js-details-target" aria-expanded="false">Resources<svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></button><div class="NavDropdown-module__dropdown__xm1jd"><ul class="NavDropdown-module__list__zuCgG"><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">EXPLORE BY TOPIC</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/resources/articles?topic=ai" data-analytics-event="{&quot;action&quot;:&quot;ai&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;ai_link_resources_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">AI</span></a></li><li><a href="https://github.com/resources/articles?topic=software-development" data-analytics-event="{&quot;action&quot;:&quot;software_development&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;software_development_link_resources_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Software Development</span></a></li><li><a href="https://github.com/resources/articles?topic=devops" data-analytics-event="{&quot;action&quot;:&quot;devops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devops_link_resources_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">DevOps</span></a></li><li><a href="https://github.com/resources/articles?topic=security" data-analytics-event="{&quot;action&quot;:&quot;security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;security_link_resources_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Security</span></a></li><li><a href="https://github.com/resources/articles" 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data-analytics-event="{&quot;action&quot;:&quot;view_all_resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_resources_link_resources_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">View all resources</span><svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavLink-module__arrowIcon__amekg" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></a></div></div></div></li><li><div class="NavDropdown-module__container__l2YeI js-details-container js-header-menu-item"><button type="button" class="NavDropdown-module__button__PEHWX js-details-target" aria-expanded="false">Open Source<svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></button><div class="NavDropdown-module__dropdown__xm1jd"><ul class="NavDropdown-module__list__zuCgG"><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">COMMUNITY</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/sponsors" data-analytics-event="{&quot;action&quot;:&quot;github_sponsors&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_sponsors_link_open_source_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-sponsor-tiers NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M16.004 1.25C18.311 1.25 20 3.128 20 5.75c0 2.292-1.23 4.464-3.295 6.485-.481.47-.98.909-1.482 1.31l.265 1.32 1.375 7.5a.75.75 0 0 1-.982.844l-3.512-1.207a.75.75 0 0 0-.488 0L8.37 23.209a.75.75 0 0 1-.982-.844l1.378-7.512.261-1.309c-.5-.4-1-.838-1.481-1.31C5.479 10.215 4.25 8.043 4.25 5.75c0-2.622 1.689-4.5 3.996-4.5 1.55 0 2.947.752 3.832 1.967l.047.067.047-.067a4.726 4.726 0 0 1 3.612-1.962l.22-.005ZM13.89 14.531c-.418.285-.828.542-1.218.77l-.18.103a.75.75 0 0 1-.734 0l-.071-.04-.46-.272c-.282-.173-.573-.36-.868-.562l-.121.605-1.145 6.239 2.3-.79a2.248 2.248 0 0 1 1.284-.054l.18.053 2.299.79-1.141-6.226-.125-.616ZM16.004 2.75c-1.464 0-2.731.983-3.159 2.459-.209.721-1.231.721-1.44 0-.428-1.476-1.695-2.459-3.16-2.459-1.44 0-2.495 1.173-2.495 3 0 1.811 1.039 3.647 2.844 5.412a19.624 19.624 0 0 0 3.734 2.84l-.019-.011-.184-.111.147-.088a19.81 19.81 0 0 0 3.015-2.278l.37-.352C17.46 9.397 18.5 7.561 18.5 5.75c0-1.827-1.055-3-2.496-3Z"></path></svg><span class="NavLink-module__title__Q7t0p">GitHub Sponsors</span><span class="NavLink-module__subtitle__X4gkW">Fund open source developers</span></div></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">PROGRAMS</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://securitylab.github.com" data-analytics-event="{&quot;action&quot;:&quot;security_lab&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;security_lab_link_open_source_navbar&quot;}" class="NavLink-module__link__EG3d4" target="_blank" rel="noreferrer"><span class="NavLink-module__title__Q7t0p">Security Lab</span><svg aria-hidden="true" focusable="false" class="octicon octicon-link-external NavLink-module__externalIcon__eWIry" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 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class="NavLink-module__title__Q7t0p">Trending</span></a></li><li><a href="https://github.com/collections" data-analytics-event="{&quot;action&quot;:&quot;collections&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;collections_link_open_source_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Collections</span></a></li></ul></div></li></ul></div></div></li><li><div class="NavDropdown-module__container__l2YeI js-details-container js-header-menu-item"><button type="button" class="NavDropdown-module__button__PEHWX js-details-target" aria-expanded="false">Enterprise<svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></button><div class="NavDropdown-module__dropdown__xm1jd"><ul class="NavDropdown-module__list__zuCgG"><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">ENTERPRISE SOLUTIONS</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/enterprise" data-analytics-event="{&quot;action&quot;:&quot;enterprise_platform&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;enterprise_platform_link_enterprise_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-stack NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M11.063 1.456a1.749 1.749 0 0 1 1.874 0l8.383 5.316a1.751 1.751 0 0 1 0 2.956l-8.383 5.316a1.749 1.749 0 0 1-1.874 0L2.68 9.728a1.751 1.751 0 0 1 0-2.956Zm1.071 1.267a.25.25 0 0 0-.268 0L3.483 8.039a.25.25 0 0 0 0 .422l8.383 5.316a.25.25 0 0 0 .268 0l8.383-5.316a.25.25 0 0 0 0-.422Z"></path><path d="M1.867 12.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path><path d="M1.867 16.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path></svg><span class="NavLink-module__title__Q7t0p">Enterprise platform</span><span class="NavLink-module__subtitle__X4gkW">AI-powered developer platform</span></div></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">AVAILABLE ADD-ONS</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/security/advanced-security" data-analytics-event="{&quot;action&quot;:&quot;github_advanced_security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_advanced_security_link_enterprise_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-shield-check NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M16.53 9.78a.75.75 0 0 0-1.06-1.06L11 13.19l-1.97-1.97a.75.75 0 0 0-1.06 1.06l2.5 2.5a.75.75 0 0 0 1.06 0l5-5Z"></path><path d="m12.54.637 8.25 2.675A1.75 1.75 0 0 1 22 4.976V10c0 6.19-3.771 10.704-9.401 12.83a1.704 1.704 0 0 1-1.198 0C5.77 20.705 2 16.19 2 10V4.976c0-.758.489-1.43 1.21-1.664L11.46.637a1.748 1.748 0 0 1 1.08 0Zm-.617 1.426-8.25 2.676a.249.249 0 0 0-.173.237V10c0 5.46 3.28 9.483 8.43 11.426a.199.199 0 0 0 .14 0C17.22 19.483 20.5 15.461 20.5 10V4.976a.25.25 0 0 0-.173-.237l-8.25-2.676a.253.253 0 0 0-.154 0Z"></path></svg><span class="NavLink-module__title__Q7t0p">GitHub Advanced Security</span><span class="NavLink-module__subtitle__X4gkW">Enterprise-grade security features</span></div></a></li><li><a href="https://github.com/features/copilot/copilot-business" data-analytics-event="{&quot;action&quot;:&quot;copilot_for_business&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;copilot_for_business_link_enterprise_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-copilot NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M23.922 16.992c-.861 1.495-5.859 5.023-11.922 5.023-6.063 0-11.061-3.528-11.922-5.023A.641.641 0 0 1 0 16.736v-2.869a.841.841 0 0 1 .053-.22c.372-.935 1.347-2.292 2.605-2.656.167-.429.414-1.055.644-1.517a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.499 1.132-3.368.397-.406.89-.717 1.474-.952 1.399-1.136 3.392-2.093 6.122-2.093 2.731 0 4.767.957 6.166 2.093.584.235 1.077.546 1.474.952.85.869 1.132 2.037 1.132 3.368 0 .368-.014.733-.052 1.086.23.462.477 1.088.644 1.517 1.258.364 2.233 1.721 2.605 2.656a.832.832 0 0 1 .053.22v2.869a.641.641 0 0 1-.078.256ZM12.172 11h-.344a4.323 4.323 0 0 1-.355.508C10.703 12.455 9.555 13 7.965 13c-1.725 0-2.989-.359-3.782-1.259a2.005 2.005 0 0 1-.085-.104L4 11.741v6.585c1.435.779 4.514 2.179 8 2.179 3.486 0 6.565-1.4 8-2.179v-6.585l-.098-.104s-.033.045-.085.104c-.793.9-2.057 1.259-3.782 1.259-1.59 0-2.738-.545-3.508-1.492a4.323 4.323 0 0 1-.355-.508h-.016.016Zm.641-2.935c.136 1.057.403 1.913.878 2.497.442.544 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.15.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.319-.862-2.824-1.025-1.487-.161-2.192.138-2.533.529-.269.307-.437.808-.438 1.578v.021c0 .265.021.562.063.893Zm-1.626 0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 2.344-.938.475-.584.742-1.44.878-2.497Z"></path><path d="M14.5 14.25a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Zm-5 0a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Z"></path></svg><span class="NavLink-module__title__Q7t0p">Copilot for Business</span><span class="NavLink-module__subtitle__X4gkW">Enterprise-grade AI features</span></div></a></li><li><a href="https://github.com/premium-support" data-analytics-event="{&quot;action&quot;:&quot;premium_support&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;premium_support_link_enterprise_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-comment-discussion NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 14.25 14H8.061l-2.574 2.573A1.458 1.458 0 0 1 3 15.543V14H1.75A1.75 1.75 0 0 1 0 12.25v-9.5C0 1.784.784 1 1.75 1ZM1.5 2.75v9.5c0 .138.112.25.25.25h2a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h6.5a.25.25 0 0 0 .25-.25v-9.5a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25Z"></path><path d="M22.5 8.75a.25.25 0 0 0-.25-.25h-3.5a.75.75 0 0 1 0-1.5h3.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 22.25 20H21v1.543a1.457 1.457 0 0 1-2.487 1.03L15.939 20H10.75A1.75 1.75 0 0 1 9 18.25v-1.465a.75.75 0 0 1 1.5 0v1.465c0 .138.112.25.25.25h5.5a.75.75 0 0 1 .53.22l2.72 2.72v-2.19a.75.75 0 0 1 .75-.75h2a.25.25 0 0 0 .25-.25v-9.5Z"></path></svg><span class="NavLink-module__title__Q7t0p">Premium Support</span><span class="NavLink-module__subtitle__X4gkW">Enterprise-grade 24/7 support</span></div></a></li></ul></div></li></ul></div></div></li><li><a href="https://github.com/pricing" data-analytics-event="{&quot;action&quot;:&quot;pricing&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;pricing&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;pricing_link_pricing_navbar&quot;}" class="NavLink-module__link__EG3d4 MarketingNavigation-module__navLink__hUomM"><span class="NavLink-module__title__Q7t0p">Pricing</span></a></li></ul></nav><script type="application/json" id="__PRIMER_DATA__R_0___">{"resolvedServerColorMode":"day"}</script></div>
+</react-partial>
+
+
+
+        <div class="d-flex flex-column flex-lg-row width-full flex-justify-end flex-lg-items-center text-center tmp-mt-3 tmp-mt-lg-0 text-lg-left tmp-ml-lg-3">
+                
+
+
+<qbsearch-input class="search-input" data-scope="repo:googlefonts/roboto-2" data-custom-scopes-path="/search/custom_scopes" data-delete-custom-scopes-csrf="KrvXCPU6AUn3pVNqgTlg7i1SvgvPfVedmL6ZPb9ih1ysdx2Kq1wBxApcV9O3hPCIEmyJ7X0_Hx0Jyo_3iQLLww" data-max-custom-scopes="10" data-header-redesign-enabled="false" data-initial-value="" data-blackbird-suggestions-path="/search/suggestions" data-jump-to-suggestions-path="/_graphql/GetSuggestedNavigationDestinations" data-current-repository="googlefonts/roboto-2" data-current-org="googlefonts" data-current-owner="" data-logged-in="false" data-copilot-chat-enabled="false" data-nl-search-enabled="false" data-retain-scroll-position="true">
+  <div
+    class="search-input-container search-with-dialog position-relative d-flex flex-row flex-items-center tmp-mr-4 rounded"
+    data-action="click:qbsearch-input#searchInputContainerClicked"
+  >
+      <button
+        type="button"
+        class="header-search-button placeholder  input-button form-control d-flex flex-1 flex-self-stretch flex-items-center no-wrap width-full py-0 pl-2 pr-0 text-left border-0 box-shadow-none"
+        data-target="qbsearch-input.inputButton"
+        aria-label="Search or jump to…"
+        aria-haspopup="dialog"
+        placeholder="Search or jump to..."
+        data-hotkey=s,/
+        autocapitalize="off"
+        data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;searchbar&quot;,&quot;context&quot;:&quot;global&quot;,&quot;tag&quot;:&quot;input&quot;,&quot;label&quot;:&quot;searchbar_input_global_navbar&quot;}"
+        data-action="click:qbsearch-input#handleExpand"
+      >
+        <div class="mr-2 color-fg-muted">
+          <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search">
+    <path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path>
+</svg>
+        </div>
+        <span class="flex-1" data-target="qbsearch-input.inputButtonText">Search or jump to...</span>
+          <div class="d-flex" data-target="qbsearch-input.hotkeyIndicator">
+            <svg xmlns="http://www.w3.org/2000/svg" width="22" height="20" aria-hidden="true" class="mr-1"><path fill="none" stroke="#979A9C" opacity=".4" d="M3.5.5h12c1.7 0 3 1.3 3 3v13c0 1.7-1.3 3-3 3h-12c-1.7 0-3-1.3-3-3v-13c0-1.7 1.3-3 3-3z"></path><path fill="#979A9C" d="M11.8 6L8 15.1h-.9L10.8 6h1z"></path></svg>
+          </div>
+      </button>
+
+    <input type="hidden" name="type" class="js-site-search-type-field">
+
+    
+<div class="Overlay--hidden " data-modal-dialog-overlay>
+  <modal-dialog data-action="close:qbsearch-input#handleClose cancel:qbsearch-input#handleClose" data-target="qbsearch-input.searchSuggestionsDialog" role="dialog" id="search-suggestions-dialog" aria-modal="true" aria-labelledby="search-suggestions-dialog-header" data-view-component="true" class="Overlay Overlay--width-large Overlay--height-auto">
+      <h1 id="search-suggestions-dialog-header" class="sr-only">Search code, repositories, users, issues, pull requests...</h1>
+    <div class="Overlay-body Overlay-body--paddingNone">
+      
+          <div data-view-component="true">        <div class="search-suggestions position-fixed width-full color-shadow-large border color-fg-default color-bg-default overflow-hidden d-flex flex-column query-builder-container"
+          style="border-radius: 12px;"
+          data-target="qbsearch-input.queryBuilderContainer"
+          hidden
+        >
+          <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="query-builder-test-form" action="" accept-charset="UTF-8" method="get">
+  <query-builder data-target="qbsearch-input.queryBuilder" id="query-builder-query-builder-test" data-filter-key=":" data-view-component="true" class="QueryBuilder search-query-builder">
+    <div class="FormControl FormControl--fullWidth">
+      <label id="query-builder-test-label" for="query-builder-test" class="FormControl-label sr-only">
+        Search
+      </label>
+      <div
+        class="QueryBuilder-StyledInput width-fit "
+        data-target="query-builder.styledInput"
+      >
+          <span id="query-builder-test-leadingvisual-wrap" class="FormControl-input-leadingVisualWrap QueryBuilder-leadingVisualWrap">
+            <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search FormControl-input-leadingVisual">
+    <path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path>
+</svg>
+          </span>
+        <div data-target="query-builder.styledInputContainer" class="QueryBuilder-StyledInputContainer">
+          <div
+            aria-hidden="true"
+            class="QueryBuilder-StyledInputContent"
+            data-target="query-builder.styledInputContent"
+          ></div>
+          <div class="QueryBuilder-InputWrapper">
+            <div aria-hidden="true" class="QueryBuilder-Sizer" data-target="query-builder.sizer"></div>
+            <input id="query-builder-test" name="query-builder-test" value="" autocomplete="off" type="text" role="combobox" spellcheck="false" aria-expanded="false" aria-describedby="validation-15783b47-484a-4899-a63f-f9cba2b4314b" data-target="query-builder.input" data-action="
+          input:query-builder#inputChange
+          blur:query-builder#inputBlur
+          keydown:query-builder#inputKeydown
+          focus:query-builder#inputFocus
+        " data-view-component="true" class="FormControl-input QueryBuilder-Input FormControl-medium" />
+          </div>
+        </div>
+          <span data-target="query-builder.clearButton" hidden>
+            <span class="sr-only" id="query-builder-test-clear">Clear</span>
+            <button role="button" id="query-builder-test-clear-button" aria-labelledby="query-builder-test-clear query-builder-test-label" data-action="
+                  click:query-builder#clear
+                  focus:query-builder#clearButtonFocus
+                  blur:query-builder#clearButtonBlur
+                " variant="small" type="button" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium mr-1 tmp-mr-1 px-2 tmp-px-2 py-0 tmp-py-0 d-flex flex-items-center rounded-1 color-fg-muted">  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x-circle-fill Button-visual">
+    <path d="M2.343 13.657A8 8 0 1 1 13.658 2.343 8 8 0 0 1 2.343 13.657ZM6.03 4.97a.751.751 0 0 0-1.042.018.751.751 0 0 0-.018 1.042L6.94 8 4.97 9.97a.749.749 0 0 0 .326 1.275.749.749 0 0 0 .734-.215L8 9.06l1.97 1.97a.749.749 0 0 0 1.275-.326.749.749 0 0 0-.215-.734L9.06 8l1.97-1.97a.749.749 0 0 0-.326-1.275.749.749 0 0 0-.734.215L8 6.94Z"></path>
+</svg>
+</button>
+
+          </span>
+      </div>
+      <template id="search-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search">
+    <path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path>
+</svg>
+</template>
+
+<template id="code-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code">
+    <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path>
+</svg>
+</template>
+
+<template id="file-code-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-file-code">
+    <path d="M4 1.75C4 .784 4.784 0 5.75 0h5.586c.464 0 .909.184 1.237.513l2.914 2.914c.329.328.513.773.513 1.237v8.586A1.75 1.75 0 0 1 14.25 15h-9a.75.75 0 0 1 0-1.5h9a.25.25 0 0 0 .25-.25V6h-2.75A1.75 1.75 0 0 1 10 4.25V1.5H5.75a.25.25 0 0 0-.25.25v2.5a.75.75 0 0 1-1.5 0Zm1.72 4.97a.75.75 0 0 1 1.06 0l2 2a.75.75 0 0 1 0 1.06l-2 2a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734l1.47-1.47-1.47-1.47a.75.75 0 0 1 0-1.06ZM3.28 7.78 1.81 9.25l1.47 1.47a.751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018l-2-2a.75.75 0 0 1 0-1.06l2-2a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Zm8.22-6.218V4.25c0 .138.112.25.25.25h2.688l-.011-.013-2.914-2.914-.013-.011Z"></path>
+</svg>
+</template>
+
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+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-shield-check">
+    <path d="m8.533.133 5.25 1.68A1.75 1.75 0 0 1 15 3.48V7c0 1.566-.32 3.182-1.303 4.682-.983 1.498-2.585 2.813-5.032 3.855a1.697 1.697 0 0 1-1.33 0c-2.447-1.042-4.049-2.357-5.032-3.855C1.32 10.182 1 8.566 1 7V3.48a1.75 1.75 0 0 1 1.217-1.667l5.25-1.68a1.748 1.748 0 0 1 1.066 0Zm-.61 1.429.001.001-5.25 1.68a.251.251 0 0 0-.174.237V7c0 1.36.275 2.666 1.057 3.859.784 1.194 2.121 2.342 4.366 3.298a.196.196 0 0 0 .154 0c2.245-.957 3.582-2.103 4.366-3.297C13.225 9.666 13.5 8.358 13.5 7V3.48a.25.25 0 0 0-.174-.238l-5.25-1.68a.25.25 0 0 0-.153 0ZM11.28 6.28l-3.5 3.5a.75.75 0 0 1-1.06 0l-1.5-1.5a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l.97.97 2.97-2.97a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path>
+</svg>
+</template>
+
+<template id="heart-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart">
+    <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path>
+</svg>
+</template>
+
+<template id="server-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-server">
+    <path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v4c0 .372-.116.717-.314 1 .198.283.314.628.314 1v4a1.75 1.75 0 0 1-1.75 1.75H1.75A1.75 1.75 0 0 1 0 12.75v-4c0-.358.109-.707.314-1a1.739 1.739 0 0 1-.314-1v-4C0 1.784.784 1 1.75 1ZM1.5 2.75v4c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25Zm.25 5.75a.25.25 0 0 0-.25.25v4c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25ZM7 4.75A.75.75 0 0 1 7.75 4h4.5a.75.75 0 0 1 0 1.5h-4.5A.75.75 0 0 1 7 4.75ZM7.75 10h4.5a.75.75 0 0 1 0 1.5h-4.5a.75.75 0 0 1 0-1.5ZM3 4.75A.75.75 0 0 1 3.75 4h.5a.75.75 0 0 1 0 1.5h-.5A.75.75 0 0 1 3 4.75ZM3.75 10h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1 0-1.5Z"></path>
+</svg>
+</template>
+
+<template id="globe-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-globe">
+    <path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM5.78 8.75a9.64 9.64 0 0 0 1.363 4.177c.255.426.542.832.857 1.215.245-.296.551-.705.857-1.215A9.64 9.64 0 0 0 10.22 8.75Zm4.44-1.5a9.64 9.64 0 0 0-1.363-4.177c-.307-.51-.612-.919-.857-1.215a9.927 9.927 0 0 0-.857 1.215A9.64 9.64 0 0 0 5.78 7.25Zm-5.944 1.5H1.543a6.507 6.507 0 0 0 4.666 5.5c-.123-.181-.24-.365-.352-.552-.715-1.192-1.437-2.874-1.581-4.948Zm-2.733-1.5h2.733c.144-2.074.866-3.756 1.58-4.948.12-.197.237-.381.353-.552a6.507 6.507 0 0 0-4.666 5.5Zm10.181 1.5c-.144 2.074-.866 3.756-1.58 4.948-.12.197-.237.381-.353.552a6.507 6.507 0 0 0 4.666-5.5Zm2.733-1.5a6.507 6.507 0 0 0-4.666-5.5c.123.181.24.365.353.552.714 1.192 1.436 2.874 1.58 4.948Z"></path>
+</svg>
+</template>
+
+<template id="issue-opened-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened">
+    <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path>
+</svg>
+</template>
+
+<template id="device-mobile-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-device-mobile">
+    <path d="M3.75 0h8.5C13.216 0 14 .784 14 1.75v12.5A1.75 1.75 0 0 1 12.25 16h-8.5A1.75 1.75 0 0 1 2 14.25V1.75C2 .784 2.784 0 3.75 0ZM3.5 1.75v12.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25ZM8 13a1 1 0 1 1 0-2 1 1 0 0 1 0 2Z"></path>
+</svg>
+</template>
+
+<template id="package-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-package">
+    <path d="m8.878.392 5.25 3.045c.54.314.872.89.872 1.514v6.098a1.75 1.75 0 0 1-.872 1.514l-5.25 3.045a1.75 1.75 0 0 1-1.756 0l-5.25-3.045A1.75 1.75 0 0 1 1 11.049V4.951c0-.624.332-1.201.872-1.514L7.122.392a1.75 1.75 0 0 1 1.756 0ZM7.875 1.69l-4.63 2.685L8 7.133l4.755-2.758-4.63-2.685a.248.248 0 0 0-.25 0ZM2.5 5.677v5.372c0 .09.047.171.125.216l4.625 2.683V8.432Zm6.25 8.271 4.625-2.683a.25.25 0 0 0 .125-.216V5.677L8.75 8.432Z"></path>
+</svg>
+</template>
+
+<template id="credit-card-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-credit-card">
+    <path d="M10.75 9a.75.75 0 0 0 0 1.5h1.5a.75.75 0 0 0 0-1.5h-1.5Z"></path><path d="M0 3.75C0 2.784.784 2 1.75 2h12.5c.966 0 1.75.784 1.75 1.75v8.5A1.75 1.75 0 0 1 14.25 14H1.75A1.75 1.75 0 0 1 0 12.25ZM14.5 6.5h-13v5.75c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25Zm0-2.75a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25V5h13Z"></path>
+</svg>
+</template>
+
+<template id="play-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-play">
+    <path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Zm4.879-2.773 4.264 2.559a.25.25 0 0 1 0 .428l-4.264 2.559A.25.25 0 0 1 6 10.559V5.442a.25.25 0 0 1 .379-.215Z"></path>
+</svg>
+</template>
+
+<template id="gift-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-gift">
+    <path d="M2 2.75A2.75 2.75 0 0 1 4.75 0c.983 0 1.873.42 2.57 1.232.268.318.497.668.68 1.042.183-.375.411-.725.68-1.044C9.376.42 10.266 0 11.25 0a2.75 2.75 0 0 1 2.45 4h.55c.966 0 1.75.784 1.75 1.75v2c0 .698-.409 1.301-1 1.582v4.918A1.75 1.75 0 0 1 13.25 16H2.75A1.75 1.75 0 0 1 1 14.25V9.332C.409 9.05 0 8.448 0 7.75v-2C0 4.784.784 4 1.75 4h.55c-.192-.375-.3-.8-.3-1.25ZM7.25 9.5H2.5v4.75c0 .138.112.25.25.25h4.5Zm1.5 0v5h4.5a.25.25 0 0 0 .25-.25V9.5Zm0-4V8h5.5a.25.25 0 0 0 .25-.25v-2a.25.25 0 0 0-.25-.25Zm-7 0a.25.25 0 0 0-.25.25v2c0 .138.112.25.25.25h5.5V5.5h-5.5Zm3-4a1.25 1.25 0 0 0 0 2.5h2.309c-.233-.818-.542-1.401-.878-1.793-.43-.502-.915-.707-1.431-.707ZM8.941 4h2.309a1.25 1.25 0 0 0 0-2.5c-.516 0-1 .205-1.43.707-.337.392-.646.975-.879 1.793Z"></path>
+</svg>
+</template>
+
+<template id="code-square-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code-square">
+    <path d="M0 1.75C0 .784.784 0 1.75 0h12.5C15.216 0 16 .784 16 1.75v12.5A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25Zm1.75-.25a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25Zm7.47 3.97a.75.75 0 0 1 1.06 0l2 2a.75.75 0 0 1 0 1.06l-2 2a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L10.69 8 9.22 6.53a.75.75 0 0 1 0-1.06ZM6.78 6.53 5.31 8l1.47 1.47a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215l-2-2a.75.75 0 0 1 0-1.06l2-2a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path>
+</svg>
+</template>
+
+<template id="device-desktop-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-device-desktop">
+    <path d="M14.25 1c.966 0 1.75.784 1.75 1.75v7.5A1.75 1.75 0 0 1 14.25 12h-3.727c.099 1.041.52 1.872 1.292 2.757A.752.752 0 0 1 11.25 16h-6.5a.75.75 0 0 1-.565-1.243c.772-.885 1.192-1.716 1.292-2.757H1.75A1.75 1.75 0 0 1 0 10.25v-7.5C0 1.784.784 1 1.75 1ZM1.75 2.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25ZM9.018 12H6.982a5.72 5.72 0 0 1-.765 2.5h3.566a5.72 5.72 0 0 1-.765-2.5Z"></path>
+</svg>
+</template>
+
+        <div class="position-relative">
+                        <ul
+              role="listbox"
+              class="ActionListWrap QueryBuilder-ListWrap"
+              aria-label="Suggestions"
+              data-action="
+                combobox-commit:query-builder#comboboxCommit
+                mousedown:query-builder#resultsMousedown
+              "
+              data-target="query-builder.resultsList"
+              data-persist-list=false
+              id="query-builder-test-results"
+              tabindex="-1"
+            ></ul>
+
+        </div>
+      <div class="FormControl-inlineValidation" id="validation-15783b47-484a-4899-a63f-f9cba2b4314b" hidden="hidden">
+        <span class="FormControl-inlineValidation--visual">
+          <svg aria-hidden="true" height="12" viewBox="0 0 12 12" version="1.1" width="12" data-view-component="true" class="octicon octicon-alert-fill">
+    <path d="M4.855.708c.5-.896 1.79-.896 2.29 0l4.675 8.351a1.312 1.312 0 0 1-1.146 1.954H1.33A1.313 1.313 0 0 1 .183 9.058ZM7 7V3H5v4Zm-1 3a1 1 0 1 0 0-2 1 1 0 0 0 0 2Z"></path>
+</svg>
+        </span>
+        <span></span>
+</div>    </div>
+    <div data-target="query-builder.screenReaderFeedback" aria-live="polite" aria-atomic="true" class="sr-only"></div>
+</query-builder></form>
+          <div class="d-flex flex-row color-fg-muted tmp-px-3 text-small color-bg-default search-feedback-prompt">
+            <a target="_blank" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax" data-view-component="true" class="Link color-fg-accent text-normal ml-2 tmp-ml-2">Search syntax tips</a>            <div class="d-flex flex-1"></div>
+          </div>
+        </div>
+</div>
+
+    </div>
+</modal-dialog></div>
+  </div>
+  <div data-action="click:qbsearch-input#retract" class="dark-backdrop position-fixed" hidden data-target="qbsearch-input.darkBackdrop"></div>
+  <div class="color-fg-default">
+    
+<dialog-helper>
+  <dialog data-target="qbsearch-input.feedbackDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="feedback-dialog" aria-modal="true" aria-labelledby="feedback-dialog-title" aria-describedby="feedback-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll">
+    <div data-view-component="true" class="Overlay-header">
+  <div class="Overlay-headerContentWrap">
+    <div class="Overlay-titleWrap">
+      <h1 class="Overlay-title " id="feedback-dialog-title">
+        Provide feedback
+      </h1>
+        
+    </div>
+    <div class="Overlay-actionWrap">
+      <button data-close-dialog-id="feedback-dialog" aria-label="Close" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x">
+    <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
+</svg></button>
+    </div>
+  </div>
+  
+</div>
+      <scrollable-region data-labelled-by="feedback-dialog-title">
+        <div data-view-component="true" class="Overlay-body">        <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="code-search-feedback-form" data-turbo="false" action="/search/feedback" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="1Kw8qoNmSvcWsq66zvrKDQESbnfIdwd6llZgO90numtx+GGHeBCzdio3yUiNgvWPf3okyRccvN6EBZ/qHNv9og==" />
+          <p>We read every piece of feedback, and take your input very seriously.</p>
+          <textarea name="feedback" class="form-control width-full mb-2" style="height: 120px" id="feedback"></textarea>
+          <input name="include_email" id="include_email" aria-label="Include my email address so I can be contacted" class="form-control mr-2" type="checkbox">
+          <label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label>
+</form></div>
+      </scrollable-region>
+      <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd">          <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn">    Cancel
+</button>
+          <button form="code-search-feedback-form" data-action="click:qbsearch-input#submitFeedback" type="submit" data-view-component="true" class="btn-primary btn">    Submit feedback
+</button>
+</div>
+</dialog></dialog-helper>
+
+    <custom-scopes data-target="qbsearch-input.customScopesManager">
+    
+<dialog-helper>
+  <dialog data-target="custom-scopes.customScopesModalDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="custom-scopes-dialog" aria-modal="true" aria-labelledby="custom-scopes-dialog-title" aria-describedby="custom-scopes-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll">
+    <div data-view-component="true" class="Overlay-header Overlay-header--divided">
+  <div class="Overlay-headerContentWrap">
+    <div class="Overlay-titleWrap">
+      <h1 class="Overlay-title " id="custom-scopes-dialog-title">
+        Saved searches
+      </h1>
+        <h2 id="custom-scopes-dialog-description" class="Overlay-description">Use saved searches to filter your results more quickly</h2>
+    </div>
+    <div class="Overlay-actionWrap">
+      <button data-close-dialog-id="custom-scopes-dialog" aria-label="Close" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x">
+    <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
+</svg></button>
+    </div>
+  </div>
+  
+</div>
+      <scrollable-region data-labelled-by="custom-scopes-dialog-title">
+        <div data-view-component="true" class="Overlay-body">        <div data-target="custom-scopes.customScopesModalDialogFlash"></div>
+
+        <div hidden class="create-custom-scope-form" data-target="custom-scopes.createCustomScopeForm">
+        <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="custom-scopes-dialog-form" data-turbo="false" action="/search/custom_scopes" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="dgpUW91caiwDWo4tUv7AmePMief5Mf5Rwy0gPrahQqCY4CmPEEwe9vRAYtJyRgS8hZ49DyGzc0tqveHnNl3d6g==" />
+          <div data-target="custom-scopes.customScopesModalDialogFlash"></div>
+
+          <input type="hidden" id="custom_scope_id" name="custom_scope_id" data-target="custom-scopes.customScopesIdField">
+
+          <div class="form-group">
+            <label for="custom_scope_name">Name</label>
+            <auto-check src="/search/custom_scopes/check_name" required>
+              <input
+                type="text"
+                name="custom_scope_name"
+                id="custom_scope_name"
+                data-target="custom-scopes.customScopesNameField"
+                class="form-control"
+                autocomplete="off"
+                placeholder="github-ruby"
+                required
+                maxlength="50">
+              <input type="hidden" data-csrf="true" value="YvjdrTz2A7UO1PuxFllNtPNisO9L3xKdU7RDpyN9131rg9JsqqTNLiHL85yToVh+44+sgYC2AOa7yZtct39liQ==" />
+            </auto-check>
+          </div>
+
+          <div class="form-group">
+            <label for="custom_scope_query">Query</label>
+            <input
+              type="text"
+              name="custom_scope_query"
+              id="custom_scope_query"
+              data-target="custom-scopes.customScopesQueryField"
+              class="form-control"
+              autocomplete="off"
+              placeholder="(repo:mona/a OR repo:mona/b) AND lang:python"
+              required
+              maxlength="500">
+          </div>
+
+          <p class="text-small color-fg-muted">
+            To see all available qualifiers, see our <a class="Link--inTextBlock" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax">documentation</a>.
+          </p>
+</form>        </div>
+
+        <div data-target="custom-scopes.manageCustomScopesForm">
+          <div data-target="custom-scopes.list"></div>
+        </div>
+
+</div>
+      </scrollable-region>
+      <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd Overlay-footer--divided">          <button data-action="click:custom-scopes#customScopesCancel" type="button" data-view-component="true" class="btn">    Cancel
+</button>
+          <button form="custom-scopes-dialog-form" data-action="click:custom-scopes#customScopesSubmit" data-target="custom-scopes.customScopesSubmitButton" type="submit" data-view-component="true" class="btn-primary btn">    Create saved search
+</button>
+</div>
+</dialog></dialog-helper>
+    </custom-scopes>
+  </div>
+</qbsearch-input>
+
+
+            <div class="position-relative HeaderMenu-link-wrap d-lg-inline-block">
+              <a
+                href="/login?return_to=https%3A%2F%2Fgithub.com%2Fgooglefonts%2Froboto-2%2Fblob%2Fmain%2Fsrc%2Fhinted%2FRoboto-Bold.ttf"
+                class="HeaderMenu-link HeaderMenu-link--sign-in HeaderMenu-button flex-shrink-0 no-underline d-none d-lg-inline-flex border border-lg-0 rounded px-2 py-1"
+                style="margin-left: 12px;"
+                data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;site header menu&quot;,&quot;repository_id&quot;:null,&quot;auth_type&quot;:&quot;SIGN_UP&quot;,&quot;originating_url&quot;:&quot;https://github.com/googlefonts/roboto-2/blob/main/src/hinted/Roboto-Bold.ttf&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f30f3f6b73432d44618665a45c61e4b78091f67aa8cf25c1d7a4471d5fb8e74e"
+                data-analytics-event="{&quot;category&quot;:&quot;Marketing nav&quot;,&quot;action&quot;:&quot;click to go to homepage&quot;,&quot;label&quot;:&quot;ref_page:Marketing;ref_cta:Sign in;ref_loc:Header&quot;}"
+              >
+                Sign in
+              </a>
+            </div>
+
+              <a href="/signup?ref_cta=Sign+up&amp;ref_loc=header+logged+out&amp;ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E%2Fblob%2Fshow&amp;source=header-repo&amp;source_repo=googlefonts%2Froboto-2"
+                class="HeaderMenu-link HeaderMenu-link--sign-up HeaderMenu-button flex-shrink-0 d-flex d-lg-inline-flex no-underline border color-border-default rounded px-2 py-1"
+                data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;site header menu&quot;,&quot;repository_id&quot;:null,&quot;auth_type&quot;:&quot;SIGN_UP&quot;,&quot;originating_url&quot;:&quot;https://github.com/googlefonts/roboto-2/blob/main/src/hinted/Roboto-Bold.ttf&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="f30f3f6b73432d44618665a45c61e4b78091f67aa8cf25c1d7a4471d5fb8e74e"
+                data-analytics-event="{&quot;category&quot;:&quot;Sign up&quot;,&quot;action&quot;:&quot;click to sign up for account&quot;,&quot;label&quot;:&quot;ref_page:/&lt;user-name&gt;/&lt;repo-name&gt;/blob/show;ref_cta:Sign up;ref_loc:header logged out&quot;}"
+              >
+                Sign up
+              </a>
+
+                <div class="AppHeader-appearanceSettings">
+    <react-partial-anchor>
+      <button data-target="react-partial-anchor.anchor" id="icon-button-9554791c-fdf6-4921-9078-78df2bc9925c" aria-labelledby="tooltip-488bfed9-8a41-4f14-a865-c060ca5b2897" type="button" disabled="disabled" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium AppHeader-button HeaderMenu-link border cursor-wait">  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-sliders Button-visual">
+    <path d="M15 2.75a.75.75 0 0 1-.75.75h-4a.75.75 0 0 1 0-1.5h4a.75.75 0 0 1 .75.75Zm-8.5.75v1.25a.75.75 0 0 0 1.5 0v-4a.75.75 0 0 0-1.5 0V2H1.75a.75.75 0 0 0 0 1.5H6.5Zm1.25 5.25a.75.75 0 0 0 0-1.5h-6a.75.75 0 0 0 0 1.5h6ZM15 8a.75.75 0 0 1-.75.75H11.5V10a.75.75 0 1 1-1.5 0V6a.75.75 0 0 1 1.5 0v1.25h2.75A.75.75 0 0 1 15 8Zm-9 5.25v-2a.75.75 0 0 0-1.5 0v1.25H1.75a.75.75 0 0 0 0 1.5H4.5v1.25a.75.75 0 0 0 1.5 0v-2Zm9 0a.75.75 0 0 1-.75.75h-6a.75.75 0 0 1 0-1.5h6a.75.75 0 0 1 .75.75Z"></path>
+</svg>
+</button><tool-tip id="tooltip-488bfed9-8a41-4f14-a865-c060ca5b2897" for="icon-button-9554791c-fdf6-4921-9078-78df2bc9925c" popover="manual" data-direction="s" data-type="label" data-view-component="true" class="sr-only position-absolute">Appearance settings</tool-tip>
+
+      <template data-target="react-partial-anchor.template">
+        <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/primer-react-css.8a057b98cd8a150b.module.css" />
+<link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/appearance-settings.fef6f84625f0c138.module.css" />
+
+<react-partial
+  partial-name="appearance-settings"
+  data-ssr="false"
+  data-attempted-ssr="false"
+  data-react-profiling="false"
+>
+  
+  <script type="application/json" data-target="react-partial.embeddedData">{"props":{}}</script>
+  <div data-target="react-partial.reactRoot"></div>
+</react-partial>
+
+
+      </template>
+    </react-partial-anchor>
+  </div>
+
+          <button type="button" class="sr-only js-header-menu-focus-trap d-block d-lg-none">Resetting focus</button>
+        </div>
+      </div>
+    </div>
+  </div>
+</header>
+
+      <div hidden="hidden" data-view-component="true" class="js-stale-session-flash stale-session-flash flash flash-warn flash-full">
+  
+        <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert">
+    <path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path>
+</svg>
+        <span class="js-stale-session-flash-signed-in" hidden>You signed in with another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span>
+        <span class="js-stale-session-flash-signed-out" hidden>You signed out in another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span>
+        <span class="js-stale-session-flash-switched" hidden>You switched accounts on another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span>
+
+    <button id="icon-button-c08a8bed-9d4a-4877-9185-d5f7c1fde0d4" aria-labelledby="tooltip-8d093271-6973-4237-83ac-7ea70e08c588" type="button" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium flash-close js-flash-close">  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x Button-visual">
+    <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
+</svg>
+</button><tool-tip id="tooltip-8d093271-6973-4237-83ac-7ea70e08c588" for="icon-button-c08a8bed-9d4a-4877-9185-d5f7c1fde0d4" popover="manual" data-direction="s" data-type="label" data-view-component="true" class="sr-only position-absolute">Dismiss alert</tool-tip>
+
+
+  
+</div>
+    </div>
+
+  <div id="start-of-content" class="show-on-focus"></div>
+
+
+
+
+
+
+
+
+    <div id="js-flash-container" class="flash-container" data-turbo-replace>
+
+
+
+
+  <template class="js-flash-template">
+    
+<div class="flash flash-full   {{ className }}">
+  <div >
+    <button autofocus class="flash-close js-flash-close" type="button" aria-label="Dismiss this message">
+      <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x">
+    <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
+</svg>
+    </button>
+    <div aria-atomic="true" role="alert" class="js-flash-alert">
+      
+      <div>{{ message }}</div>
+
+    </div>
+  </div>
+</div>
+  </template>
+</div>
+
+
+    
+
+
+
+
+
+
+  <div
+    class="application-main "
+    data-commit-hovercards-enabled
+    data-discussion-hovercards-enabled
+    data-issue-and-pr-hovercards-enabled
+    data-project-hovercards-enabled
+  >
+        <div itemscope itemtype="http://schema.org/SoftwareSourceCode" class="">
+    <main id="js-repo-pjax-container" >
+      
+      
+    
+
+    
+
+      <div class="flash flash-warn flash-full border-top-0 text-center text-bold py-2">
+    This repository was archived by the owner on Apr 1, 2025. It is now read-only.
+  </div>
+
+
+
+
+
+
+  
+
+  <div id="repository-container-header"  class="tmp-pt-3 hide-full-screen" style="background-color: var(--page-header-bgColor, var(--color-page-header-bg));" data-turbo-replace>
+
+      <div class="d-flex flex-nowrap flex-justify-end tmp-mb-3  tmp-px-3 tmp-px-lg-5" style="gap: 1rem;">
+
+        <div class="flex-auto min-width-0 width-fit">
+            
+  <div class=" d-flex flex-wrap flex-items-center wb-break-word f3 text-normal">
+      <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2 tmp-mr-2">
+    <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path>
+</svg>
+    
+    <span class="author flex-self-stretch" itemprop="author">
+      <a class="url fn" rel="author" data-hovercard-type="organization" data-hovercard-url="/orgs/googlefonts/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="/googlefonts">
+        googlefonts
+</a>    </span>
+    <span class="mx-1 flex-self-stretch color-fg-muted">/</span>
+    <strong itemprop="name" class="mr-2 flex-self-stretch">
+      <a data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" href="/googlefonts/roboto-2">roboto-2</a>
+    </strong>
+
+    <span></span><span class="Label Label--attention v-align-middle mr-1">Public archive</span>
+  </div>
+
+
+        </div>
+
+        <div id="repository-details-container" class="flex-shrink-0" data-turbo-replace style="max-width: 70%;">
+            <ul class="pagehead-actions flex-shrink-0 d-none d-md-inline" style="padding: 2px 0;">
+    
+      
+
+  <li>
+            <a href="/login?return_to=%2Fgooglefonts%2Froboto-2" rel="nofollow" id="repository-details-watch-button" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;notification subscription menu watch&quot;,&quot;repository_id&quot;:null,&quot;auth_type&quot;:&quot;LOG_IN&quot;,&quot;originating_url&quot;:&quot;https://github.com/googlefonts/roboto-2/blob/main/src/hinted/Roboto-Bold.ttf&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="b3aed79765d453f76c1444f972d148a710c93d2ebfe1b745ff83793c81e6531e" aria-label="You must be signed in to change notification settings" data-view-component="true" class="btn-sm btn">    <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-bell mr-2 tmp-mr-2">
+    <path d="M8 16a2 2 0 0 0 1.985-1.75c.017-.137-.097-.25-.235-.25h-3.5c-.138 0-.252.113-.235.25A2 2 0 0 0 8 16ZM3 5a5 5 0 0 1 10 0v2.947c0 .05.015.098.042.139l1.703 2.555A1.519 1.519 0 0 1 13.482 13H2.518a1.516 1.516 0 0 1-1.263-2.36l1.703-2.554A.255.255 0 0 0 3 7.947Zm5-3.5A3.5 3.5 0 0 0 4.5 5v2.947c0 .346-.102.683-.294.97l-1.703 2.556a.017.017 0 0 0-.003.01l.001.006c0 .002.002.004.004.006l.006.004.007.001h10.964l.007-.001.006-.004.004-.006.001-.007a.017.017 0 0 0-.003-.01l-1.703-2.554a1.745 1.745 0 0 1-.294-.97V5A3.5 3.5 0 0 0 8 1.5Z"></path>
+</svg>Notifications
+</a>    <tool-tip id="tooltip-afc2a5ee-807a-4d74-9e03-89f3bc582478" for="repository-details-watch-button" popover="manual" data-direction="s" data-type="description" data-view-component="true" class="sr-only position-absolute">You must be signed in to change notification settings</tool-tip>
+
+  </li>
+
+  <li>
+          <a icon="repo-forked" id="fork-button" href="/login?return_to=%2Fgooglefonts%2Froboto-2" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;repo details fork button&quot;,&quot;repository_id&quot;:33761854,&quot;auth_type&quot;:&quot;LOG_IN&quot;,&quot;originating_url&quot;:&quot;https://github.com/googlefonts/roboto-2/blob/main/src/hinted/Roboto-Bold.ttf&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="a757495027849c6df5df1ef18bc9f6580c9bb992abe6cd1483337e31fa043aac" data-view-component="true" class="btn-sm btn">    <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo-forked mr-2 tmp-mr-2">
+    <path d="M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z"></path>
+</svg>Fork
+    <span id="repo-network-counter" data-pjax-replace="true" data-turbo-replace="true" title="307" data-view-component="true" class="Counter">307</span>
+</a>
+  </li>
+
+  <li>
+        <div data-view-component="true" class="BtnGroup d-flex">
+        <a href="/login?return_to=%2Fgooglefonts%2Froboto-2" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star button&quot;,&quot;repository_id&quot;:33761854,&quot;auth_type&quot;:&quot;LOG_IN&quot;,&quot;originating_url&quot;:&quot;https://github.com/googlefonts/roboto-2/blob/main/src/hinted/Roboto-Bold.ttf&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="046cfe03d37c3c7614439aa499b5d4b4360ef014294fe499c5bfbb2c576297fd" aria-label="You must be signed in to star a repository" data-view-component="true" class="tooltipped tooltipped-sw btn-sm btn">    <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star v-align-text-bottom d-inline-block mr-2 tmp-mr-2">
+    <path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path>
+</svg><span data-view-component="true" class="d-inline">
+          Star
+</span>          <span id="repo-stars-counter-star" aria-label="3840 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="3,840" data-view-component="true" class="Counter js-social-count">3.8k</span>
+</a></div>
+  </li>
+
+</ul>
+
+        </div>
+      </div>
+
+        <div id="responsive-meta-container" data-turbo-replace>
+</div>
+
+
+          <nav data-pjax="#js-repo-pjax-container" aria-label="Repository" data-view-component="true" class="js-repo-nav js-sidenav-container-pjax js-responsive-underlinenav overflow-hidden UnderlineNav px-3 tmp-px-3 px-md-4 tmp-px-md-4 px-lg-5 tmp-px-lg-5">
+
+  <ul data-view-component="true" class="UnderlineNav-body list-style-none">
+      <li data-view-component="true" class="d-inline-flex">
+  <a id="code-tab" href="/googlefonts/roboto-2" data-tab-item="i0code-tab" data-selected-links="repo_source repo_downloads repo_commits repo_releases repo_tags repo_branches repo_packages repo_deployments repo_attestations /googlefonts/roboto-2" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" data-hotkey="g c" data-command-id="repositories:go-to-code" data-react-nav="code-view" data-react-nav-anchor="code-view-repo-link" data-analytics-event="{&quot;category&quot;:&quot;Underline navbar&quot;,&quot;action&quot;:&quot;Click tab&quot;,&quot;label&quot;:&quot;Code&quot;,&quot;target&quot;:&quot;UNDERLINE_NAV.TAB&quot;}" aria-current="page" data-view-component="true" class="UnderlineNav-item no-wrap js-responsive-underlinenav-item js-selected-navigation-item selected">
+    
+              <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code UnderlineNav-octicon d-none d-sm-inline">
+    <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path>
+</svg>
+        <span data-content="Code">Code</span>
+          <span id="code-repo-tab-count" data-pjax-replace="" data-turbo-replace="" title="Not available" data-view-component="true" class="Counter"></span>
+
+
+    
+</a></li>
+      <li data-view-component="true" class="d-inline-flex">
+  <a id="issues-tab" href="/googlefonts/roboto-2/issues" data-tab-item="i1issues-tab" data-selected-links="repo_issues repo_labels repo_milestones /googlefonts/roboto-2/issues" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" data-hotkey="g i" data-command-id="repositories:go-to-issues" data-react-nav="issues-react" data-analytics-event="{&quot;category&quot;:&quot;Underline navbar&quot;,&quot;action&quot;:&quot;Click tab&quot;,&quot;label&quot;:&quot;Issues&quot;,&quot;target&quot;:&quot;UNDERLINE_NAV.TAB&quot;}" data-view-component="true" class="UnderlineNav-item no-wrap js-responsive-underlinenav-item js-selected-navigation-item">
+    
+              <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened UnderlineNav-octicon d-none d-sm-inline">
+    <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path>
+</svg>
+        <span data-content="Issues">Issues</span>
+          <span id="issues-repo-tab-count" data-pjax-replace="" data-turbo-replace="" title="156" data-view-component="true" class="Counter">156</span>
+
+
+    
+</a></li>
+      <li data-view-component="true" class="d-inline-flex">
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+              <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-play UnderlineNav-octicon d-none d-sm-inline">
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+        <span data-content="Actions">Actions</span>
+          <span id="actions-repo-tab-count" data-pjax-replace="" data-turbo-replace="" title="Not available" data-view-component="true" class="Counter"></span>
+
+
+    
+</a></li>
+      <li data-view-component="true" class="d-inline-flex">
+  <a id="projects-tab" href="/googlefonts/roboto-2/projects" data-tab-item="i4projects-tab" data-selected-links="repo_projects new_repo_project repo_project /googlefonts/roboto-2/projects" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" data-hotkey="g b" data-command-id="repositories:go-to-projects" data-analytics-event="{&quot;category&quot;:&quot;Underline navbar&quot;,&quot;action&quot;:&quot;Click tab&quot;,&quot;label&quot;:&quot;Projects&quot;,&quot;target&quot;:&quot;UNDERLINE_NAV.TAB&quot;}" data-view-component="true" class="UnderlineNav-item no-wrap js-responsive-underlinenav-item js-selected-navigation-item">
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+</svg>
+        <span data-content="Projects">Projects</span>
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+
+
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+</a></li>
+      <li data-view-component="true" class="d-inline-flex">
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+      <li data-view-component="true" class="d-inline-flex">
+  <a id="insights-tab" href="/googlefonts/roboto-2/pulse" data-tab-item="i6insights-tab" data-selected-links="repo_graphs repo_contributors dependency_graph dependabot_updates pulse people community /googlefonts/roboto-2/pulse" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" data-command-id="repositories:go-to-insights" data-analytics-event="{&quot;category&quot;:&quot;Underline navbar&quot;,&quot;action&quot;:&quot;Click tab&quot;,&quot;label&quot;:&quot;Insights&quot;,&quot;target&quot;:&quot;UNDERLINE_NAV.TAB&quot;}" data-view-component="true" class="UnderlineNav-item no-wrap js-responsive-underlinenav-item js-selected-navigation-item">
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+
+
+    
+</a></li>
+</ul>
+    <div style="visibility:hidden;" data-view-component="true" class="UnderlineNav-actions js-responsive-underlinenav-overflow position-absolute pr-3 tmp-pr-3 pr-md-4 tmp-pr-md-4 pr-lg-5 tmp-pr-lg-5 right-0">      <action-menu data-select-variant="none" data-view-component="true">
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+<anchored-position data-target="action-menu.overlay" id="action-menu-b3f7da11-a232-49d6-8ba4-501fcbf8f3a7-overlay" anchor="action-menu-b3f7da11-a232-49d6-8ba4-501fcbf8f3a7-button" align="start" side="outside-bottom" anchor-offset="normal" popover="auto" data-view-component="true">
+  <div data-view-component="true" class="Overlay Overlay--size-auto">
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+    <ul aria-labelledby="action-menu-b3f7da11-a232-49d6-8ba4-501fcbf8f3a7-button" id="action-menu-b3f7da11-a232-49d6-8ba4-501fcbf8f3a7-list" role="menu" data-view-component="true" class="ActionListWrap--inset ActionListWrap">
+        <li hidden="hidden" data-menu-item="i0code-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem">
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+    
+    <a tabindex="-1" id="item-1d7922c0-b8a7-4f57-bad5-bc3e62a064b8" href="/googlefonts/roboto-2" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16">
+        <span class="ActionListItem-visual ActionListItem-visual--leading">
+          <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code">
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+</svg>
+        </span>
+      
+        <span data-view-component="true" class="ActionListItem-label">
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+        <li hidden="hidden" data-menu-item="i1issues-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem">
+    
+    
+    <a tabindex="-1" id="item-b5e1c5aa-fb3b-452d-a6fa-61b27845a5f3" href="/googlefonts/roboto-2/issues" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16">
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+    <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path>
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+        <span data-view-component="true" class="ActionListItem-label">
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+</li>
+        <li hidden="hidden" data-menu-item="i2pull-requests-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem">
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+    
+    <a tabindex="-1" id="item-389987e6-17d5-401c-b8f9-24f76f1823fb" href="/googlefonts/roboto-2/pulls" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16">
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+      
+        <span data-view-component="true" class="ActionListItem-label">
+          Pull requests
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+</a>
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+</li>
+        <li hidden="hidden" data-menu-item="i3actions-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem">
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+    
+    <a tabindex="-1" id="item-e7a5daa8-97e3-494c-86a4-cff9c02743dc" href="/googlefonts/roboto-2/actions" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16">
+        <span class="ActionListItem-visual ActionListItem-visual--leading">
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+</svg>
+        </span>
+      
+        <span data-view-component="true" class="ActionListItem-label">
+          Actions
+</span>      
+</a>
+  
+</li>
+        <li hidden="hidden" data-menu-item="i4projects-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem">
+    
+    
+    <a tabindex="-1" id="item-7be256ec-1b02-44c4-93a7-eb583afcc6a4" href="/googlefonts/roboto-2/projects" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16">
+        <span class="ActionListItem-visual ActionListItem-visual--leading">
+          <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-table">
+    <path d="M0 1.75C0 .784.784 0 1.75 0h12.5C15.216 0 16 .784 16 1.75v12.5A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25ZM6.5 6.5v8h7.75a.25.25 0 0 0 .25-.25V6.5Zm8-1.5V1.75a.25.25 0 0 0-.25-.25H6.5V5Zm-13 1.5v7.75c0 .138.112.25.25.25H5v-8ZM5 5V1.5H1.75a.25.25 0 0 0-.25.25V5Z"></path>
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+        <span data-view-component="true" class="ActionListItem-label">
+          Projects
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+</li>
+        <li hidden="hidden" data-menu-item="i5security-and-quality-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem">
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+    <a tabindex="-1" id="item-40c0fd4b-9854-48b1-b335-2a98bf4b38b1" href="/googlefonts/roboto-2/security" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16">
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+        <span data-view-component="true" class="ActionListItem-label">
+          Security and quality
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+</a>
+  
+</li>
+        <li hidden="hidden" data-menu-item="i6insights-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem">
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+    
+    <a tabindex="-1" id="item-d594d8fb-cb9d-420e-a6e1-81bed1041366" href="/googlefonts/roboto-2/pulse" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16">
+        <span class="ActionListItem-visual ActionListItem-visual--leading">
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+</svg>
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+      
+        <span data-view-component="true" class="ActionListItem-label">
+          Insights
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+</a>
+  
+</li>
+</ul>    
+</div></action-list>
+
+
+</div>
+      
+</div></anchored-position>  </focus-group>
+</action-menu></div>
+</nav>
+
+  </div>
+  
+
+
+
+<turbo-frame id="repo-content-turbo-frame" target="_top" data-turbo-action="advance" class="">
+    <div id="repo-content-pjax-container" class="repository-content " >
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+
+<react-app
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+  style="display: block; min-height: calc(100vh - 64px);"
+  data-attempted-ssr="true"
+  data-ssr="true"
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+  data-alternate="false"
+  data-data-router-enabled="true"
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4a.75.75 0 0 1 .75.75v2.992l2.028.812a.75.75 0 0 1-.557 1.392l-2.5-1A.751.751 0 0 1 7 8.25v-3.5A.75.75 0 0 1 7.75 4Z"></path></svg></span><span data-component="text" class="prc-Button-Label-FWkx3"><span class="fgColor-default">History</span></span></span></a><div class="d-sm-none"></div><div class="d-flex d-lg-none"><a aria-label="View commit history for this file." href="/googlefonts/roboto-2/commits/main/src/hinted/Roboto-Bold.ttf" class="prc-Button-ButtonBase-9n-Xk LinkButton-module__linkButton__nFnov flex-items-center fgColor-default" data-loading="false" data-size="small" data-variant="invisible" aria-describedby="_R_15lalajal1d_"><span data-component="buttonContent" data-align="center" class="prc-Button-ButtonContent-Iohp5"><span data-component="leadingVisual" class="prc-Button-Visual-YNt2F prc-Button-VisualWrap-E4cnq"><svg aria-hidden="true" focusable="false" class="octicon octicon-history" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="m.427 1.927 1.215 1.215a8.002 8.002 0 1 1-1.6 5.685.75.75 0 1 1 1.493-.154 6.5 6.5 0 1 0 1.18-4.458l1.358 1.358A.25.25 0 0 1 3.896 6H.25A.25.25 0 0 1 0 5.75V2.104a.25.25 0 0 1 .427-.177ZM7.75 4a.75.75 0 0 1 .75.75v2.992l2.028.812a.75.75 0 0 1-.557 1.392l-2.5-1A.751.751 0 0 1 7 8.25v-3.5A.75.75 0 0 1 7.75 4Z"></path></svg></span></span></a><span class="prc-TooltipV2-Tooltip-tLeuB" data-direction="s" role="tooltip" aria-hidden="true" id="_R_15lalajal1d_">History</span></div></div></div></div></div><div class="d-flex flex-row"><div class="container BlobViewContent-module__blobContainer__DtH2d"><div class="react-code-size-details-banner BlobViewContent-module__codeSizeDetails__e5sUw"><div class="react-code-size-details-banner CodeSizeDetails-module__Box__VcD6l"><div class="text-mono CodeSizeDetails-module__Box_1__GVxQL"><span>502 KB</span></div></div></div><div class="react-blob-view-header-sticky 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class="Breadcrumb-module__list__ZH6zr"><li class="Breadcrumb-module__listItem__Ib0x_"><a class="Breadcrumb-module__repoLink__O2Nbs prc-Link-Link-9ZwDx" data-testid="breadcrumbs-repo-link" href="/googlefonts/roboto-2/tree/main" data-discover="true">roboto-2</a></li><li class="Breadcrumb-module__listItem__Ib0x_"><span class="Breadcrumb-module__separator__eNwsI Breadcrumb-module__md__Wb1Gs" aria-hidden="true">/</span><a class="Breadcrumb-module__directoryLink__kQy_t prc-Link-Link-9ZwDx" href="/googlefonts/roboto-2/tree/main/src" data-discover="true">src</a></li><li class="Breadcrumb-module__listItem__Ib0x_"><span class="Breadcrumb-module__separator__eNwsI Breadcrumb-module__md__Wb1Gs" aria-hidden="true">/</span><a class="Breadcrumb-module__directoryLink__kQy_t prc-Link-Link-9ZwDx" href="/googlefonts/roboto-2/tree/main/src/hinted" data-discover="true">hinted</a></li></ol></nav><div data-testid="breadcrumbs-filename" class="Breadcrumb-module__filename__equZR"><span class="Breadcrumb-module__separator__eNwsI Breadcrumb-module__md__Wb1Gs" aria-hidden="true">/</span><h1 class="Breadcrumb-module__filenameHeading__MNMtw Breadcrumb-module__md__Wb1Gs prc-Heading-Heading-MtWFE" tabindex="-1" id="sticky-file-name-id">Roboto-Bold.ttf</h1></div></div></div></div><button type="button" class="prc-Button-ButtonBase-9n-Xk FileNameStickyHeader-module__Button__LSEU_ FileNameStickyHeader-module__GoToTopButton__nxAFn" data-loading="false" data-size="small" data-variant="invisible"><span data-component="buttonContent" data-align="center" class="prc-Button-ButtonContent-Iohp5"><span data-component="leadingVisual" class="prc-Button-Visual-YNt2F prc-Button-VisualWrap-E4cnq"><svg aria-hidden="true" focusable="false" class="octicon octicon-arrow-up" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.47 7.78a.75.75 0 0 1 0-1.06l4.25-4.25a.75.75 0 0 1 1.06 0l4.25 4.25a.751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018L9 4.81v7.44a.75.75 0 0 1-1.5 0V4.81L4.53 7.78a.75.75 0 0 1-1.06 0Z"></path></svg></span><span data-component="text" class="prc-Button-Label-FWkx3">Top</span></span></button></div></div></div><div class="BlobViewHeader-module__Box_1__VEmuQ"><h2 class="sr-only ScreenReaderHeading-module__userSelectNone__rwWIk prc-Heading-Heading-MtWFE" data-testid="screen-reader-heading">File metadata and controls</h2><div class="BlobViewHeader-module__Box_2__icUs2"><ul aria-label="File view" class="prc-SegmentedControl-SegmentedControl-lqIXp BlobTabButtons-module__SegmentedControl__jen2u" data-variant="default" data-size="small"><li class="prc-SegmentedControl-Item-tSCQh" data-selected=""><button aria-current="true" class="prc-SegmentedControl-Button-E48xz" type="button" style="--separator-color:transparent"><span class="prc-SegmentedControl-Content-1COlk segmentedControl-content"><div class="prc-SegmentedControl-Text-7S2y2 segmentedControl-text" data-text="Code">Code</div></span></button></li><li class="prc-SegmentedControl-Item-tSCQh"><button aria-current="false" class="prc-SegmentedControl-Button-E48xz" type="button" style="--separator-color:var(--borderColor-default)"><span class="prc-SegmentedControl-Content-1COlk segmentedControl-content"><div class="prc-SegmentedControl-Text-7S2y2 segmentedControl-text" data-text="Blame">Blame</div></span></button></li></ul><div class="d-none"></div><div class="react-code-size-details-in-header CodeSizeDetails-module__Box__VcD6l"><div class="text-mono CodeSizeDetails-module__Box_1__GVxQL"><span>502 KB</span></div></div></div><div class="BlobViewHeader-module__Box_3__ng6v2"><div class="d-none"></div><div class="react-blob-header-edit-and-raw-actions BlobViewHeader-module__Box_4__J4Y4W"><div class="d-none"></div><div class="prc-ButtonGroup-ButtonGroup-vFUrY"><div><a href="https://github.com/googlefonts/roboto-2/raw/refs/heads/main/src/hinted/Roboto-Bold.ttf" download="true" 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+          <footer class="footer tmp-pt-7 tmp-pb-6 f6 color-fg-muted color-border-subtle p-responsive" role="contentinfo" >
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+  <div class="d-flex flex-justify-center flex-items-center flex-column-reverse flex-lg-row flex-wrap flex-lg-nowrap">
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+      <h3 class="sr-only" id="sr-footer-heading">Footer navigation</h3>
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+      <ul class="list-style-none d-flex flex-justify-center flex-wrap mb-2 mb-lg-0" aria-labelledby="sr-footer-heading">
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+    <button
+      type="button"
+      class="Link--secondary underline-on-hover border-0 p-0 color-bg-transparent"
+      data-action="click:cookie-consent-link#showConsentManagement"
+      data-analytics-event="{&quot;location&quot;:&quot;footer&quot;,&quot;action&quot;:&quot;cookies&quot;,&quot;context&quot;:&quot;subfooter&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;cookies_link_subfooter_footer&quot;}"
+    >
+       Manage cookies
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+  <cookie-consent-link>
+    <button
+      type="button"
+      class="Link--secondary underline-on-hover border-0 p-0 color-bg-transparent text-left"
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+</button><tool-tip id="tooltip-f4218a54-7fdf-4173-a3a0-5e9e26722771" for="icon-button-6e87b6f0-e385-4c7f-9dc0-528ce3ceab0b" popover="manual" data-direction="s" data-type="label" data-view-component="true" class="sr-only position-absolute">Appearance settings</tool-tip>
+
+      <template data-target="react-partial-anchor.template">
+        <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/primer-react-css.8a057b98cd8a150b.module.css" />
+<link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/appearance-settings.fef6f84625f0c138.module.css" />
+
+<react-partial
+  partial-name="appearance-settings"
+  data-ssr="false"
+  data-attempted-ssr="false"
+  data-react-profiling="false"
+>
+  
+  <script type="application/json" data-target="react-partial.embeddedData">{"props":{}}</script>
+  <div data-target="react-partial.reactRoot"></div>
+</react-partial>
+
+
+      </template>
+    </react-partial-anchor>
+  </div>
+
+      </div>
+    </div>
+
+
+    <div class="HeaderMenu js-header-menu height-fit position-lg-relative d-lg-flex flex-column flex-auto top-0">
+      <div class="HeaderMenu-wrapper d-flex flex-column flex-self-start flex-lg-row flex-auto rounded rounded-lg-0">
+            <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/primer-react-css.8a057b98cd8a150b.module.css" />
+<link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/marketing-navigation.e73a9c6ad3677d4a.module.css" />
+
+<react-partial
+  partial-name="marketing-navigation"
+  data-ssr="true"
+  data-attempted-ssr="true"
+  data-react-profiling="false"
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+  
+  <script type="application/json" data-target="react-partial.embeddedData">{"props":{"should_use_dotcom_links":true}}</script>
+  <div data-target="react-partial.reactRoot"><nav class="MarketingNavigation-module__nav__W0KYY" aria-label="Global"><ul class="MarketingNavigation-module__list__tFbMb"><li><div class="NavDropdown-module__container__l2YeI js-details-container js-header-menu-item"><button type="button" class="NavDropdown-module__button__PEHWX js-details-target" aria-expanded="false">Platform<svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></button><div class="NavDropdown-module__dropdown__xm1jd"><ul class="NavDropdown-module__list__zuCgG"><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">AI CODE CREATION</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/features/copilot" data-analytics-event="{&quot;action&quot;:&quot;github_copilot&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_copilot_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-copilot NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M23.922 16.992c-.861 1.495-5.859 5.023-11.922 5.023-6.063 0-11.061-3.528-11.922-5.023A.641.641 0 0 1 0 16.736v-2.869a.841.841 0 0 1 .053-.22c.372-.935 1.347-2.292 2.605-2.656.167-.429.414-1.055.644-1.517a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.499 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0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 2.344-.938.475-.584.742-1.44.878-2.497Z"></path><path d="M14.5 14.25a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Zm-5 0a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Z"></path></svg><span class="NavLink-module__title__Q7t0p">GitHub Copilot</span><span class="NavLink-module__subtitle__X4gkW">Write better code with AI</span></div></a></li><li><a href="https://github.com/features/spark" data-analytics-event="{&quot;action&quot;:&quot;github_spark&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_spark_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-sparkle-fill NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M11.296 1.924c.24-.656 1.168-.656 1.408 0l.717 1.958a11.25 11.25 0 0 0 6.697 6.697l1.958.717c.657.24.657 1.168 0 1.408l-1.958.717a11.25 11.25 0 0 0-6.697 6.697l-.717 1.958c-.24.657-1.168.657-1.408 0l-.717-1.958a11.25 11.25 0 0 0-6.697-6.697l-1.958-.717c-.656-.24-.656-1.168 0-1.408l1.958-.717a11.25 11.25 0 0 0 6.697-6.697l.717-1.958Z"></path></svg><span class="NavLink-module__title__Q7t0p">GitHub Spark</span><span class="NavLink-module__subtitle__X4gkW">Build and deploy intelligent apps</span></div></a></li><li><a href="https://github.com/features/models" 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href="https://github.com/features/actions" data-analytics-event="{&quot;action&quot;:&quot;actions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;actions_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-workflow NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M1 3a2 2 0 0 1 2-2h6.5a2 2 0 0 1 2 2v6.5a2 2 0 0 1-2 2H7v4.063C7 16.355 7.644 17 8.438 17H12.5v-2.5a2 2 0 0 1 2-2H21a2 2 0 0 1 2 2V21a2 2 0 0 1-2 2h-6.5a2 2 0 0 1-2-2v-2.5H8.437A2.939 2.939 0 0 1 5.5 15.562V11.5H3a2 2 0 0 1-2-2Zm2-.5a.5.5 0 0 0-.5.5v6.5a.5.5 0 0 0 .5.5h6.5a.5.5 0 0 0 .5-.5V3a.5.5 0 0 0-.5-.5ZM14.5 14a.5.5 0 0 0-.5.5V21a.5.5 0 0 0 .5.5H21a.5.5 0 0 0 .5-.5v-6.5a.5.5 0 0 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0 1-1.75 1.75H3.25a1.75 1.75 0 0 1-1.75-1.75ZM5.25 3.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h13.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Zm-2 12a.25.25 0 0 0-.25.25v4c0 .138.112.25.25.25h17.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25Z"></path><path d="M10 17.75a.75.75 0 0 1 .75-.75h6.5a.75.75 0 0 1 0 1.5h-6.5a.75.75 0 0 1-.75-.75Zm-4 0a.75.75 0 0 1 .75-.75h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1-.75-.75Z"></path></svg><span class="NavLink-module__title__Q7t0p">Codespaces</span><span class="NavLink-module__subtitle__X4gkW">Instant dev environments</span></div></a></li><li><a href="https://github.com/features/issues" data-analytics-event="{&quot;action&quot;:&quot;issues&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;issues_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-issue-opened NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M12 1c6.075 0 11 4.925 11 11s-4.925 11-11 11S1 18.075 1 12 5.925 1 12 1ZM2.5 12a9.5 9.5 0 0 0 9.5 9.5 9.5 9.5 0 0 0 9.5-9.5A9.5 9.5 0 0 0 12 2.5 9.5 9.5 0 0 0 2.5 12Zm9.5 2a2 2 0 1 1-.001-3.999A2 2 0 0 1 12 14Z"></path></svg><span class="NavLink-module__title__Q7t0p">Issues</span><span class="NavLink-module__subtitle__X4gkW">Plan and track work</span></div></a></li><li><a href="https://github.com/features/code-review" data-analytics-event="{&quot;action&quot;:&quot;code_review&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;code_review_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-code NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M15.22 4.97a.75.75 0 0 1 1.06 0l6.5 6.5a.75.75 0 0 1 0 1.06l-6.5 6.5a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L21.19 12l-5.97-5.97a.75.75 0 0 1 0-1.06Zm-6.44 0a.75.75 0 0 1 0 1.06L2.81 12l5.97 5.97a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215l-6.5-6.5a.75.75 0 0 1 0-1.06l6.5-6.5a.75.75 0 0 1 1.06 0Z"></path></svg><span class="NavLink-module__title__Q7t0p">Code Review</span><span class="NavLink-module__subtitle__X4gkW">Manage code changes</span></div></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">APPLICATION SECURITY</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/security/advanced-security" data-analytics-event="{&quot;action&quot;:&quot;github_advanced_security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_advanced_security_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-shield-check NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M16.53 9.78a.75.75 0 0 0-1.06-1.06L11 13.19l-1.97-1.97a.75.75 0 0 0-1.06 1.06l2.5 2.5a.75.75 0 0 0 1.06 0l5-5Z"></path><path d="m12.54.637 8.25 2.675A1.75 1.75 0 0 1 22 4.976V10c0 6.19-3.771 10.704-9.401 12.83a1.704 1.704 0 0 1-1.198 0C5.77 20.705 2 16.19 2 10V4.976c0-.758.489-1.43 1.21-1.664L11.46.637a1.748 1.748 0 0 1 1.08 0Zm-.617 1.426-8.25 2.676a.249.249 0 0 0-.173.237V10c0 5.46 3.28 9.483 8.43 11.426a.199.199 0 0 0 .14 0C17.22 19.483 20.5 15.461 20.5 10V4.976a.25.25 0 0 0-.173-.237l-8.25-2.676a.253.253 0 0 0-.154 0Z"></path></svg><span class="NavLink-module__title__Q7t0p">GitHub Advanced Security</span><span class="NavLink-module__subtitle__X4gkW">Find and fix vulnerabilities</span></div></a></li><li><a href="https://github.com/security/advanced-security/code-security" data-analytics-event="{&quot;action&quot;:&quot;code_security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;code_security_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-code-square NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M10.3 8.24a.75.75 0 0 1-.04 1.06L7.352 12l2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M2 3.75C2 2.784 2.784 2 3.75 2h16.5c.966 0 1.75.784 1.75 1.75v16.5A1.75 1.75 0 0 1 20.25 22H3.75A1.75 1.75 0 0 1 2 20.25Zm1.75-.25a.25.25 0 0 0-.25.25v16.5c0 .138.112.25.25.25h16.5a.25.25 0 0 0 .25-.25V3.75a.25.25 0 0 0-.25-.25Z"></path></svg><span class="NavLink-module__title__Q7t0p">Code security</span><span class="NavLink-module__subtitle__X4gkW">Secure your code as you build</span></div></a></li><li><a href="https://github.com/security/advanced-security/secret-protection" data-analytics-event="{&quot;action&quot;:&quot;secret_protection&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;secret_protection_link_platform_navbar&quot;}" 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class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/why-github" data-analytics-event="{&quot;action&quot;:&quot;why_github&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;why_github_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Why GitHub</span></a></li><li><a href="https://docs.github.com" data-analytics-event="{&quot;action&quot;:&quot;documentation&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;documentation_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4" target="_blank" rel="noreferrer"><span class="NavLink-module__title__Q7t0p">Documentation</span><svg aria-hidden="true" focusable="false" class="octicon octicon-link-external NavLink-module__externalIcon__eWIry" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path></svg></a></li><li><a href="https://github.blog" data-analytics-event="{&quot;action&quot;:&quot;blog&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;blog_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4" target="_blank" rel="noreferrer"><span class="NavLink-module__title__Q7t0p">Blog</span><svg aria-hidden="true" focusable="false" class="octicon octicon-link-external NavLink-module__externalIcon__eWIry" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path></svg></a></li><li><a href="https://github.blog/changelog" data-analytics-event="{&quot;action&quot;:&quot;changelog&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;changelog_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4" target="_blank" rel="noreferrer"><span class="NavLink-module__title__Q7t0p">Changelog</span><svg aria-hidden="true" focusable="false" class="octicon octicon-link-external NavLink-module__externalIcon__eWIry" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path></svg></a></li><li><a href="https://github.com/marketplace" data-analytics-event="{&quot;action&quot;:&quot;marketplace&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;marketplace_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Marketplace</span></a></li></ul></div></li></ul><div class="NavDropdown-module__trailingLinkContainer__VgJGL"><a href="https://github.com/features" data-analytics-event="{&quot;action&quot;:&quot;view_all_features&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_features_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">View all features</span><svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavLink-module__arrowIcon__amekg" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></a></div></div></div></li><li><div class="NavDropdown-module__container__l2YeI js-details-container js-header-menu-item"><button type="button" class="NavDropdown-module__button__PEHWX js-details-target" aria-expanded="false">Solutions<svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></button><div class="NavDropdown-module__dropdown__xm1jd"><ul class="NavDropdown-module__list__zuCgG"><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">BY COMPANY SIZE</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/enterprise" data-analytics-event="{&quot;action&quot;:&quot;enterprises&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;enterprises_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Enterprises</span></a></li><li><a href="https://github.com/team" data-analytics-event="{&quot;action&quot;:&quot;small_and_medium_teams&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;small_and_medium_teams_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Small and medium teams</span></a></li><li><a href="https://github.com/enterprise/startups" data-analytics-event="{&quot;action&quot;:&quot;startups&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;startups_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Startups</span></a></li><li><a href="https://github.com/solutions/industry/nonprofits" data-analytics-event="{&quot;action&quot;:&quot;nonprofits&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;nonprofits_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Nonprofits</span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">BY USE CASE</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/solutions/use-case/app-modernization" data-analytics-event="{&quot;action&quot;:&quot;app_modernization&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;app_modernization_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">App Modernization</span></a></li><li><a href="https://github.com/solutions/use-case/devsecops" data-analytics-event="{&quot;action&quot;:&quot;devsecops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devsecops_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">DevSecOps</span></a></li><li><a href="https://github.com/solutions/use-case/devops" data-analytics-event="{&quot;action&quot;:&quot;devops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devops_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">DevOps</span></a></li><li><a href="https://github.com/solutions/use-case/ci-cd" data-analytics-event="{&quot;action&quot;:&quot;ci/cd&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;ci/cd_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">CI/CD</span></a></li><li><a href="https://github.com/solutions/use-case" data-analytics-event="{&quot;action&quot;:&quot;view_all_use_cases&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_use_cases_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">View all use cases</span><svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavLink-module__arrowIcon__amekg" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">BY INDUSTRY</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/solutions/industry/healthcare" data-analytics-event="{&quot;action&quot;:&quot;healthcare&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;healthcare_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Healthcare</span></a></li><li><a href="https://github.com/solutions/industry/financial-services" data-analytics-event="{&quot;action&quot;:&quot;financial_services&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;financial_services_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Financial services</span></a></li><li><a href="https://github.com/solutions/industry/manufacturing" data-analytics-event="{&quot;action&quot;:&quot;manufacturing&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;manufacturing_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Manufacturing</span></a></li><li><a href="https://github.com/solutions/industry/government" data-analytics-event="{&quot;action&quot;:&quot;government&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;government_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Government</span></a></li><li><a href="https://github.com/solutions/industry" data-analytics-event="{&quot;action&quot;:&quot;view_all_industries&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_industries_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">View all industries</span><svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavLink-module__arrowIcon__amekg" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></a></li></ul></div></li></ul><div class="NavDropdown-module__trailingLinkContainer__VgJGL"><a href="https://github.com/solutions" data-analytics-event="{&quot;action&quot;:&quot;view_all_solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_solutions_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">View all solutions</span><svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavLink-module__arrowIcon__amekg" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></a></div></div></div></li><li><div class="NavDropdown-module__container__l2YeI js-details-container js-header-menu-item"><button type="button" class="NavDropdown-module__button__PEHWX js-details-target" aria-expanded="false">Resources<svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></button><div class="NavDropdown-module__dropdown__xm1jd"><ul class="NavDropdown-module__list__zuCgG"><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">EXPLORE BY TOPIC</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/resources/articles?topic=ai" data-analytics-event="{&quot;action&quot;:&quot;ai&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;ai_link_resources_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">AI</span></a></li><li><a href="https://github.com/resources/articles?topic=software-development" data-analytics-event="{&quot;action&quot;:&quot;software_development&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;software_development_link_resources_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Software Development</span></a></li><li><a href="https://github.com/resources/articles?topic=devops" data-analytics-event="{&quot;action&quot;:&quot;devops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devops_link_resources_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">DevOps</span></a></li><li><a href="https://github.com/resources/articles?topic=security" data-analytics-event="{&quot;action&quot;:&quot;security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;security_link_resources_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Security</span></a></li><li><a href="https://github.com/resources/articles" data-analytics-event="{&quot;action&quot;:&quot;view_all_topics&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_topics_link_resources_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">View all topics</span><svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavLink-module__arrowIcon__amekg" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">EXPLORE BY TYPE</span><ul class="NavGroup-module__list__UCOFy"><li><a 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data-analytics-event="{&quot;action&quot;:&quot;view_all_resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_resources_link_resources_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">View all resources</span><svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavLink-module__arrowIcon__amekg" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></a></div></div></div></li><li><div class="NavDropdown-module__container__l2YeI js-details-container js-header-menu-item"><button type="button" class="NavDropdown-module__button__PEHWX js-details-target" aria-expanded="false">Open Source<svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></button><div class="NavDropdown-module__dropdown__xm1jd"><ul class="NavDropdown-module__list__zuCgG"><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">COMMUNITY</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/sponsors" data-analytics-event="{&quot;action&quot;:&quot;github_sponsors&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_sponsors_link_open_source_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-sponsor-tiers NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M16.004 1.25C18.311 1.25 20 3.128 20 5.75c0 2.292-1.23 4.464-3.295 6.485-.481.47-.98.909-1.482 1.31l.265 1.32 1.375 7.5a.75.75 0 0 1-.982.844l-3.512-1.207a.75.75 0 0 0-.488 0L8.37 23.209a.75.75 0 0 1-.982-.844l1.378-7.512.261-1.309c-.5-.4-1-.838-1.481-1.31C5.479 10.215 4.25 8.043 4.25 5.75c0-2.622 1.689-4.5 3.996-4.5 1.55 0 2.947.752 3.832 1.967l.047.067.047-.067a4.726 4.726 0 0 1 3.612-1.962l.22-.005ZM13.89 14.531c-.418.285-.828.542-1.218.77l-.18.103a.75.75 0 0 1-.734 0l-.071-.04-.46-.272c-.282-.173-.573-.36-.868-.562l-.121.605-1.145 6.239 2.3-.79a2.248 2.248 0 0 1 1.284-.054l.18.053 2.299.79-1.141-6.226-.125-.616ZM16.004 2.75c-1.464 0-2.731.983-3.159 2.459-.209.721-1.231.721-1.44 0-.428-1.476-1.695-2.459-3.16-2.459-1.44 0-2.495 1.173-2.495 3 0 1.811 1.039 3.647 2.844 5.412a19.624 19.624 0 0 0 3.734 2.84l-.019-.011-.184-.111.147-.088a19.81 19.81 0 0 0 3.015-2.278l.37-.352C17.46 9.397 18.5 7.561 18.5 5.75c0-1.827-1.055-3-2.496-3Z"></path></svg><span class="NavLink-module__title__Q7t0p">GitHub Sponsors</span><span class="NavLink-module__subtitle__X4gkW">Fund open source developers</span></div></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">PROGRAMS</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://securitylab.github.com" data-analytics-event="{&quot;action&quot;:&quot;security_lab&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;security_lab_link_open_source_navbar&quot;}" class="NavLink-module__link__EG3d4" target="_blank" rel="noreferrer"><span class="NavLink-module__title__Q7t0p">Security Lab</span><svg aria-hidden="true" focusable="false" class="octicon octicon-link-external NavLink-module__externalIcon__eWIry" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 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class="NavLink-module__title__Q7t0p">GitHub Stars</span><svg aria-hidden="true" focusable="false" class="octicon octicon-link-external NavLink-module__externalIcon__eWIry" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path></svg></a></li><li><a href="https://archiveprogram.github.com" data-analytics-event="{&quot;action&quot;:&quot;archive_program&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;archive_program_link_open_source_navbar&quot;}" class="NavLink-module__link__EG3d4" target="_blank" rel="noreferrer"><span class="NavLink-module__title__Q7t0p">Archive Program</span><svg aria-hidden="true" focusable="false" class="octicon octicon-link-external NavLink-module__externalIcon__eWIry" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 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class="NavLink-module__title__Q7t0p">Trending</span></a></li><li><a href="https://github.com/collections" data-analytics-event="{&quot;action&quot;:&quot;collections&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;collections_link_open_source_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Collections</span></a></li></ul></div></li></ul></div></div></li><li><div class="NavDropdown-module__container__l2YeI js-details-container js-header-menu-item"><button type="button" class="NavDropdown-module__button__PEHWX js-details-target" aria-expanded="false">Enterprise<svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></button><div class="NavDropdown-module__dropdown__xm1jd"><ul class="NavDropdown-module__list__zuCgG"><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">ENTERPRISE SOLUTIONS</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/enterprise" data-analytics-event="{&quot;action&quot;:&quot;enterprise_platform&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;enterprise_platform_link_enterprise_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-stack NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M11.063 1.456a1.749 1.749 0 0 1 1.874 0l8.383 5.316a1.751 1.751 0 0 1 0 2.956l-8.383 5.316a1.749 1.749 0 0 1-1.874 0L2.68 9.728a1.751 1.751 0 0 1 0-2.956Zm1.071 1.267a.25.25 0 0 0-.268 0L3.483 8.039a.25.25 0 0 0 0 .422l8.383 5.316a.25.25 0 0 0 .268 0l8.383-5.316a.25.25 0 0 0 0-.422Z"></path><path d="M1.867 12.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path><path d="M1.867 16.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path></svg><span class="NavLink-module__title__Q7t0p">Enterprise platform</span><span class="NavLink-module__subtitle__X4gkW">AI-powered developer platform</span></div></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">AVAILABLE ADD-ONS</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/security/advanced-security" data-analytics-event="{&quot;action&quot;:&quot;github_advanced_security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_advanced_security_link_enterprise_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-shield-check NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M16.53 9.78a.75.75 0 0 0-1.06-1.06L11 13.19l-1.97-1.97a.75.75 0 0 0-1.06 1.06l2.5 2.5a.75.75 0 0 0 1.06 0l5-5Z"></path><path d="m12.54.637 8.25 2.675A1.75 1.75 0 0 1 22 4.976V10c0 6.19-3.771 10.704-9.401 12.83a1.704 1.704 0 0 1-1.198 0C5.77 20.705 2 16.19 2 10V4.976c0-.758.489-1.43 1.21-1.664L11.46.637a1.748 1.748 0 0 1 1.08 0Zm-.617 1.426-8.25 2.676a.249.249 0 0 0-.173.237V10c0 5.46 3.28 9.483 8.43 11.426a.199.199 0 0 0 .14 0C17.22 19.483 20.5 15.461 20.5 10V4.976a.25.25 0 0 0-.173-.237l-8.25-2.676a.253.253 0 0 0-.154 0Z"></path></svg><span class="NavLink-module__title__Q7t0p">GitHub Advanced Security</span><span class="NavLink-module__subtitle__X4gkW">Enterprise-grade security features</span></div></a></li><li><a href="https://github.com/features/copilot/copilot-business" data-analytics-event="{&quot;action&quot;:&quot;copilot_for_business&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;copilot_for_business_link_enterprise_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-copilot NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M23.922 16.992c-.861 1.495-5.859 5.023-11.922 5.023-6.063 0-11.061-3.528-11.922-5.023A.641.641 0 0 1 0 16.736v-2.869a.841.841 0 0 1 .053-.22c.372-.935 1.347-2.292 2.605-2.656.167-.429.414-1.055.644-1.517a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.499 1.132-3.368.397-.406.89-.717 1.474-.952 1.399-1.136 3.392-2.093 6.122-2.093 2.731 0 4.767.957 6.166 2.093.584.235 1.077.546 1.474.952.85.869 1.132 2.037 1.132 3.368 0 .368-.014.733-.052 1.086.23.462.477 1.088.644 1.517 1.258.364 2.233 1.721 2.605 2.656a.832.832 0 0 1 .053.22v2.869a.641.641 0 0 1-.078.256ZM12.172 11h-.344a4.323 4.323 0 0 1-.355.508C10.703 12.455 9.555 13 7.965 13c-1.725 0-2.989-.359-3.782-1.259a2.005 2.005 0 0 1-.085-.104L4 11.741v6.585c1.435.779 4.514 2.179 8 2.179 3.486 0 6.565-1.4 8-2.179v-6.585l-.098-.104s-.033.045-.085.104c-.793.9-2.057 1.259-3.782 1.259-1.59 0-2.738-.545-3.508-1.492a4.323 4.323 0 0 1-.355-.508h-.016.016Zm.641-2.935c.136 1.057.403 1.913.878 2.497.442.544 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.15.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.319-.862-2.824-1.025-1.487-.161-2.192.138-2.533.529-.269.307-.437.808-.438 1.578v.021c0 .265.021.562.063.893Zm-1.626 0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 2.344-.938.475-.584.742-1.44.878-2.497Z"></path><path d="M14.5 14.25a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Zm-5 0a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Z"></path></svg><span class="NavLink-module__title__Q7t0p">Copilot for Business</span><span class="NavLink-module__subtitle__X4gkW">Enterprise-grade AI features</span></div></a></li><li><a href="https://github.com/premium-support" data-analytics-event="{&quot;action&quot;:&quot;premium_support&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;premium_support_link_enterprise_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-comment-discussion NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 14.25 14H8.061l-2.574 2.573A1.458 1.458 0 0 1 3 15.543V14H1.75A1.75 1.75 0 0 1 0 12.25v-9.5C0 1.784.784 1 1.75 1ZM1.5 2.75v9.5c0 .138.112.25.25.25h2a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h6.5a.25.25 0 0 0 .25-.25v-9.5a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25Z"></path><path d="M22.5 8.75a.25.25 0 0 0-.25-.25h-3.5a.75.75 0 0 1 0-1.5h3.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 22.25 20H21v1.543a1.457 1.457 0 0 1-2.487 1.03L15.939 20H10.75A1.75 1.75 0 0 1 9 18.25v-1.465a.75.75 0 0 1 1.5 0v1.465c0 .138.112.25.25.25h5.5a.75.75 0 0 1 .53.22l2.72 2.72v-2.19a.75.75 0 0 1 .75-.75h2a.25.25 0 0 0 .25-.25v-9.5Z"></path></svg><span class="NavLink-module__title__Q7t0p">Premium Support</span><span class="NavLink-module__subtitle__X4gkW">Enterprise-grade 24/7 support</span></div></a></li></ul></div></li></ul></div></div></li><li><a href="https://github.com/pricing" data-analytics-event="{&quot;action&quot;:&quot;pricing&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;pricing&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;pricing_link_pricing_navbar&quot;}" class="NavLink-module__link__EG3d4 MarketingNavigation-module__navLink__hUomM"><span class="NavLink-module__title__Q7t0p">Pricing</span></a></li></ul></nav><script type="application/json" id="__PRIMER_DATA__R_0___">{"resolvedServerColorMode":"day"}</script></div>
+</react-partial>
+
+
+
+        <div class="d-flex flex-column flex-lg-row width-full flex-justify-end flex-lg-items-center text-center tmp-mt-3 tmp-mt-lg-0 text-lg-left tmp-ml-lg-3">
+                
+
+
+<qbsearch-input class="search-input" data-scope="repo:googlefonts/roboto-2" data-custom-scopes-path="/search/custom_scopes" data-delete-custom-scopes-csrf="y5Kd7Q_gWBkN5oGd7B8lkL6BDySdX2PCyYmFCRA3WR1x_1kcJXtBSlxXYgBvVEF7w9mnW8UZcP8PtRDUQNGMag" data-max-custom-scopes="10" data-header-redesign-enabled="false" data-initial-value="" data-blackbird-suggestions-path="/search/suggestions" data-jump-to-suggestions-path="/_graphql/GetSuggestedNavigationDestinations" data-current-repository="googlefonts/roboto-2" data-current-org="googlefonts" data-current-owner="" data-logged-in="false" data-copilot-chat-enabled="false" data-nl-search-enabled="false" data-retain-scroll-position="true">
+  <div
+    class="search-input-container search-with-dialog position-relative d-flex flex-row flex-items-center tmp-mr-4 rounded"
+    data-action="click:qbsearch-input#searchInputContainerClicked"
+  >
+      <button
+        type="button"
+        class="header-search-button placeholder  input-button form-control d-flex flex-1 flex-self-stretch flex-items-center no-wrap width-full py-0 pl-2 pr-0 text-left border-0 box-shadow-none"
+        data-target="qbsearch-input.inputButton"
+        aria-label="Search or jump to…"
+        aria-haspopup="dialog"
+        placeholder="Search or jump to..."
+        data-hotkey=s,/
+        autocapitalize="off"
+        data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;searchbar&quot;,&quot;context&quot;:&quot;global&quot;,&quot;tag&quot;:&quot;input&quot;,&quot;label&quot;:&quot;searchbar_input_global_navbar&quot;}"
+        data-action="click:qbsearch-input#handleExpand"
+      >
+        <div class="mr-2 color-fg-muted">
+          <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search">
+    <path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path>
+</svg>
+        </div>
+        <span class="flex-1" data-target="qbsearch-input.inputButtonText">Search or jump to...</span>
+          <div class="d-flex" data-target="qbsearch-input.hotkeyIndicator">
+            <svg xmlns="http://www.w3.org/2000/svg" width="22" height="20" aria-hidden="true" class="mr-1"><path fill="none" stroke="#979A9C" opacity=".4" d="M3.5.5h12c1.7 0 3 1.3 3 3v13c0 1.7-1.3 3-3 3h-12c-1.7 0-3-1.3-3-3v-13c0-1.7 1.3-3 3-3z"></path><path fill="#979A9C" d="M11.8 6L8 15.1h-.9L10.8 6h1z"></path></svg>
+          </div>
+      </button>
+
+    <input type="hidden" name="type" class="js-site-search-type-field">
+
+    
+<div class="Overlay--hidden " data-modal-dialog-overlay>
+  <modal-dialog data-action="close:qbsearch-input#handleClose cancel:qbsearch-input#handleClose" data-target="qbsearch-input.searchSuggestionsDialog" role="dialog" id="search-suggestions-dialog" aria-modal="true" aria-labelledby="search-suggestions-dialog-header" data-view-component="true" class="Overlay Overlay--width-large Overlay--height-auto">
+      <h1 id="search-suggestions-dialog-header" class="sr-only">Search code, repositories, users, issues, pull requests...</h1>
+    <div class="Overlay-body Overlay-body--paddingNone">
+      
+          <div data-view-component="true">        <div class="search-suggestions position-fixed width-full color-shadow-large border color-fg-default color-bg-default overflow-hidden d-flex flex-column query-builder-container"
+          style="border-radius: 12px;"
+          data-target="qbsearch-input.queryBuilderContainer"
+          hidden
+        >
+          <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="query-builder-test-form" action="" accept-charset="UTF-8" method="get">
+  <query-builder data-target="qbsearch-input.queryBuilder" id="query-builder-query-builder-test" data-filter-key=":" data-view-component="true" class="QueryBuilder search-query-builder">
+    <div class="FormControl FormControl--fullWidth">
+      <label id="query-builder-test-label" for="query-builder-test" class="FormControl-label sr-only">
+        Search
+      </label>
+      <div
+        class="QueryBuilder-StyledInput width-fit "
+        data-target="query-builder.styledInput"
+      >
+          <span id="query-builder-test-leadingvisual-wrap" class="FormControl-input-leadingVisualWrap QueryBuilder-leadingVisualWrap">
+            <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search FormControl-input-leadingVisual">
+    <path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path>
+</svg>
+          </span>
+        <div data-target="query-builder.styledInputContainer" class="QueryBuilder-StyledInputContainer">
+          <div
+            aria-hidden="true"
+            class="QueryBuilder-StyledInputContent"
+            data-target="query-builder.styledInputContent"
+          ></div>
+          <div class="QueryBuilder-InputWrapper">
+            <div aria-hidden="true" class="QueryBuilder-Sizer" data-target="query-builder.sizer"></div>
+            <input id="query-builder-test" name="query-builder-test" value="" autocomplete="off" type="text" role="combobox" spellcheck="false" aria-expanded="false" aria-describedby="validation-a52cbb8f-0e1f-4a94-9b3c-9cc126ff812a" data-target="query-builder.input" data-action="
+          input:query-builder#inputChange
+          blur:query-builder#inputBlur
+          keydown:query-builder#inputKeydown
+          focus:query-builder#inputFocus
+        " data-view-component="true" class="FormControl-input QueryBuilder-Input FormControl-medium" />
+          </div>
+        </div>
+          <span data-target="query-builder.clearButton" hidden>
+            <span class="sr-only" id="query-builder-test-clear">Clear</span>
+            <button role="button" id="query-builder-test-clear-button" aria-labelledby="query-builder-test-clear query-builder-test-label" data-action="
+                  click:query-builder#clear
+                  focus:query-builder#clearButtonFocus
+                  blur:query-builder#clearButtonBlur
+                " variant="small" type="button" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium mr-1 tmp-mr-1 px-2 tmp-px-2 py-0 tmp-py-0 d-flex flex-items-center rounded-1 color-fg-muted">  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x-circle-fill Button-visual">
+    <path d="M2.343 13.657A8 8 0 1 1 13.658 2.343 8 8 0 0 1 2.343 13.657ZM6.03 4.97a.751.751 0 0 0-1.042.018.751.751 0 0 0-.018 1.042L6.94 8 4.97 9.97a.749.749 0 0 0 .326 1.275.749.749 0 0 0 .734-.215L8 9.06l1.97 1.97a.749.749 0 0 0 1.275-.326.749.749 0 0 0-.215-.734L9.06 8l1.97-1.97a.749.749 0 0 0-.326-1.275.749.749 0 0 0-.734.215L8 6.94Z"></path>
+</svg>
+</button>
+
+          </span>
+      </div>
+      <template id="search-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search">
+    <path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path>
+</svg>
+</template>
+
+<template id="code-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code">
+    <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path>
+</svg>
+</template>
+
+<template id="file-code-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-file-code">
+    <path d="M4 1.75C4 .784 4.784 0 5.75 0h5.586c.464 0 .909.184 1.237.513l2.914 2.914c.329.328.513.773.513 1.237v8.586A1.75 1.75 0 0 1 14.25 15h-9a.75.75 0 0 1 0-1.5h9a.25.25 0 0 0 .25-.25V6h-2.75A1.75 1.75 0 0 1 10 4.25V1.5H5.75a.25.25 0 0 0-.25.25v2.5a.75.75 0 0 1-1.5 0Zm1.72 4.97a.75.75 0 0 1 1.06 0l2 2a.75.75 0 0 1 0 1.06l-2 2a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734l1.47-1.47-1.47-1.47a.75.75 0 0 1 0-1.06ZM3.28 7.78 1.81 9.25l1.47 1.47a.751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018l-2-2a.75.75 0 0 1 0-1.06l2-2a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Zm8.22-6.218V4.25c0 .138.112.25.25.25h2.688l-.011-.013-2.914-2.914-.013-.011Z"></path>
+</svg>
+</template>
+
+<template id="history-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-history">
+    <path d="m.427 1.927 1.215 1.215a8.002 8.002 0 1 1-1.6 5.685.75.75 0 1 1 1.493-.154 6.5 6.5 0 1 0 1.18-4.458l1.358 1.358A.25.25 0 0 1 3.896 6H.25A.25.25 0 0 1 0 5.75V2.104a.25.25 0 0 1 .427-.177ZM7.75 4a.75.75 0 0 1 .75.75v2.992l2.028.812a.75.75 0 0 1-.557 1.392l-2.5-1A.751.751 0 0 1 7 8.25v-3.5A.75.75 0 0 1 7.75 4Z"></path>
+</svg>
+</template>
+
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+    <path d="m8.533.133 5.25 1.68A1.75 1.75 0 0 1 15 3.48V7c0 1.566-.32 3.182-1.303 4.682-.983 1.498-2.585 2.813-5.032 3.855a1.697 1.697 0 0 1-1.33 0c-2.447-1.042-4.049-2.357-5.032-3.855C1.32 10.182 1 8.566 1 7V3.48a1.75 1.75 0 0 1 1.217-1.667l5.25-1.68a1.748 1.748 0 0 1 1.066 0Zm-.61 1.429.001.001-5.25 1.68a.251.251 0 0 0-.174.237V7c0 1.36.275 2.666 1.057 3.859.784 1.194 2.121 2.342 4.366 3.298a.196.196 0 0 0 .154 0c2.245-.957 3.582-2.103 4.366-3.297C13.225 9.666 13.5 8.358 13.5 7V3.48a.25.25 0 0 0-.174-.238l-5.25-1.68a.25.25 0 0 0-.153 0ZM11.28 6.28l-3.5 3.5a.75.75 0 0 1-1.06 0l-1.5-1.5a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l.97.97 2.97-2.97a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path>
+</svg>
+</template>
+
+<template id="heart-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart">
+    <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path>
+</svg>
+</template>
+
+<template id="server-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-server">
+    <path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v4c0 .372-.116.717-.314 1 .198.283.314.628.314 1v4a1.75 1.75 0 0 1-1.75 1.75H1.75A1.75 1.75 0 0 1 0 12.75v-4c0-.358.109-.707.314-1a1.739 1.739 0 0 1-.314-1v-4C0 1.784.784 1 1.75 1ZM1.5 2.75v4c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25Zm.25 5.75a.25.25 0 0 0-.25.25v4c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25ZM7 4.75A.75.75 0 0 1 7.75 4h4.5a.75.75 0 0 1 0 1.5h-4.5A.75.75 0 0 1 7 4.75ZM7.75 10h4.5a.75.75 0 0 1 0 1.5h-4.5a.75.75 0 0 1 0-1.5ZM3 4.75A.75.75 0 0 1 3.75 4h.5a.75.75 0 0 1 0 1.5h-.5A.75.75 0 0 1 3 4.75ZM3.75 10h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1 0-1.5Z"></path>
+</svg>
+</template>
+
+<template id="globe-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-globe">
+    <path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM5.78 8.75a9.64 9.64 0 0 0 1.363 4.177c.255.426.542.832.857 1.215.245-.296.551-.705.857-1.215A9.64 9.64 0 0 0 10.22 8.75Zm4.44-1.5a9.64 9.64 0 0 0-1.363-4.177c-.307-.51-.612-.919-.857-1.215a9.927 9.927 0 0 0-.857 1.215A9.64 9.64 0 0 0 5.78 7.25Zm-5.944 1.5H1.543a6.507 6.507 0 0 0 4.666 5.5c-.123-.181-.24-.365-.352-.552-.715-1.192-1.437-2.874-1.581-4.948Zm-2.733-1.5h2.733c.144-2.074.866-3.756 1.58-4.948.12-.197.237-.381.353-.552a6.507 6.507 0 0 0-4.666 5.5Zm10.181 1.5c-.144 2.074-.866 3.756-1.58 4.948-.12.197-.237.381-.353.552a6.507 6.507 0 0 0 4.666-5.5Zm2.733-1.5a6.507 6.507 0 0 0-4.666-5.5c.123.181.24.365.353.552.714 1.192 1.436 2.874 1.58 4.948Z"></path>
+</svg>
+</template>
+
+<template id="issue-opened-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened">
+    <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path>
+</svg>
+</template>
+
+<template id="device-mobile-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-device-mobile">
+    <path d="M3.75 0h8.5C13.216 0 14 .784 14 1.75v12.5A1.75 1.75 0 0 1 12.25 16h-8.5A1.75 1.75 0 0 1 2 14.25V1.75C2 .784 2.784 0 3.75 0ZM3.5 1.75v12.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25ZM8 13a1 1 0 1 1 0-2 1 1 0 0 1 0 2Z"></path>
+</svg>
+</template>
+
+<template id="package-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-package">
+    <path d="m8.878.392 5.25 3.045c.54.314.872.89.872 1.514v6.098a1.75 1.75 0 0 1-.872 1.514l-5.25 3.045a1.75 1.75 0 0 1-1.756 0l-5.25-3.045A1.75 1.75 0 0 1 1 11.049V4.951c0-.624.332-1.201.872-1.514L7.122.392a1.75 1.75 0 0 1 1.756 0ZM7.875 1.69l-4.63 2.685L8 7.133l4.755-2.758-4.63-2.685a.248.248 0 0 0-.25 0ZM2.5 5.677v5.372c0 .09.047.171.125.216l4.625 2.683V8.432Zm6.25 8.271 4.625-2.683a.25.25 0 0 0 .125-.216V5.677L8.75 8.432Z"></path>
+</svg>
+</template>
+
+<template id="credit-card-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-credit-card">
+    <path d="M10.75 9a.75.75 0 0 0 0 1.5h1.5a.75.75 0 0 0 0-1.5h-1.5Z"></path><path d="M0 3.75C0 2.784.784 2 1.75 2h12.5c.966 0 1.75.784 1.75 1.75v8.5A1.75 1.75 0 0 1 14.25 14H1.75A1.75 1.75 0 0 1 0 12.25ZM14.5 6.5h-13v5.75c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25Zm0-2.75a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25V5h13Z"></path>
+</svg>
+</template>
+
+<template id="play-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-play">
+    <path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Zm4.879-2.773 4.264 2.559a.25.25 0 0 1 0 .428l-4.264 2.559A.25.25 0 0 1 6 10.559V5.442a.25.25 0 0 1 .379-.215Z"></path>
+</svg>
+</template>
+
+<template id="gift-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-gift">
+    <path d="M2 2.75A2.75 2.75 0 0 1 4.75 0c.983 0 1.873.42 2.57 1.232.268.318.497.668.68 1.042.183-.375.411-.725.68-1.044C9.376.42 10.266 0 11.25 0a2.75 2.75 0 0 1 2.45 4h.55c.966 0 1.75.784 1.75 1.75v2c0 .698-.409 1.301-1 1.582v4.918A1.75 1.75 0 0 1 13.25 16H2.75A1.75 1.75 0 0 1 1 14.25V9.332C.409 9.05 0 8.448 0 7.75v-2C0 4.784.784 4 1.75 4h.55c-.192-.375-.3-.8-.3-1.25ZM7.25 9.5H2.5v4.75c0 .138.112.25.25.25h4.5Zm1.5 0v5h4.5a.25.25 0 0 0 .25-.25V9.5Zm0-4V8h5.5a.25.25 0 0 0 .25-.25v-2a.25.25 0 0 0-.25-.25Zm-7 0a.25.25 0 0 0-.25.25v2c0 .138.112.25.25.25h5.5V5.5h-5.5Zm3-4a1.25 1.25 0 0 0 0 2.5h2.309c-.233-.818-.542-1.401-.878-1.793-.43-.502-.915-.707-1.431-.707ZM8.941 4h2.309a1.25 1.25 0 0 0 0-2.5c-.516 0-1 .205-1.43.707-.337.392-.646.975-.879 1.793Z"></path>
+</svg>
+</template>
+
+<template id="code-square-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code-square">
+    <path d="M0 1.75C0 .784.784 0 1.75 0h12.5C15.216 0 16 .784 16 1.75v12.5A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25Zm1.75-.25a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25Zm7.47 3.97a.75.75 0 0 1 1.06 0l2 2a.75.75 0 0 1 0 1.06l-2 2a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L10.69 8 9.22 6.53a.75.75 0 0 1 0-1.06ZM6.78 6.53 5.31 8l1.47 1.47a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215l-2-2a.75.75 0 0 1 0-1.06l2-2a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path>
+</svg>
+</template>
+
+<template id="device-desktop-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-device-desktop">
+    <path d="M14.25 1c.966 0 1.75.784 1.75 1.75v7.5A1.75 1.75 0 0 1 14.25 12h-3.727c.099 1.041.52 1.872 1.292 2.757A.752.752 0 0 1 11.25 16h-6.5a.75.75 0 0 1-.565-1.243c.772-.885 1.192-1.716 1.292-2.757H1.75A1.75 1.75 0 0 1 0 10.25v-7.5C0 1.784.784 1 1.75 1ZM1.75 2.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25ZM9.018 12H6.982a5.72 5.72 0 0 1-.765 2.5h3.566a5.72 5.72 0 0 1-.765-2.5Z"></path>
+</svg>
+</template>
+
+        <div class="position-relative">
+                        <ul
+              role="listbox"
+              class="ActionListWrap QueryBuilder-ListWrap"
+              aria-label="Suggestions"
+              data-action="
+                combobox-commit:query-builder#comboboxCommit
+                mousedown:query-builder#resultsMousedown
+              "
+              data-target="query-builder.resultsList"
+              data-persist-list=false
+              id="query-builder-test-results"
+              tabindex="-1"
+            ></ul>
+
+        </div>
+      <div class="FormControl-inlineValidation" id="validation-a52cbb8f-0e1f-4a94-9b3c-9cc126ff812a" hidden="hidden">
+        <span class="FormControl-inlineValidation--visual">
+          <svg aria-hidden="true" height="12" viewBox="0 0 12 12" version="1.1" width="12" data-view-component="true" class="octicon octicon-alert-fill">
+    <path d="M4.855.708c.5-.896 1.79-.896 2.29 0l4.675 8.351a1.312 1.312 0 0 1-1.146 1.954H1.33A1.313 1.313 0 0 1 .183 9.058ZM7 7V3H5v4Zm-1 3a1 1 0 1 0 0-2 1 1 0 0 0 0 2Z"></path>
+</svg>
+        </span>
+        <span></span>
+</div>    </div>
+    <div data-target="query-builder.screenReaderFeedback" aria-live="polite" aria-atomic="true" class="sr-only"></div>
+</query-builder></form>
+          <div class="d-flex flex-row color-fg-muted tmp-px-3 text-small color-bg-default search-feedback-prompt">
+            <a target="_blank" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax" data-view-component="true" class="Link color-fg-accent text-normal ml-2 tmp-ml-2">Search syntax tips</a>            <div class="d-flex flex-1"></div>
+          </div>
+        </div>
+</div>
+
+    </div>
+</modal-dialog></div>
+  </div>
+  <div data-action="click:qbsearch-input#retract" class="dark-backdrop position-fixed" hidden data-target="qbsearch-input.darkBackdrop"></div>
+  <div class="color-fg-default">
+    
+<dialog-helper>
+  <dialog data-target="qbsearch-input.feedbackDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="feedback-dialog" aria-modal="true" aria-labelledby="feedback-dialog-title" aria-describedby="feedback-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll">
+    <div data-view-component="true" class="Overlay-header">
+  <div class="Overlay-headerContentWrap">
+    <div class="Overlay-titleWrap">
+      <h1 class="Overlay-title " id="feedback-dialog-title">
+        Provide feedback
+      </h1>
+        
+    </div>
+    <div class="Overlay-actionWrap">
+      <button data-close-dialog-id="feedback-dialog" aria-label="Close" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x">
+    <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
+</svg></button>
+    </div>
+  </div>
+  
+</div>
+      <scrollable-region data-labelled-by="feedback-dialog-title">
+        <div data-view-component="true" class="Overlay-body">        <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="code-search-feedback-form" data-turbo="false" action="/search/feedback" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="G9MQpjTF3I/q7cx0trglqfXHBNI2L+zaLw4tuF7y+CNwOvf9ueVVXnTwHTk9qbn8dHdSGcgWDWp16S6W2C2Hhw==" />
+          <p>We read every piece of feedback, and take your input very seriously.</p>
+          <textarea name="feedback" class="form-control width-full mb-2" style="height: 120px" id="feedback"></textarea>
+          <input name="include_email" id="include_email" aria-label="Include my email address so I can be contacted" class="form-control mr-2" type="checkbox">
+          <label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label>
+</form></div>
+      </scrollable-region>
+      <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd">          <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn">    Cancel
+</button>
+          <button form="code-search-feedback-form" data-action="click:qbsearch-input#submitFeedback" type="submit" data-view-component="true" class="btn-primary btn">    Submit feedback
+</button>
+</div>
+</dialog></dialog-helper>
+
+    <custom-scopes data-target="qbsearch-input.customScopesManager">
+    
+<dialog-helper>
+  <dialog data-target="custom-scopes.customScopesModalDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="custom-scopes-dialog" aria-modal="true" aria-labelledby="custom-scopes-dialog-title" aria-describedby="custom-scopes-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll">
+    <div data-view-component="true" class="Overlay-header Overlay-header--divided">
+  <div class="Overlay-headerContentWrap">
+    <div class="Overlay-titleWrap">
+      <h1 class="Overlay-title " id="custom-scopes-dialog-title">
+        Saved searches
+      </h1>
+        <h2 id="custom-scopes-dialog-description" class="Overlay-description">Use saved searches to filter your results more quickly</h2>
+    </div>
+    <div class="Overlay-actionWrap">
+      <button data-close-dialog-id="custom-scopes-dialog" aria-label="Close" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x">
+    <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
+</svg></button>
+    </div>
+  </div>
+  
+</div>
+      <scrollable-region data-labelled-by="custom-scopes-dialog-title">
+        <div data-view-component="true" class="Overlay-body">        <div data-target="custom-scopes.customScopesModalDialogFlash"></div>
+
+        <div hidden class="create-custom-scope-form" data-target="custom-scopes.createCustomScopeForm">
+        <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="custom-scopes-dialog-form" data-turbo="false" action="/search/custom_scopes" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="WjxfrufIaryY2RzUAiEyGeJKc2exECeGuh9L/jD6W1j0YnQKcm8nLHnzfcynV8eWYtP9R2zQk7JIAEeEXVTtqg==" />
+          <div data-target="custom-scopes.customScopesModalDialogFlash"></div>
+
+          <input type="hidden" id="custom_scope_id" name="custom_scope_id" data-target="custom-scopes.customScopesIdField">
+
+          <div class="form-group">
+            <label for="custom_scope_name">Name</label>
+            <auto-check src="/search/custom_scopes/check_name" required>
+              <input
+                type="text"
+                name="custom_scope_name"
+                id="custom_scope_name"
+                data-target="custom-scopes.customScopesNameField"
+                class="form-control"
+                autocomplete="off"
+                placeholder="github-ruby"
+                required
+                maxlength="50">
+              <input type="hidden" data-csrf="true" value="1D2OJosxkxGOiGMmwlJcDzLrtmjPGm4FxYOOm2EzY7P6neCB1KZC4fNuG38225hq9G2kqOv6E4wNBMxBiS+2mw==" />
+            </auto-check>
+          </div>
+
+          <div class="form-group">
+            <label for="custom_scope_query">Query</label>
+            <input
+              type="text"
+              name="custom_scope_query"
+              id="custom_scope_query"
+              data-target="custom-scopes.customScopesQueryField"
+              class="form-control"
+              autocomplete="off"
+              placeholder="(repo:mona/a OR repo:mona/b) AND lang:python"
+              required
+              maxlength="500">
+          </div>
+
+          <p class="text-small color-fg-muted">
+            To see all available qualifiers, see our <a class="Link--inTextBlock" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax">documentation</a>.
+          </p>
+</form>        </div>
+
+        <div data-target="custom-scopes.manageCustomScopesForm">
+          <div data-target="custom-scopes.list"></div>
+        </div>
+
+</div>
+      </scrollable-region>
+      <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd Overlay-footer--divided">          <button data-action="click:custom-scopes#customScopesCancel" type="button" data-view-component="true" class="btn">    Cancel
+</button>
+          <button form="custom-scopes-dialog-form" data-action="click:custom-scopes#customScopesSubmit" data-target="custom-scopes.customScopesSubmitButton" type="submit" data-view-component="true" class="btn-primary btn">    Create saved search
+</button>
+</div>
+</dialog></dialog-helper>
+    </custom-scopes>
+  </div>
+</qbsearch-input>
+
+
+            <div class="position-relative HeaderMenu-link-wrap d-lg-inline-block">
+              <a
+                href="/login?return_to=https%3A%2F%2Fgithub.com%2Fgooglefonts%2Froboto-2%2Fblob%2Fmain%2Fsrc%2Fhinted%2FRoboto-Italic.ttf"
+                class="HeaderMenu-link HeaderMenu-link--sign-in HeaderMenu-button flex-shrink-0 no-underline d-none d-lg-inline-flex border border-lg-0 rounded px-2 py-1"
+                style="margin-left: 12px;"
+                data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;site header menu&quot;,&quot;repository_id&quot;:null,&quot;auth_type&quot;:&quot;SIGN_UP&quot;,&quot;originating_url&quot;:&quot;https://github.com/googlefonts/roboto-2/blob/main/src/hinted/Roboto-Italic.ttf&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3bdb1e64074ae92bb03df5e1fc78a5b6d82c39a87970c3388bba3838cced3ea4"
+                data-analytics-event="{&quot;category&quot;:&quot;Marketing nav&quot;,&quot;action&quot;:&quot;click to go to homepage&quot;,&quot;label&quot;:&quot;ref_page:Marketing;ref_cta:Sign in;ref_loc:Header&quot;}"
+              >
+                Sign in
+              </a>
+            </div>
+
+              <a href="/signup?ref_cta=Sign+up&amp;ref_loc=header+logged+out&amp;ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E%2Fblob%2Fshow&amp;source=header-repo&amp;source_repo=googlefonts%2Froboto-2"
+                class="HeaderMenu-link HeaderMenu-link--sign-up HeaderMenu-button flex-shrink-0 d-flex d-lg-inline-flex no-underline border color-border-default rounded px-2 py-1"
+                data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;site header menu&quot;,&quot;repository_id&quot;:null,&quot;auth_type&quot;:&quot;SIGN_UP&quot;,&quot;originating_url&quot;:&quot;https://github.com/googlefonts/roboto-2/blob/main/src/hinted/Roboto-Italic.ttf&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3bdb1e64074ae92bb03df5e1fc78a5b6d82c39a87970c3388bba3838cced3ea4"
+                data-analytics-event="{&quot;category&quot;:&quot;Sign up&quot;,&quot;action&quot;:&quot;click to sign up for account&quot;,&quot;label&quot;:&quot;ref_page:/&lt;user-name&gt;/&lt;repo-name&gt;/blob/show;ref_cta:Sign up;ref_loc:header logged out&quot;}"
+              >
+                Sign up
+              </a>
+
+                <div class="AppHeader-appearanceSettings">
+    <react-partial-anchor>
+      <button data-target="react-partial-anchor.anchor" id="icon-button-0de15960-9612-4216-8c87-0a65b0684f35" aria-labelledby="tooltip-27607ff3-574f-46f7-b4df-c87ea882c2a0" type="button" disabled="disabled" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium AppHeader-button HeaderMenu-link border cursor-wait">  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-sliders Button-visual">
+    <path d="M15 2.75a.75.75 0 0 1-.75.75h-4a.75.75 0 0 1 0-1.5h4a.75.75 0 0 1 .75.75Zm-8.5.75v1.25a.75.75 0 0 0 1.5 0v-4a.75.75 0 0 0-1.5 0V2H1.75a.75.75 0 0 0 0 1.5H6.5Zm1.25 5.25a.75.75 0 0 0 0-1.5h-6a.75.75 0 0 0 0 1.5h6ZM15 8a.75.75 0 0 1-.75.75H11.5V10a.75.75 0 1 1-1.5 0V6a.75.75 0 0 1 1.5 0v1.25h2.75A.75.75 0 0 1 15 8Zm-9 5.25v-2a.75.75 0 0 0-1.5 0v1.25H1.75a.75.75 0 0 0 0 1.5H4.5v1.25a.75.75 0 0 0 1.5 0v-2Zm9 0a.75.75 0 0 1-.75.75h-6a.75.75 0 0 1 0-1.5h6a.75.75 0 0 1 .75.75Z"></path>
+</svg>
+</button><tool-tip id="tooltip-27607ff3-574f-46f7-b4df-c87ea882c2a0" for="icon-button-0de15960-9612-4216-8c87-0a65b0684f35" popover="manual" data-direction="s" data-type="label" data-view-component="true" class="sr-only position-absolute">Appearance settings</tool-tip>
+
+      <template data-target="react-partial-anchor.template">
+        <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/primer-react-css.8a057b98cd8a150b.module.css" />
+<link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/appearance-settings.fef6f84625f0c138.module.css" />
+
+<react-partial
+  partial-name="appearance-settings"
+  data-ssr="false"
+  data-attempted-ssr="false"
+  data-react-profiling="false"
+>
+  
+  <script type="application/json" data-target="react-partial.embeddedData">{"props":{}}</script>
+  <div data-target="react-partial.reactRoot"></div>
+</react-partial>
+
+
+      </template>
+    </react-partial-anchor>
+  </div>
+
+          <button type="button" class="sr-only js-header-menu-focus-trap d-block d-lg-none">Resetting focus</button>
+        </div>
+      </div>
+    </div>
+  </div>
+</header>
+
+      <div hidden="hidden" data-view-component="true" class="js-stale-session-flash stale-session-flash flash flash-warn flash-full">
+  
+        <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert">
+    <path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path>
+</svg>
+        <span class="js-stale-session-flash-signed-in" hidden>You signed in with another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span>
+        <span class="js-stale-session-flash-signed-out" hidden>You signed out in another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span>
+        <span class="js-stale-session-flash-switched" hidden>You switched accounts on another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span>
+
+    <button id="icon-button-14667985-a96c-4563-8fad-c721855fcd9f" aria-labelledby="tooltip-bef94ee1-57d6-4317-bcf1-71de4f8b5063" type="button" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium flash-close js-flash-close">  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x Button-visual">
+    <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
+</svg>
+</button><tool-tip id="tooltip-bef94ee1-57d6-4317-bcf1-71de4f8b5063" for="icon-button-14667985-a96c-4563-8fad-c721855fcd9f" popover="manual" data-direction="s" data-type="label" data-view-component="true" class="sr-only position-absolute">Dismiss alert</tool-tip>
+
+
+  
+</div>
+    </div>
+
+  <div id="start-of-content" class="show-on-focus"></div>
+
+
+
+
+
+
+
+
+    <div id="js-flash-container" class="flash-container" data-turbo-replace>
+
+
+
+
+  <template class="js-flash-template">
+    
+<div class="flash flash-full   {{ className }}">
+  <div >
+    <button autofocus class="flash-close js-flash-close" type="button" aria-label="Dismiss this message">
+      <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x">
+    <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
+</svg>
+    </button>
+    <div aria-atomic="true" role="alert" class="js-flash-alert">
+      
+      <div>{{ message }}</div>
+
+    </div>
+  </div>
+</div>
+  </template>
+</div>
+
+
+    
+
+
+
+
+
+
+  <div
+    class="application-main "
+    data-commit-hovercards-enabled
+    data-discussion-hovercards-enabled
+    data-issue-and-pr-hovercards-enabled
+    data-project-hovercards-enabled
+  >
+        <div itemscope itemtype="http://schema.org/SoftwareSourceCode" class="">
+    <main id="js-repo-pjax-container" >
+      
+      
+    
+
+    
+
+      <div class="flash flash-warn flash-full border-top-0 text-center text-bold py-2">
+    This repository was archived by the owner on Apr 1, 2025. It is now read-only.
+  </div>
+
+
+
+
+
+
+  
+
+  <div id="repository-container-header"  class="tmp-pt-3 hide-full-screen" style="background-color: var(--page-header-bgColor, var(--color-page-header-bg));" data-turbo-replace>
+
+      <div class="d-flex flex-nowrap flex-justify-end tmp-mb-3  tmp-px-3 tmp-px-lg-5" style="gap: 1rem;">
+
+        <div class="flex-auto min-width-0 width-fit">
+            
+  <div class=" d-flex flex-wrap flex-items-center wb-break-word f3 text-normal">
+      <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2 tmp-mr-2">
+    <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path>
+</svg>
+    
+    <span class="author flex-self-stretch" itemprop="author">
+      <a class="url fn" rel="author" data-hovercard-type="organization" data-hovercard-url="/orgs/googlefonts/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="/googlefonts">
+        googlefonts
+</a>    </span>
+    <span class="mx-1 flex-self-stretch color-fg-muted">/</span>
+    <strong itemprop="name" class="mr-2 flex-self-stretch">
+      <a data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" href="/googlefonts/roboto-2">roboto-2</a>
+    </strong>
+
+    <span></span><span class="Label Label--attention v-align-middle mr-1">Public archive</span>
+  </div>
+
+
+        </div>
+
+        <div id="repository-details-container" class="flex-shrink-0" data-turbo-replace style="max-width: 70%;">
+            <ul class="pagehead-actions flex-shrink-0 d-none d-md-inline" style="padding: 2px 0;">
+    
+      
+
+  <li>
+            <a href="/login?return_to=%2Fgooglefonts%2Froboto-2" rel="nofollow" id="repository-details-watch-button" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;notification subscription menu watch&quot;,&quot;repository_id&quot;:null,&quot;auth_type&quot;:&quot;LOG_IN&quot;,&quot;originating_url&quot;:&quot;https://github.com/googlefonts/roboto-2/blob/main/src/hinted/Roboto-Italic.ttf&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3ca153b2bbcd95e181dfec187138ff4aae2457f5e6fa09f06c217e6775870062" aria-label="You must be signed in to change notification settings" data-view-component="true" class="btn-sm btn">    <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-bell mr-2 tmp-mr-2">
+    <path d="M8 16a2 2 0 0 0 1.985-1.75c.017-.137-.097-.25-.235-.25h-3.5c-.138 0-.252.113-.235.25A2 2 0 0 0 8 16ZM3 5a5 5 0 0 1 10 0v2.947c0 .05.015.098.042.139l1.703 2.555A1.519 1.519 0 0 1 13.482 13H2.518a1.516 1.516 0 0 1-1.263-2.36l1.703-2.554A.255.255 0 0 0 3 7.947Zm5-3.5A3.5 3.5 0 0 0 4.5 5v2.947c0 .346-.102.683-.294.97l-1.703 2.556a.017.017 0 0 0-.003.01l.001.006c0 .002.002.004.004.006l.006.004.007.001h10.964l.007-.001.006-.004.004-.006.001-.007a.017.017 0 0 0-.003-.01l-1.703-2.554a1.745 1.745 0 0 1-.294-.97V5A3.5 3.5 0 0 0 8 1.5Z"></path>
+</svg>Notifications
+</a>    <tool-tip id="tooltip-cc1b1e79-fcb7-4fcf-b968-4da33bbd1688" for="repository-details-watch-button" popover="manual" data-direction="s" data-type="description" data-view-component="true" class="sr-only position-absolute">You must be signed in to change notification settings</tool-tip>
+
+  </li>
+
+  <li>
+          <a icon="repo-forked" id="fork-button" href="/login?return_to=%2Fgooglefonts%2Froboto-2" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;repo details fork button&quot;,&quot;repository_id&quot;:33761854,&quot;auth_type&quot;:&quot;LOG_IN&quot;,&quot;originating_url&quot;:&quot;https://github.com/googlefonts/roboto-2/blob/main/src/hinted/Roboto-Italic.ttf&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ca8ad7f0bc830a99a44ccd041ea8ab975b1020ef6333ea1bc2bac6eb205d6740" data-view-component="true" class="btn-sm btn">    <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo-forked mr-2 tmp-mr-2">
+    <path d="M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z"></path>
+</svg>Fork
+    <span id="repo-network-counter" data-pjax-replace="true" data-turbo-replace="true" title="307" data-view-component="true" class="Counter">307</span>
+</a>
+  </li>
+
+  <li>
+        <div data-view-component="true" class="BtnGroup d-flex">
+        <a href="/login?return_to=%2Fgooglefonts%2Froboto-2" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star button&quot;,&quot;repository_id&quot;:33761854,&quot;auth_type&quot;:&quot;LOG_IN&quot;,&quot;originating_url&quot;:&quot;https://github.com/googlefonts/roboto-2/blob/main/src/hinted/Roboto-Italic.ttf&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="ea8a821433635a563ea62eae567897ad8a5f1a591204626539154003d5c8df13" aria-label="You must be signed in to star a repository" data-view-component="true" class="tooltipped tooltipped-sw btn-sm btn">    <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star v-align-text-bottom d-inline-block mr-2 tmp-mr-2">
+    <path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path>
+</svg><span data-view-component="true" class="d-inline">
+          Star
+</span>          <span id="repo-stars-counter-star" aria-label="3840 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="3,840" data-view-component="true" class="Counter js-social-count">3.8k</span>
+</a></div>
+  </li>
+
+</ul>
+
+        </div>
+      </div>
+
+        <div id="responsive-meta-container" data-turbo-replace>
+</div>
+
+
+          <nav data-pjax="#js-repo-pjax-container" aria-label="Repository" data-view-component="true" class="js-repo-nav js-sidenav-container-pjax js-responsive-underlinenav overflow-hidden UnderlineNav px-3 tmp-px-3 px-md-4 tmp-px-md-4 px-lg-5 tmp-px-lg-5">
+
+  <ul data-view-component="true" class="UnderlineNav-body list-style-none">
+      <li data-view-component="true" class="d-inline-flex">
+  <a id="code-tab" href="/googlefonts/roboto-2" data-tab-item="i0code-tab" data-selected-links="repo_source repo_downloads repo_commits repo_releases repo_tags repo_branches repo_packages repo_deployments repo_attestations /googlefonts/roboto-2" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" data-hotkey="g c" data-command-id="repositories:go-to-code" data-react-nav="code-view" data-react-nav-anchor="code-view-repo-link" data-analytics-event="{&quot;category&quot;:&quot;Underline navbar&quot;,&quot;action&quot;:&quot;Click tab&quot;,&quot;label&quot;:&quot;Code&quot;,&quot;target&quot;:&quot;UNDERLINE_NAV.TAB&quot;}" aria-current="page" data-view-component="true" class="UnderlineNav-item no-wrap js-responsive-underlinenav-item js-selected-navigation-item selected">
+    
+              <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code UnderlineNav-octicon d-none d-sm-inline">
+    <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path>
+</svg>
+        <span data-content="Code">Code</span>
+          <span id="code-repo-tab-count" data-pjax-replace="" data-turbo-replace="" title="Not available" data-view-component="true" class="Counter"></span>
+
+
+    
+</a></li>
+      <li data-view-component="true" class="d-inline-flex">
+  <a id="issues-tab" href="/googlefonts/roboto-2/issues" data-tab-item="i1issues-tab" data-selected-links="repo_issues repo_labels repo_milestones /googlefonts/roboto-2/issues" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" data-hotkey="g i" data-command-id="repositories:go-to-issues" data-react-nav="issues-react" data-analytics-event="{&quot;category&quot;:&quot;Underline navbar&quot;,&quot;action&quot;:&quot;Click tab&quot;,&quot;label&quot;:&quot;Issues&quot;,&quot;target&quot;:&quot;UNDERLINE_NAV.TAB&quot;}" data-view-component="true" class="UnderlineNav-item no-wrap js-responsive-underlinenav-item js-selected-navigation-item">
+    
+              <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened UnderlineNav-octicon d-none d-sm-inline">
+    <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path>
+</svg>
+        <span data-content="Issues">Issues</span>
+          <span id="issues-repo-tab-count" data-pjax-replace="" data-turbo-replace="" title="156" data-view-component="true" class="Counter">156</span>
+
+
+    
+</a></li>
+      <li data-view-component="true" class="d-inline-flex">
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+</svg>
+        <span data-content="Actions">Actions</span>
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+
+
+    
+</a></li>
+      <li data-view-component="true" class="d-inline-flex">
+  <a id="projects-tab" href="/googlefonts/roboto-2/projects" data-tab-item="i4projects-tab" data-selected-links="repo_projects new_repo_project repo_project /googlefonts/roboto-2/projects" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" data-hotkey="g b" data-command-id="repositories:go-to-projects" data-analytics-event="{&quot;category&quot;:&quot;Underline navbar&quot;,&quot;action&quot;:&quot;Click tab&quot;,&quot;label&quot;:&quot;Projects&quot;,&quot;target&quot;:&quot;UNDERLINE_NAV.TAB&quot;}" data-view-component="true" class="UnderlineNav-item no-wrap js-responsive-underlinenav-item js-selected-navigation-item">
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+</svg>
+        <span data-content="Projects">Projects</span>
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+
+
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+</a></li>
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+  <a id="security-and-quality-tab" href="/googlefonts/roboto-2/security" data-tab-item="i5security-and-quality-tab" data-selected-links="security overview alerts policy token_scanning code_scanning /googlefonts/roboto-2/security" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" data-hotkey="g s" data-command-id="repositories:go-to-security" data-analytics-event="{&quot;category&quot;:&quot;Underline navbar&quot;,&quot;action&quot;:&quot;Click tab&quot;,&quot;label&quot;:&quot;Security and quality&quot;,&quot;target&quot;:&quot;UNDERLINE_NAV.TAB&quot;}" data-view-component="true" class="UnderlineNav-item no-wrap js-responsive-underlinenav-item js-selected-navigation-item">
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+              <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-shield UnderlineNav-octicon d-none d-sm-inline">
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+
+    
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+      <li data-view-component="true" class="d-inline-flex">
+  <a id="insights-tab" href="/googlefonts/roboto-2/pulse" data-tab-item="i6insights-tab" data-selected-links="repo_graphs repo_contributors dependency_graph dependabot_updates pulse people community /googlefonts/roboto-2/pulse" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" data-command-id="repositories:go-to-insights" data-analytics-event="{&quot;category&quot;:&quot;Underline navbar&quot;,&quot;action&quot;:&quot;Click tab&quot;,&quot;label&quot;:&quot;Insights&quot;,&quot;target&quot;:&quot;UNDERLINE_NAV.TAB&quot;}" data-view-component="true" class="UnderlineNav-item no-wrap js-responsive-underlinenav-item js-selected-navigation-item">
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+
+
+    
+</a></li>
+</ul>
+    <div style="visibility:hidden;" data-view-component="true" class="UnderlineNav-actions js-responsive-underlinenav-overflow position-absolute pr-3 tmp-pr-3 pr-md-4 tmp-pr-md-4 pr-lg-5 tmp-pr-lg-5 right-0">      <action-menu data-select-variant="none" data-view-component="true">
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+
+<anchored-position data-target="action-menu.overlay" id="action-menu-75144b1f-00fc-4f22-b8dc-11a4764bc205-overlay" anchor="action-menu-75144b1f-00fc-4f22-b8dc-11a4764bc205-button" align="start" side="outside-bottom" anchor-offset="normal" popover="auto" data-view-component="true">
+  <div data-view-component="true" class="Overlay Overlay--size-auto">
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+    <ul aria-labelledby="action-menu-75144b1f-00fc-4f22-b8dc-11a4764bc205-button" id="action-menu-75144b1f-00fc-4f22-b8dc-11a4764bc205-list" role="menu" data-view-component="true" class="ActionListWrap--inset ActionListWrap">
+        <li hidden="hidden" data-menu-item="i0code-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem">
+    
+    
+    <a tabindex="-1" id="item-1aa7e4c3-6637-4605-a19e-c645de807b52" href="/googlefonts/roboto-2" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16">
+        <span class="ActionListItem-visual ActionListItem-visual--leading">
+          <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code">
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+</svg>
+        </span>
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+        <span data-view-component="true" class="ActionListItem-label">
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+        <li hidden="hidden" data-menu-item="i1issues-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem">
+    
+    
+    <a tabindex="-1" id="item-60e06a8e-d4dc-49f2-960a-9e3abc74b96b" href="/googlefonts/roboto-2/issues" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16">
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+    <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path>
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+        <li hidden="hidden" data-menu-item="i2pull-requests-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem">
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+    
+    <a tabindex="-1" id="item-3e8f86ca-dc42-427c-8693-79b4e64f9e33" href="/googlefonts/roboto-2/pulls" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16">
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+      
+        <span data-view-component="true" class="ActionListItem-label">
+          Pull requests
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+</a>
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+</li>
+        <li hidden="hidden" data-menu-item="i3actions-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem">
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+    
+    <a tabindex="-1" id="item-ec0d17ef-9503-4456-a503-6ae495ca257d" href="/googlefonts/roboto-2/actions" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16">
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+      
+        <span data-view-component="true" class="ActionListItem-label">
+          Actions
+</span>      
+</a>
+  
+</li>
+        <li hidden="hidden" data-menu-item="i4projects-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem">
+    
+    
+    <a tabindex="-1" id="item-5d14be2e-296b-45eb-8262-74c1b97c973b" href="/googlefonts/roboto-2/projects" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16">
+        <span class="ActionListItem-visual ActionListItem-visual--leading">
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+    <path d="M0 1.75C0 .784.784 0 1.75 0h12.5C15.216 0 16 .784 16 1.75v12.5A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25ZM6.5 6.5v8h7.75a.25.25 0 0 0 .25-.25V6.5Zm8-1.5V1.75a.25.25 0 0 0-.25-.25H6.5V5Zm-13 1.5v7.75c0 .138.112.25.25.25H5v-8ZM5 5V1.5H1.75a.25.25 0 0 0-.25.25V5Z"></path>
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+      
+        <span data-view-component="true" class="ActionListItem-label">
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+</li>
+        <li hidden="hidden" data-menu-item="i5security-and-quality-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem">
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+    <a tabindex="-1" id="item-56e0fa5b-9bbb-4b16-818a-e8edab41d48b" href="/googlefonts/roboto-2/security" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16">
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+</li>
+        <li hidden="hidden" data-menu-item="i6insights-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem">
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+    
+    <a tabindex="-1" id="item-17544799-ee84-4b93-83f8-c79605e79df5" href="/googlefonts/roboto-2/pulse" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16">
+        <span class="ActionListItem-visual ActionListItem-visual--leading">
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+</svg>
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+      
+        <span data-view-component="true" class="ActionListItem-label">
+          Insights
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+</a>
+  
+</li>
+</ul>    
+</div></action-list>
+
+
+</div>
+      
+</div></anchored-position>  </focus-group>
+</action-menu></div>
+</nav>
+
+  </div>
+  
+
+
+
+<turbo-frame id="repo-content-turbo-frame" target="_top" data-turbo-action="advance" class="">
+    <div id="repo-content-pjax-container" class="repository-content " >
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+
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+
+
+
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+
+<react-app
+  app-name="code-view"
+  initial-path="/googlefonts/roboto-2/blob/main/src/hinted/Roboto-Italic.ttf"
+  style="display: block; min-height: calc(100vh - 64px);"
+  data-attempted-ssr="true"
+  data-ssr="true"
+  data-lazy="false"
+  data-alternate="false"
+  data-data-router-enabled="true"
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4a.75.75 0 0 1 .75.75v2.992l2.028.812a.75.75 0 0 1-.557 1.392l-2.5-1A.751.751 0 0 1 7 8.25v-3.5A.75.75 0 0 1 7.75 4Z"></path></svg></span><span data-component="text" class="prc-Button-Label-FWkx3"><span class="fgColor-default">History</span></span></span></a><div class="d-sm-none"></div><div class="d-flex d-lg-none"><a aria-label="View commit history for this file." href="/googlefonts/roboto-2/commits/main/src/hinted/Roboto-Italic.ttf" class="prc-Button-ButtonBase-9n-Xk LinkButton-module__linkButton__nFnov flex-items-center fgColor-default" data-loading="false" data-size="small" data-variant="invisible" aria-describedby="_R_15lalajal1d_"><span data-component="buttonContent" data-align="center" class="prc-Button-ButtonContent-Iohp5"><span data-component="leadingVisual" class="prc-Button-Visual-YNt2F prc-Button-VisualWrap-E4cnq"><svg aria-hidden="true" focusable="false" class="octicon octicon-history" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" 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class="Breadcrumb-module__list__ZH6zr"><li class="Breadcrumb-module__listItem__Ib0x_"><a class="Breadcrumb-module__repoLink__O2Nbs prc-Link-Link-9ZwDx" data-testid="breadcrumbs-repo-link" href="/googlefonts/roboto-2/tree/main" data-discover="true">roboto-2</a></li><li class="Breadcrumb-module__listItem__Ib0x_"><span class="Breadcrumb-module__separator__eNwsI Breadcrumb-module__md__Wb1Gs" aria-hidden="true">/</span><a class="Breadcrumb-module__directoryLink__kQy_t prc-Link-Link-9ZwDx" href="/googlefonts/roboto-2/tree/main/src" data-discover="true">src</a></li><li class="Breadcrumb-module__listItem__Ib0x_"><span class="Breadcrumb-module__separator__eNwsI Breadcrumb-module__md__Wb1Gs" aria-hidden="true">/</span><a class="Breadcrumb-module__directoryLink__kQy_t prc-Link-Link-9ZwDx" href="/googlefonts/roboto-2/tree/main/src/hinted" data-discover="true">hinted</a></li></ol></nav><div data-testid="breadcrumbs-filename" class="Breadcrumb-module__filename__equZR"><span class="Breadcrumb-module__separator__eNwsI Breadcrumb-module__md__Wb1Gs" aria-hidden="true">/</span><h1 class="Breadcrumb-module__filenameHeading__MNMtw Breadcrumb-module__md__Wb1Gs prc-Heading-Heading-MtWFE" tabindex="-1" id="sticky-file-name-id">Roboto-Italic.ttf</h1></div></div></div></div><button type="button" class="prc-Button-ButtonBase-9n-Xk FileNameStickyHeader-module__Button__LSEU_ FileNameStickyHeader-module__GoToTopButton__nxAFn" data-loading="false" data-size="small" data-variant="invisible"><span data-component="buttonContent" data-align="center" class="prc-Button-ButtonContent-Iohp5"><span data-component="leadingVisual" class="prc-Button-Visual-YNt2F prc-Button-VisualWrap-E4cnq"><svg aria-hidden="true" focusable="false" class="octicon octicon-arrow-up" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.47 7.78a.75.75 0 0 1 0-1.06l4.25-4.25a.75.75 0 0 1 1.06 0l4.25 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+<style>
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+  [data-color-mode="light"] .HeaderMenu-dropdown-link:focus-visible,
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+            <div class="HeaderMenu-toggle-bar rounded my-1"></div></span>
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+</button><tool-tip id="tooltip-7c029333-87bd-4195-882b-7ca8ec4f7adb" for="icon-button-2c910b6e-f0fa-4578-8bba-725e855c32b6" popover="manual" data-direction="s" data-type="label" data-view-component="true" class="sr-only position-absolute">Appearance settings</tool-tip>
+
+      <template data-target="react-partial-anchor.template">
+        <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/primer-react-css.8a057b98cd8a150b.module.css" />
+<link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/appearance-settings.fef6f84625f0c138.module.css" />
+
+<react-partial
+  partial-name="appearance-settings"
+  data-ssr="false"
+  data-attempted-ssr="false"
+  data-react-profiling="false"
+>
+  
+  <script type="application/json" data-target="react-partial.embeddedData">{"props":{}}</script>
+  <div data-target="react-partial.reactRoot"></div>
+</react-partial>
+
+
+      </template>
+    </react-partial-anchor>
+  </div>
+
+      </div>
+    </div>
+
+
+    <div class="HeaderMenu js-header-menu height-fit position-lg-relative d-lg-flex flex-column flex-auto top-0">
+      <div class="HeaderMenu-wrapper d-flex flex-column flex-self-start flex-lg-row flex-auto rounded rounded-lg-0">
+            <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/primer-react-css.8a057b98cd8a150b.module.css" />
+<link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/marketing-navigation.e73a9c6ad3677d4a.module.css" />
+
+<react-partial
+  partial-name="marketing-navigation"
+  data-ssr="true"
+  data-attempted-ssr="true"
+  data-react-profiling="false"
+>
+  
+  <script type="application/json" data-target="react-partial.embeddedData">{"props":{"should_use_dotcom_links":true}}</script>
+  <div data-target="react-partial.reactRoot"><nav class="MarketingNavigation-module__nav__W0KYY" aria-label="Global"><ul class="MarketingNavigation-module__list__tFbMb"><li><div class="NavDropdown-module__container__l2YeI js-details-container js-header-menu-item"><button type="button" class="NavDropdown-module__button__PEHWX js-details-target" aria-expanded="false">Platform<svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></button><div class="NavDropdown-module__dropdown__xm1jd"><ul class="NavDropdown-module__list__zuCgG"><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">AI CODE CREATION</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/features/copilot" data-analytics-event="{&quot;action&quot;:&quot;github_copilot&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_copilot_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-copilot NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M23.922 16.992c-.861 1.495-5.859 5.023-11.922 5.023-6.063 0-11.061-3.528-11.922-5.023A.641.641 0 0 1 0 16.736v-2.869a.841.841 0 0 1 .053-.22c.372-.935 1.347-2.292 2.605-2.656.167-.429.414-1.055.644-1.517a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.499 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0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 2.344-.938.475-.584.742-1.44.878-2.497Z"></path><path d="M14.5 14.25a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Zm-5 0a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Z"></path></svg><span class="NavLink-module__title__Q7t0p">GitHub Copilot</span><span class="NavLink-module__subtitle__X4gkW">Write better code with AI</span></div></a></li><li><a href="https://github.com/features/spark" data-analytics-event="{&quot;action&quot;:&quot;github_spark&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_spark_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-sparkle-fill NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M11.296 1.924c.24-.656 1.168-.656 1.408 0l.717 1.958a11.25 11.25 0 0 0 6.697 6.697l1.958.717c.657.24.657 1.168 0 1.408l-1.958.717a11.25 11.25 0 0 0-6.697 6.697l-.717 1.958c-.24.657-1.168.657-1.408 0l-.717-1.958a11.25 11.25 0 0 0-6.697-6.697l-1.958-.717c-.656-.24-.656-1.168 0-1.408l1.958-.717a11.25 11.25 0 0 0 6.697-6.697l.717-1.958Z"></path></svg><span class="NavLink-module__title__Q7t0p">GitHub Spark</span><span class="NavLink-module__subtitle__X4gkW">Build and deploy intelligent apps</span></div></a></li><li><a href="https://github.com/features/models" 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href="https://github.com/features/actions" data-analytics-event="{&quot;action&quot;:&quot;actions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;actions_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-workflow NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M1 3a2 2 0 0 1 2-2h6.5a2 2 0 0 1 2 2v6.5a2 2 0 0 1-2 2H7v4.063C7 16.355 7.644 17 8.438 17H12.5v-2.5a2 2 0 0 1 2-2H21a2 2 0 0 1 2 2V21a2 2 0 0 1-2 2h-6.5a2 2 0 0 1-2-2v-2.5H8.437A2.939 2.939 0 0 1 5.5 15.562V11.5H3a2 2 0 0 1-2-2Zm2-.5a.5.5 0 0 0-.5.5v6.5a.5.5 0 0 0 .5.5h6.5a.5.5 0 0 0 .5-.5V3a.5.5 0 0 0-.5-.5ZM14.5 14a.5.5 0 0 0-.5.5V21a.5.5 0 0 0 .5.5H21a.5.5 0 0 0 .5-.5v-6.5a.5.5 0 0 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0 1-1.75 1.75H3.25a1.75 1.75 0 0 1-1.75-1.75ZM5.25 3.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h13.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Zm-2 12a.25.25 0 0 0-.25.25v4c0 .138.112.25.25.25h17.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25Z"></path><path d="M10 17.75a.75.75 0 0 1 .75-.75h6.5a.75.75 0 0 1 0 1.5h-6.5a.75.75 0 0 1-.75-.75Zm-4 0a.75.75 0 0 1 .75-.75h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1-.75-.75Z"></path></svg><span class="NavLink-module__title__Q7t0p">Codespaces</span><span class="NavLink-module__subtitle__X4gkW">Instant dev environments</span></div></a></li><li><a href="https://github.com/features/issues" data-analytics-event="{&quot;action&quot;:&quot;issues&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;issues_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-issue-opened NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M12 1c6.075 0 11 4.925 11 11s-4.925 11-11 11S1 18.075 1 12 5.925 1 12 1ZM2.5 12a9.5 9.5 0 0 0 9.5 9.5 9.5 9.5 0 0 0 9.5-9.5A9.5 9.5 0 0 0 12 2.5 9.5 9.5 0 0 0 2.5 12Zm9.5 2a2 2 0 1 1-.001-3.999A2 2 0 0 1 12 14Z"></path></svg><span class="NavLink-module__title__Q7t0p">Issues</span><span class="NavLink-module__subtitle__X4gkW">Plan and track work</span></div></a></li><li><a href="https://github.com/features/code-review" data-analytics-event="{&quot;action&quot;:&quot;code_review&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;code_review_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-code NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M15.22 4.97a.75.75 0 0 1 1.06 0l6.5 6.5a.75.75 0 0 1 0 1.06l-6.5 6.5a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L21.19 12l-5.97-5.97a.75.75 0 0 1 0-1.06Zm-6.44 0a.75.75 0 0 1 0 1.06L2.81 12l5.97 5.97a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215l-6.5-6.5a.75.75 0 0 1 0-1.06l6.5-6.5a.75.75 0 0 1 1.06 0Z"></path></svg><span class="NavLink-module__title__Q7t0p">Code Review</span><span class="NavLink-module__subtitle__X4gkW">Manage code changes</span></div></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">APPLICATION SECURITY</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/security/advanced-security" data-analytics-event="{&quot;action&quot;:&quot;github_advanced_security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_advanced_security_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-shield-check NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M16.53 9.78a.75.75 0 0 0-1.06-1.06L11 13.19l-1.97-1.97a.75.75 0 0 0-1.06 1.06l2.5 2.5a.75.75 0 0 0 1.06 0l5-5Z"></path><path d="m12.54.637 8.25 2.675A1.75 1.75 0 0 1 22 4.976V10c0 6.19-3.771 10.704-9.401 12.83a1.704 1.704 0 0 1-1.198 0C5.77 20.705 2 16.19 2 10V4.976c0-.758.489-1.43 1.21-1.664L11.46.637a1.748 1.748 0 0 1 1.08 0Zm-.617 1.426-8.25 2.676a.249.249 0 0 0-.173.237V10c0 5.46 3.28 9.483 8.43 11.426a.199.199 0 0 0 .14 0C17.22 19.483 20.5 15.461 20.5 10V4.976a.25.25 0 0 0-.173-.237l-8.25-2.676a.253.253 0 0 0-.154 0Z"></path></svg><span class="NavLink-module__title__Q7t0p">GitHub Advanced Security</span><span class="NavLink-module__subtitle__X4gkW">Find and fix vulnerabilities</span></div></a></li><li><a href="https://github.com/security/advanced-security/code-security" data-analytics-event="{&quot;action&quot;:&quot;code_security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;code_security_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-code-square NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M10.3 8.24a.75.75 0 0 1-.04 1.06L7.352 12l2.908 2.7a.75.75 0 1 1-1.02 1.1l-3.5-3.25a.75.75 0 0 1 0-1.1l3.5-3.25a.75.75 0 0 1 1.06.04Zm3.44 1.06a.75.75 0 1 1 1.02-1.1l3.5 3.25a.75.75 0 0 1 0 1.1l-3.5 3.25a.75.75 0 1 1-1.02-1.1l2.908-2.7-2.908-2.7Z"></path><path d="M2 3.75C2 2.784 2.784 2 3.75 2h16.5c.966 0 1.75.784 1.75 1.75v16.5A1.75 1.75 0 0 1 20.25 22H3.75A1.75 1.75 0 0 1 2 20.25Zm1.75-.25a.25.25 0 0 0-.25.25v16.5c0 .138.112.25.25.25h16.5a.25.25 0 0 0 .25-.25V3.75a.25.25 0 0 0-.25-.25Z"></path></svg><span class="NavLink-module__title__Q7t0p">Code security</span><span class="NavLink-module__subtitle__X4gkW">Secure your code as you build</span></div></a></li><li><a href="https://github.com/security/advanced-security/secret-protection" data-analytics-event="{&quot;action&quot;:&quot;secret_protection&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;secret_protection_link_platform_navbar&quot;}" 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class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/why-github" data-analytics-event="{&quot;action&quot;:&quot;why_github&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;why_github_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Why GitHub</span></a></li><li><a href="https://docs.github.com" data-analytics-event="{&quot;action&quot;:&quot;documentation&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;documentation_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4" target="_blank" rel="noreferrer"><span class="NavLink-module__title__Q7t0p">Documentation</span><svg aria-hidden="true" focusable="false" class="octicon octicon-link-external NavLink-module__externalIcon__eWIry" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path></svg></a></li><li><a href="https://github.blog" data-analytics-event="{&quot;action&quot;:&quot;blog&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;blog_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4" target="_blank" rel="noreferrer"><span class="NavLink-module__title__Q7t0p">Blog</span><svg aria-hidden="true" focusable="false" class="octicon octicon-link-external NavLink-module__externalIcon__eWIry" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path></svg></a></li><li><a href="https://github.blog/changelog" data-analytics-event="{&quot;action&quot;:&quot;changelog&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;changelog_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4" target="_blank" rel="noreferrer"><span class="NavLink-module__title__Q7t0p">Changelog</span><svg aria-hidden="true" focusable="false" class="octicon octicon-link-external NavLink-module__externalIcon__eWIry" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path></svg></a></li><li><a href="https://github.com/marketplace" data-analytics-event="{&quot;action&quot;:&quot;marketplace&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;marketplace_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Marketplace</span></a></li></ul></div></li></ul><div class="NavDropdown-module__trailingLinkContainer__VgJGL"><a href="https://github.com/features" data-analytics-event="{&quot;action&quot;:&quot;view_all_features&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;platform&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_features_link_platform_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">View all features</span><svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavLink-module__arrowIcon__amekg" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></a></div></div></div></li><li><div class="NavDropdown-module__container__l2YeI js-details-container js-header-menu-item"><button type="button" class="NavDropdown-module__button__PEHWX js-details-target" aria-expanded="false">Solutions<svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></button><div class="NavDropdown-module__dropdown__xm1jd"><ul class="NavDropdown-module__list__zuCgG"><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">BY COMPANY SIZE</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/enterprise" data-analytics-event="{&quot;action&quot;:&quot;enterprises&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;enterprises_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Enterprises</span></a></li><li><a href="https://github.com/team" data-analytics-event="{&quot;action&quot;:&quot;small_and_medium_teams&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;small_and_medium_teams_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Small and medium teams</span></a></li><li><a href="https://github.com/enterprise/startups" data-analytics-event="{&quot;action&quot;:&quot;startups&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;startups_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Startups</span></a></li><li><a href="https://github.com/solutions/industry/nonprofits" data-analytics-event="{&quot;action&quot;:&quot;nonprofits&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;nonprofits_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Nonprofits</span></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">BY USE CASE</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/solutions/use-case/app-modernization" data-analytics-event="{&quot;action&quot;:&quot;app_modernization&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;app_modernization_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">App Modernization</span></a></li><li><a href="https://github.com/solutions/use-case/devsecops" data-analytics-event="{&quot;action&quot;:&quot;devsecops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devsecops_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">DevSecOps</span></a></li><li><a href="https://github.com/solutions/use-case/devops" data-analytics-event="{&quot;action&quot;:&quot;devops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devops_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">DevOps</span></a></li><li><a href="https://github.com/solutions/use-case/ci-cd" data-analytics-event="{&quot;action&quot;:&quot;ci/cd&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;ci/cd_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">CI/CD</span></a></li><li><a href="https://github.com/solutions/use-case" data-analytics-event="{&quot;action&quot;:&quot;view_all_use_cases&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_use_cases_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">View all use cases</span><svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavLink-module__arrowIcon__amekg" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">BY INDUSTRY</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/solutions/industry/healthcare" data-analytics-event="{&quot;action&quot;:&quot;healthcare&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;healthcare_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Healthcare</span></a></li><li><a href="https://github.com/solutions/industry/financial-services" data-analytics-event="{&quot;action&quot;:&quot;financial_services&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;financial_services_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Financial services</span></a></li><li><a href="https://github.com/solutions/industry/manufacturing" data-analytics-event="{&quot;action&quot;:&quot;manufacturing&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;manufacturing_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Manufacturing</span></a></li><li><a href="https://github.com/solutions/industry/government" data-analytics-event="{&quot;action&quot;:&quot;government&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;government_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Government</span></a></li><li><a href="https://github.com/solutions/industry" data-analytics-event="{&quot;action&quot;:&quot;view_all_industries&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_industries_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">View all industries</span><svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavLink-module__arrowIcon__amekg" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></a></li></ul></div></li></ul><div class="NavDropdown-module__trailingLinkContainer__VgJGL"><a href="https://github.com/solutions" data-analytics-event="{&quot;action&quot;:&quot;view_all_solutions&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;solutions&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_solutions_link_solutions_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">View all solutions</span><svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavLink-module__arrowIcon__amekg" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></a></div></div></div></li><li><div class="NavDropdown-module__container__l2YeI js-details-container js-header-menu-item"><button type="button" class="NavDropdown-module__button__PEHWX js-details-target" aria-expanded="false">Resources<svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></button><div class="NavDropdown-module__dropdown__xm1jd"><ul class="NavDropdown-module__list__zuCgG"><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">EXPLORE BY TOPIC</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/resources/articles?topic=ai" data-analytics-event="{&quot;action&quot;:&quot;ai&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;ai_link_resources_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">AI</span></a></li><li><a href="https://github.com/resources/articles?topic=software-development" data-analytics-event="{&quot;action&quot;:&quot;software_development&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;software_development_link_resources_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Software Development</span></a></li><li><a href="https://github.com/resources/articles?topic=devops" data-analytics-event="{&quot;action&quot;:&quot;devops&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;devops_link_resources_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">DevOps</span></a></li><li><a href="https://github.com/resources/articles?topic=security" data-analytics-event="{&quot;action&quot;:&quot;security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;security_link_resources_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Security</span></a></li><li><a href="https://github.com/resources/articles" data-analytics-event="{&quot;action&quot;:&quot;view_all_topics&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_topics_link_resources_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">View all topics</span><svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavLink-module__arrowIcon__amekg" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">EXPLORE BY TYPE</span><ul class="NavGroup-module__list__UCOFy"><li><a 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data-analytics-event="{&quot;action&quot;:&quot;view_all_resources&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;resources&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;view_all_resources_link_resources_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">View all resources</span><svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavLink-module__arrowIcon__amekg" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></a></div></div></div></li><li><div class="NavDropdown-module__container__l2YeI js-details-container js-header-menu-item"><button type="button" class="NavDropdown-module__button__PEHWX js-details-target" aria-expanded="false">Open Source<svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></button><div class="NavDropdown-module__dropdown__xm1jd"><ul class="NavDropdown-module__list__zuCgG"><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">COMMUNITY</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/sponsors" data-analytics-event="{&quot;action&quot;:&quot;github_sponsors&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_sponsors_link_open_source_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-sponsor-tiers NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M16.004 1.25C18.311 1.25 20 3.128 20 5.75c0 2.292-1.23 4.464-3.295 6.485-.481.47-.98.909-1.482 1.31l.265 1.32 1.375 7.5a.75.75 0 0 1-.982.844l-3.512-1.207a.75.75 0 0 0-.488 0L8.37 23.209a.75.75 0 0 1-.982-.844l1.378-7.512.261-1.309c-.5-.4-1-.838-1.481-1.31C5.479 10.215 4.25 8.043 4.25 5.75c0-2.622 1.689-4.5 3.996-4.5 1.55 0 2.947.752 3.832 1.967l.047.067.047-.067a4.726 4.726 0 0 1 3.612-1.962l.22-.005ZM13.89 14.531c-.418.285-.828.542-1.218.77l-.18.103a.75.75 0 0 1-.734 0l-.071-.04-.46-.272c-.282-.173-.573-.36-.868-.562l-.121.605-1.145 6.239 2.3-.79a2.248 2.248 0 0 1 1.284-.054l.18.053 2.299.79-1.141-6.226-.125-.616ZM16.004 2.75c-1.464 0-2.731.983-3.159 2.459-.209.721-1.231.721-1.44 0-.428-1.476-1.695-2.459-3.16-2.459-1.44 0-2.495 1.173-2.495 3 0 1.811 1.039 3.647 2.844 5.412a19.624 19.624 0 0 0 3.734 2.84l-.019-.011-.184-.111.147-.088a19.81 19.81 0 0 0 3.015-2.278l.37-.352C17.46 9.397 18.5 7.561 18.5 5.75c0-1.827-1.055-3-2.496-3Z"></path></svg><span class="NavLink-module__title__Q7t0p">GitHub Sponsors</span><span class="NavLink-module__subtitle__X4gkW">Fund open source developers</span></div></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">PROGRAMS</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://securitylab.github.com" data-analytics-event="{&quot;action&quot;:&quot;security_lab&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;security_lab_link_open_source_navbar&quot;}" class="NavLink-module__link__EG3d4" target="_blank" rel="noreferrer"><span class="NavLink-module__title__Q7t0p">Security Lab</span><svg aria-hidden="true" focusable="false" class="octicon octicon-link-external NavLink-module__externalIcon__eWIry" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 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class="NavLink-module__title__Q7t0p">GitHub Stars</span><svg aria-hidden="true" focusable="false" class="octicon octicon-link-external NavLink-module__externalIcon__eWIry" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path></svg></a></li><li><a href="https://archiveprogram.github.com" data-analytics-event="{&quot;action&quot;:&quot;archive_program&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;archive_program_link_open_source_navbar&quot;}" class="NavLink-module__link__EG3d4" target="_blank" rel="noreferrer"><span class="NavLink-module__title__Q7t0p">Archive Program</span><svg aria-hidden="true" focusable="false" class="octicon octicon-link-external NavLink-module__externalIcon__eWIry" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 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class="NavLink-module__title__Q7t0p">Trending</span></a></li><li><a href="https://github.com/collections" data-analytics-event="{&quot;action&quot;:&quot;collections&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;open_source&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;collections_link_open_source_navbar&quot;}" class="NavLink-module__link__EG3d4"><span class="NavLink-module__title__Q7t0p">Collections</span></a></li></ul></div></li></ul></div></div></li><li><div class="NavDropdown-module__container__l2YeI js-details-container js-header-menu-item"><button type="button" class="NavDropdown-module__button__PEHWX js-details-target" aria-expanded="false">Enterprise<svg aria-hidden="true" focusable="false" class="octicon octicon-chevron-right NavDropdown-module__buttonIcon__Tkl8_" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></button><div class="NavDropdown-module__dropdown__xm1jd"><ul class="NavDropdown-module__list__zuCgG"><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">ENTERPRISE SOLUTIONS</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/enterprise" data-analytics-event="{&quot;action&quot;:&quot;enterprise_platform&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;enterprise_platform_link_enterprise_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-stack NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M11.063 1.456a1.749 1.749 0 0 1 1.874 0l8.383 5.316a1.751 1.751 0 0 1 0 2.956l-8.383 5.316a1.749 1.749 0 0 1-1.874 0L2.68 9.728a1.751 1.751 0 0 1 0-2.956Zm1.071 1.267a.25.25 0 0 0-.268 0L3.483 8.039a.25.25 0 0 0 0 .422l8.383 5.316a.25.25 0 0 0 .268 0l8.383-5.316a.25.25 0 0 0 0-.422Z"></path><path d="M1.867 12.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path><path d="M1.867 16.324a.75.75 0 0 1 1.035-.232l8.964 5.685a.25.25 0 0 0 .268 0l8.964-5.685a.75.75 0 0 1 .804 1.267l-8.965 5.685a1.749 1.749 0 0 1-1.874 0l-8.965-5.685a.75.75 0 0 1-.231-1.035Z"></path></svg><span class="NavLink-module__title__Q7t0p">Enterprise platform</span><span class="NavLink-module__subtitle__X4gkW">AI-powered developer platform</span></div></a></li></ul></div></li><li><div class="NavGroup-module__group__W8SqJ"><span class="NavGroup-module__title__Wzxz2">AVAILABLE ADD-ONS</span><ul class="NavGroup-module__list__UCOFy"><li><a href="https://github.com/security/advanced-security" data-analytics-event="{&quot;action&quot;:&quot;github_advanced_security&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;github_advanced_security_link_enterprise_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-shield-check NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M16.53 9.78a.75.75 0 0 0-1.06-1.06L11 13.19l-1.97-1.97a.75.75 0 0 0-1.06 1.06l2.5 2.5a.75.75 0 0 0 1.06 0l5-5Z"></path><path d="m12.54.637 8.25 2.675A1.75 1.75 0 0 1 22 4.976V10c0 6.19-3.771 10.704-9.401 12.83a1.704 1.704 0 0 1-1.198 0C5.77 20.705 2 16.19 2 10V4.976c0-.758.489-1.43 1.21-1.664L11.46.637a1.748 1.748 0 0 1 1.08 0Zm-.617 1.426-8.25 2.676a.249.249 0 0 0-.173.237V10c0 5.46 3.28 9.483 8.43 11.426a.199.199 0 0 0 .14 0C17.22 19.483 20.5 15.461 20.5 10V4.976a.25.25 0 0 0-.173-.237l-8.25-2.676a.253.253 0 0 0-.154 0Z"></path></svg><span class="NavLink-module__title__Q7t0p">GitHub Advanced Security</span><span class="NavLink-module__subtitle__X4gkW">Enterprise-grade security features</span></div></a></li><li><a href="https://github.com/features/copilot/copilot-business" data-analytics-event="{&quot;action&quot;:&quot;copilot_for_business&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;copilot_for_business_link_enterprise_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-copilot NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M23.922 16.992c-.861 1.495-5.859 5.023-11.922 5.023-6.063 0-11.061-3.528-11.922-5.023A.641.641 0 0 1 0 16.736v-2.869a.841.841 0 0 1 .053-.22c.372-.935 1.347-2.292 2.605-2.656.167-.429.414-1.055.644-1.517a10.195 10.195 0 0 1-.052-1.086c0-1.331.282-2.499 1.132-3.368.397-.406.89-.717 1.474-.952 1.399-1.136 3.392-2.093 6.122-2.093 2.731 0 4.767.957 6.166 2.093.584.235 1.077.546 1.474.952.85.869 1.132 2.037 1.132 3.368 0 .368-.014.733-.052 1.086.23.462.477 1.088.644 1.517 1.258.364 2.233 1.721 2.605 2.656a.832.832 0 0 1 .053.22v2.869a.641.641 0 0 1-.078.256ZM12.172 11h-.344a4.323 4.323 0 0 1-.355.508C10.703 12.455 9.555 13 7.965 13c-1.725 0-2.989-.359-3.782-1.259a2.005 2.005 0 0 1-.085-.104L4 11.741v6.585c1.435.779 4.514 2.179 8 2.179 3.486 0 6.565-1.4 8-2.179v-6.585l-.098-.104s-.033.045-.085.104c-.793.9-2.057 1.259-3.782 1.259-1.59 0-2.738-.545-3.508-1.492a4.323 4.323 0 0 1-.355-.508h-.016.016Zm.641-2.935c.136 1.057.403 1.913.878 2.497.442.544 1.134.938 2.344.938 1.573 0 2.292-.337 2.657-.751.384-.435.558-1.15.558-2.361 0-1.14-.243-1.847-.705-2.319-.477-.488-1.319-.862-2.824-1.025-1.487-.161-2.192.138-2.533.529-.269.307-.437.808-.438 1.578v.021c0 .265.021.562.063.893Zm-1.626 0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 2.344-.938.475-.584.742-1.44.878-2.497Z"></path><path d="M14.5 14.25a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Zm-5 0a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Z"></path></svg><span class="NavLink-module__title__Q7t0p">Copilot for Business</span><span class="NavLink-module__subtitle__X4gkW">Enterprise-grade AI features</span></div></a></li><li><a href="https://github.com/premium-support" data-analytics-event="{&quot;action&quot;:&quot;premium_support&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;enterprise&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;premium_support_link_enterprise_navbar&quot;}" class="NavLink-module__link__EG3d4"><div class="NavLink-module__text__XvpLQ"><svg aria-hidden="true" focusable="false" class="octicon octicon-comment-discussion NavLink-module__icon__ltGNM" viewBox="0 0 24 24" width="24" height="24" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 14.25 14H8.061l-2.574 2.573A1.458 1.458 0 0 1 3 15.543V14H1.75A1.75 1.75 0 0 1 0 12.25v-9.5C0 1.784.784 1 1.75 1ZM1.5 2.75v9.5c0 .138.112.25.25.25h2a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h6.5a.25.25 0 0 0 .25-.25v-9.5a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25Z"></path><path d="M22.5 8.75a.25.25 0 0 0-.25-.25h-3.5a.75.75 0 0 1 0-1.5h3.5c.966 0 1.75.784 1.75 1.75v9.5A1.75 1.75 0 0 1 22.25 20H21v1.543a1.457 1.457 0 0 1-2.487 1.03L15.939 20H10.75A1.75 1.75 0 0 1 9 18.25v-1.465a.75.75 0 0 1 1.5 0v1.465c0 .138.112.25.25.25h5.5a.75.75 0 0 1 .53.22l2.72 2.72v-2.19a.75.75 0 0 1 .75-.75h2a.25.25 0 0 0 .25-.25v-9.5Z"></path></svg><span class="NavLink-module__title__Q7t0p">Premium Support</span><span class="NavLink-module__subtitle__X4gkW">Enterprise-grade 24/7 support</span></div></a></li></ul></div></li></ul></div></div></li><li><a href="https://github.com/pricing" data-analytics-event="{&quot;action&quot;:&quot;pricing&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;context&quot;:&quot;pricing&quot;,&quot;location&quot;:&quot;navbar&quot;,&quot;label&quot;:&quot;pricing_link_pricing_navbar&quot;}" class="NavLink-module__link__EG3d4 MarketingNavigation-module__navLink__hUomM"><span class="NavLink-module__title__Q7t0p">Pricing</span></a></li></ul></nav><script type="application/json" id="__PRIMER_DATA__R_0___">{"resolvedServerColorMode":"day"}</script></div>
+</react-partial>
+
+
+
+        <div class="d-flex flex-column flex-lg-row width-full flex-justify-end flex-lg-items-center text-center tmp-mt-3 tmp-mt-lg-0 text-lg-left tmp-ml-lg-3">
+                
+
+
+<qbsearch-input class="search-input" data-scope="repo:googlefonts/roboto-2" data-custom-scopes-path="/search/custom_scopes" data-delete-custom-scopes-csrf="O34L1rfJTWzgZsI6mS1J9ydO2LaEHJQGgu9TpO3nx8xCyJuh1QM2dujeqmwaAcOBI_x6O5mVz-f8_iLmwas6pw" data-max-custom-scopes="10" data-header-redesign-enabled="false" data-initial-value="" data-blackbird-suggestions-path="/search/suggestions" data-jump-to-suggestions-path="/_graphql/GetSuggestedNavigationDestinations" data-current-repository="googlefonts/roboto-2" data-current-org="googlefonts" data-current-owner="" data-logged-in="false" data-copilot-chat-enabled="false" data-nl-search-enabled="false" data-retain-scroll-position="true">
+  <div
+    class="search-input-container search-with-dialog position-relative d-flex flex-row flex-items-center tmp-mr-4 rounded"
+    data-action="click:qbsearch-input#searchInputContainerClicked"
+  >
+      <button
+        type="button"
+        class="header-search-button placeholder  input-button form-control d-flex flex-1 flex-self-stretch flex-items-center no-wrap width-full py-0 pl-2 pr-0 text-left border-0 box-shadow-none"
+        data-target="qbsearch-input.inputButton"
+        aria-label="Search or jump to…"
+        aria-haspopup="dialog"
+        placeholder="Search or jump to..."
+        data-hotkey=s,/
+        autocapitalize="off"
+        data-analytics-event="{&quot;location&quot;:&quot;navbar&quot;,&quot;action&quot;:&quot;searchbar&quot;,&quot;context&quot;:&quot;global&quot;,&quot;tag&quot;:&quot;input&quot;,&quot;label&quot;:&quot;searchbar_input_global_navbar&quot;}"
+        data-action="click:qbsearch-input#handleExpand"
+      >
+        <div class="mr-2 color-fg-muted">
+          <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search">
+    <path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path>
+</svg>
+        </div>
+        <span class="flex-1" data-target="qbsearch-input.inputButtonText">Search or jump to...</span>
+          <div class="d-flex" data-target="qbsearch-input.hotkeyIndicator">
+            <svg xmlns="http://www.w3.org/2000/svg" width="22" height="20" aria-hidden="true" class="mr-1"><path fill="none" stroke="#979A9C" opacity=".4" d="M3.5.5h12c1.7 0 3 1.3 3 3v13c0 1.7-1.3 3-3 3h-12c-1.7 0-3-1.3-3-3v-13c0-1.7 1.3-3 3-3z"></path><path fill="#979A9C" d="M11.8 6L8 15.1h-.9L10.8 6h1z"></path></svg>
+          </div>
+      </button>
+
+    <input type="hidden" name="type" class="js-site-search-type-field">
+
+    
+<div class="Overlay--hidden " data-modal-dialog-overlay>
+  <modal-dialog data-action="close:qbsearch-input#handleClose cancel:qbsearch-input#handleClose" data-target="qbsearch-input.searchSuggestionsDialog" role="dialog" id="search-suggestions-dialog" aria-modal="true" aria-labelledby="search-suggestions-dialog-header" data-view-component="true" class="Overlay Overlay--width-large Overlay--height-auto">
+      <h1 id="search-suggestions-dialog-header" class="sr-only">Search code, repositories, users, issues, pull requests...</h1>
+    <div class="Overlay-body Overlay-body--paddingNone">
+      
+          <div data-view-component="true">        <div class="search-suggestions position-fixed width-full color-shadow-large border color-fg-default color-bg-default overflow-hidden d-flex flex-column query-builder-container"
+          style="border-radius: 12px;"
+          data-target="qbsearch-input.queryBuilderContainer"
+          hidden
+        >
+          <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="query-builder-test-form" action="" accept-charset="UTF-8" method="get">
+  <query-builder data-target="qbsearch-input.queryBuilder" id="query-builder-query-builder-test" data-filter-key=":" data-view-component="true" class="QueryBuilder search-query-builder">
+    <div class="FormControl FormControl--fullWidth">
+      <label id="query-builder-test-label" for="query-builder-test" class="FormControl-label sr-only">
+        Search
+      </label>
+      <div
+        class="QueryBuilder-StyledInput width-fit "
+        data-target="query-builder.styledInput"
+      >
+          <span id="query-builder-test-leadingvisual-wrap" class="FormControl-input-leadingVisualWrap QueryBuilder-leadingVisualWrap">
+            <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search FormControl-input-leadingVisual">
+    <path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path>
+</svg>
+          </span>
+        <div data-target="query-builder.styledInputContainer" class="QueryBuilder-StyledInputContainer">
+          <div
+            aria-hidden="true"
+            class="QueryBuilder-StyledInputContent"
+            data-target="query-builder.styledInputContent"
+          ></div>
+          <div class="QueryBuilder-InputWrapper">
+            <div aria-hidden="true" class="QueryBuilder-Sizer" data-target="query-builder.sizer"></div>
+            <input id="query-builder-test" name="query-builder-test" value="" autocomplete="off" type="text" role="combobox" spellcheck="false" aria-expanded="false" aria-describedby="validation-4a94b894-aedd-4bcd-b665-665e3a9c0903" data-target="query-builder.input" data-action="
+          input:query-builder#inputChange
+          blur:query-builder#inputBlur
+          keydown:query-builder#inputKeydown
+          focus:query-builder#inputFocus
+        " data-view-component="true" class="FormControl-input QueryBuilder-Input FormControl-medium" />
+          </div>
+        </div>
+          <span data-target="query-builder.clearButton" hidden>
+            <span class="sr-only" id="query-builder-test-clear">Clear</span>
+            <button role="button" id="query-builder-test-clear-button" aria-labelledby="query-builder-test-clear query-builder-test-label" data-action="
+                  click:query-builder#clear
+                  focus:query-builder#clearButtonFocus
+                  blur:query-builder#clearButtonBlur
+                " variant="small" type="button" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium mr-1 tmp-mr-1 px-2 tmp-px-2 py-0 tmp-py-0 d-flex flex-items-center rounded-1 color-fg-muted">  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x-circle-fill Button-visual">
+    <path d="M2.343 13.657A8 8 0 1 1 13.658 2.343 8 8 0 0 1 2.343 13.657ZM6.03 4.97a.751.751 0 0 0-1.042.018.751.751 0 0 0-.018 1.042L6.94 8 4.97 9.97a.749.749 0 0 0 .326 1.275.749.749 0 0 0 .734-.215L8 9.06l1.97 1.97a.749.749 0 0 0 1.275-.326.749.749 0 0 0-.215-.734L9.06 8l1.97-1.97a.749.749 0 0 0-.326-1.275.749.749 0 0 0-.734.215L8 6.94Z"></path>
+</svg>
+</button>
+
+          </span>
+      </div>
+      <template id="search-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search">
+    <path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path>
+</svg>
+</template>
+
+<template id="code-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code">
+    <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path>
+</svg>
+</template>
+
+<template id="file-code-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-file-code">
+    <path d="M4 1.75C4 .784 4.784 0 5.75 0h5.586c.464 0 .909.184 1.237.513l2.914 2.914c.329.328.513.773.513 1.237v8.586A1.75 1.75 0 0 1 14.25 15h-9a.75.75 0 0 1 0-1.5h9a.25.25 0 0 0 .25-.25V6h-2.75A1.75 1.75 0 0 1 10 4.25V1.5H5.75a.25.25 0 0 0-.25.25v2.5a.75.75 0 0 1-1.5 0Zm1.72 4.97a.75.75 0 0 1 1.06 0l2 2a.75.75 0 0 1 0 1.06l-2 2a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734l1.47-1.47-1.47-1.47a.75.75 0 0 1 0-1.06ZM3.28 7.78 1.81 9.25l1.47 1.47a.751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018l-2-2a.75.75 0 0 1 0-1.06l2-2a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Zm8.22-6.218V4.25c0 .138.112.25.25.25h2.688l-.011-.013-2.914-2.914-.013-.011Z"></path>
+</svg>
+</template>
+
+<template id="history-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-history">
+    <path d="m.427 1.927 1.215 1.215a8.002 8.002 0 1 1-1.6 5.685.75.75 0 1 1 1.493-.154 6.5 6.5 0 1 0 1.18-4.458l1.358 1.358A.25.25 0 0 1 3.896 6H.25A.25.25 0 0 1 0 5.75V2.104a.25.25 0 0 1 .427-.177ZM7.75 4a.75.75 0 0 1 .75.75v2.992l2.028.812a.75.75 0 0 1-.557 1.392l-2.5-1A.751.751 0 0 1 7 8.25v-3.5A.75.75 0 0 1 7.75 4Z"></path>
+</svg>
+</template>
+
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+    <path d="m8.533.133 5.25 1.68A1.75 1.75 0 0 1 15 3.48V7c0 1.566-.32 3.182-1.303 4.682-.983 1.498-2.585 2.813-5.032 3.855a1.697 1.697 0 0 1-1.33 0c-2.447-1.042-4.049-2.357-5.032-3.855C1.32 10.182 1 8.566 1 7V3.48a1.75 1.75 0 0 1 1.217-1.667l5.25-1.68a1.748 1.748 0 0 1 1.066 0Zm-.61 1.429.001.001-5.25 1.68a.251.251 0 0 0-.174.237V7c0 1.36.275 2.666 1.057 3.859.784 1.194 2.121 2.342 4.366 3.298a.196.196 0 0 0 .154 0c2.245-.957 3.582-2.103 4.366-3.297C13.225 9.666 13.5 8.358 13.5 7V3.48a.25.25 0 0 0-.174-.238l-5.25-1.68a.25.25 0 0 0-.153 0ZM11.28 6.28l-3.5 3.5a.75.75 0 0 1-1.06 0l-1.5-1.5a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l.97.97 2.97-2.97a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path>
+</svg>
+</template>
+
+<template id="heart-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart">
+    <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path>
+</svg>
+</template>
+
+<template id="server-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-server">
+    <path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v4c0 .372-.116.717-.314 1 .198.283.314.628.314 1v4a1.75 1.75 0 0 1-1.75 1.75H1.75A1.75 1.75 0 0 1 0 12.75v-4c0-.358.109-.707.314-1a1.739 1.739 0 0 1-.314-1v-4C0 1.784.784 1 1.75 1ZM1.5 2.75v4c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25Zm.25 5.75a.25.25 0 0 0-.25.25v4c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25ZM7 4.75A.75.75 0 0 1 7.75 4h4.5a.75.75 0 0 1 0 1.5h-4.5A.75.75 0 0 1 7 4.75ZM7.75 10h4.5a.75.75 0 0 1 0 1.5h-4.5a.75.75 0 0 1 0-1.5ZM3 4.75A.75.75 0 0 1 3.75 4h.5a.75.75 0 0 1 0 1.5h-.5A.75.75 0 0 1 3 4.75ZM3.75 10h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1 0-1.5Z"></path>
+</svg>
+</template>
+
+<template id="globe-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-globe">
+    <path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM5.78 8.75a9.64 9.64 0 0 0 1.363 4.177c.255.426.542.832.857 1.215.245-.296.551-.705.857-1.215A9.64 9.64 0 0 0 10.22 8.75Zm4.44-1.5a9.64 9.64 0 0 0-1.363-4.177c-.307-.51-.612-.919-.857-1.215a9.927 9.927 0 0 0-.857 1.215A9.64 9.64 0 0 0 5.78 7.25Zm-5.944 1.5H1.543a6.507 6.507 0 0 0 4.666 5.5c-.123-.181-.24-.365-.352-.552-.715-1.192-1.437-2.874-1.581-4.948Zm-2.733-1.5h2.733c.144-2.074.866-3.756 1.58-4.948.12-.197.237-.381.353-.552a6.507 6.507 0 0 0-4.666 5.5Zm10.181 1.5c-.144 2.074-.866 3.756-1.58 4.948-.12.197-.237.381-.353.552a6.507 6.507 0 0 0 4.666-5.5Zm2.733-1.5a6.507 6.507 0 0 0-4.666-5.5c.123.181.24.365.353.552.714 1.192 1.436 2.874 1.58 4.948Z"></path>
+</svg>
+</template>
+
+<template id="issue-opened-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened">
+    <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path>
+</svg>
+</template>
+
+<template id="device-mobile-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-device-mobile">
+    <path d="M3.75 0h8.5C13.216 0 14 .784 14 1.75v12.5A1.75 1.75 0 0 1 12.25 16h-8.5A1.75 1.75 0 0 1 2 14.25V1.75C2 .784 2.784 0 3.75 0ZM3.5 1.75v12.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25ZM8 13a1 1 0 1 1 0-2 1 1 0 0 1 0 2Z"></path>
+</svg>
+</template>
+
+<template id="package-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-package">
+    <path d="m8.878.392 5.25 3.045c.54.314.872.89.872 1.514v6.098a1.75 1.75 0 0 1-.872 1.514l-5.25 3.045a1.75 1.75 0 0 1-1.756 0l-5.25-3.045A1.75 1.75 0 0 1 1 11.049V4.951c0-.624.332-1.201.872-1.514L7.122.392a1.75 1.75 0 0 1 1.756 0ZM7.875 1.69l-4.63 2.685L8 7.133l4.755-2.758-4.63-2.685a.248.248 0 0 0-.25 0ZM2.5 5.677v5.372c0 .09.047.171.125.216l4.625 2.683V8.432Zm6.25 8.271 4.625-2.683a.25.25 0 0 0 .125-.216V5.677L8.75 8.432Z"></path>
+</svg>
+</template>
+
+<template id="credit-card-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-credit-card">
+    <path d="M10.75 9a.75.75 0 0 0 0 1.5h1.5a.75.75 0 0 0 0-1.5h-1.5Z"></path><path d="M0 3.75C0 2.784.784 2 1.75 2h12.5c.966 0 1.75.784 1.75 1.75v8.5A1.75 1.75 0 0 1 14.25 14H1.75A1.75 1.75 0 0 1 0 12.25ZM14.5 6.5h-13v5.75c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25Zm0-2.75a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25V5h13Z"></path>
+</svg>
+</template>
+
+<template id="play-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-play">
+    <path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Zm4.879-2.773 4.264 2.559a.25.25 0 0 1 0 .428l-4.264 2.559A.25.25 0 0 1 6 10.559V5.442a.25.25 0 0 1 .379-.215Z"></path>
+</svg>
+</template>
+
+<template id="gift-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-gift">
+    <path d="M2 2.75A2.75 2.75 0 0 1 4.75 0c.983 0 1.873.42 2.57 1.232.268.318.497.668.68 1.042.183-.375.411-.725.68-1.044C9.376.42 10.266 0 11.25 0a2.75 2.75 0 0 1 2.45 4h.55c.966 0 1.75.784 1.75 1.75v2c0 .698-.409 1.301-1 1.582v4.918A1.75 1.75 0 0 1 13.25 16H2.75A1.75 1.75 0 0 1 1 14.25V9.332C.409 9.05 0 8.448 0 7.75v-2C0 4.784.784 4 1.75 4h.55c-.192-.375-.3-.8-.3-1.25ZM7.25 9.5H2.5v4.75c0 .138.112.25.25.25h4.5Zm1.5 0v5h4.5a.25.25 0 0 0 .25-.25V9.5Zm0-4V8h5.5a.25.25 0 0 0 .25-.25v-2a.25.25 0 0 0-.25-.25Zm-7 0a.25.25 0 0 0-.25.25v2c0 .138.112.25.25.25h5.5V5.5h-5.5Zm3-4a1.25 1.25 0 0 0 0 2.5h2.309c-.233-.818-.542-1.401-.878-1.793-.43-.502-.915-.707-1.431-.707ZM8.941 4h2.309a1.25 1.25 0 0 0 0-2.5c-.516 0-1 .205-1.43.707-.337.392-.646.975-.879 1.793Z"></path>
+</svg>
+</template>
+
+<template id="code-square-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code-square">
+    <path d="M0 1.75C0 .784.784 0 1.75 0h12.5C15.216 0 16 .784 16 1.75v12.5A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25Zm1.75-.25a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25Zm7.47 3.97a.75.75 0 0 1 1.06 0l2 2a.75.75 0 0 1 0 1.06l-2 2a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L10.69 8 9.22 6.53a.75.75 0 0 1 0-1.06ZM6.78 6.53 5.31 8l1.47 1.47a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215l-2-2a.75.75 0 0 1 0-1.06l2-2a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path>
+</svg>
+</template>
+
+<template id="device-desktop-icon">
+  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-device-desktop">
+    <path d="M14.25 1c.966 0 1.75.784 1.75 1.75v7.5A1.75 1.75 0 0 1 14.25 12h-3.727c.099 1.041.52 1.872 1.292 2.757A.752.752 0 0 1 11.25 16h-6.5a.75.75 0 0 1-.565-1.243c.772-.885 1.192-1.716 1.292-2.757H1.75A1.75 1.75 0 0 1 0 10.25v-7.5C0 1.784.784 1 1.75 1ZM1.75 2.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25ZM9.018 12H6.982a5.72 5.72 0 0 1-.765 2.5h3.566a5.72 5.72 0 0 1-.765-2.5Z"></path>
+</svg>
+</template>
+
+        <div class="position-relative">
+                        <ul
+              role="listbox"
+              class="ActionListWrap QueryBuilder-ListWrap"
+              aria-label="Suggestions"
+              data-action="
+                combobox-commit:query-builder#comboboxCommit
+                mousedown:query-builder#resultsMousedown
+              "
+              data-target="query-builder.resultsList"
+              data-persist-list=false
+              id="query-builder-test-results"
+              tabindex="-1"
+            ></ul>
+
+        </div>
+      <div class="FormControl-inlineValidation" id="validation-4a94b894-aedd-4bcd-b665-665e3a9c0903" hidden="hidden">
+        <span class="FormControl-inlineValidation--visual">
+          <svg aria-hidden="true" height="12" viewBox="0 0 12 12" version="1.1" width="12" data-view-component="true" class="octicon octicon-alert-fill">
+    <path d="M4.855.708c.5-.896 1.79-.896 2.29 0l4.675 8.351a1.312 1.312 0 0 1-1.146 1.954H1.33A1.313 1.313 0 0 1 .183 9.058ZM7 7V3H5v4Zm-1 3a1 1 0 1 0 0-2 1 1 0 0 0 0 2Z"></path>
+</svg>
+        </span>
+        <span></span>
+</div>    </div>
+    <div data-target="query-builder.screenReaderFeedback" aria-live="polite" aria-atomic="true" class="sr-only"></div>
+</query-builder></form>
+          <div class="d-flex flex-row color-fg-muted tmp-px-3 text-small color-bg-default search-feedback-prompt">
+            <a target="_blank" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax" data-view-component="true" class="Link color-fg-accent text-normal ml-2 tmp-ml-2">Search syntax tips</a>            <div class="d-flex flex-1"></div>
+          </div>
+        </div>
+</div>
+
+    </div>
+</modal-dialog></div>
+  </div>
+  <div data-action="click:qbsearch-input#retract" class="dark-backdrop position-fixed" hidden data-target="qbsearch-input.darkBackdrop"></div>
+  <div class="color-fg-default">
+    
+<dialog-helper>
+  <dialog data-target="qbsearch-input.feedbackDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="feedback-dialog" aria-modal="true" aria-labelledby="feedback-dialog-title" aria-describedby="feedback-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll">
+    <div data-view-component="true" class="Overlay-header">
+  <div class="Overlay-headerContentWrap">
+    <div class="Overlay-titleWrap">
+      <h1 class="Overlay-title " id="feedback-dialog-title">
+        Provide feedback
+      </h1>
+        
+    </div>
+    <div class="Overlay-actionWrap">
+      <button data-close-dialog-id="feedback-dialog" aria-label="Close" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x">
+    <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
+</svg></button>
+    </div>
+  </div>
+  
+</div>
+      <scrollable-region data-labelled-by="feedback-dialog-title">
+        <div data-view-component="true" class="Overlay-body">        <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="code-search-feedback-form" data-turbo="false" action="/search/feedback" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="pN6YBWJ6s4v1FEhF3q3mIHH65x0Gk6MqZR/8WLX+nA1479LGx4FQ12ZO44Hx+8JmqBoE2mya2PQiShP2iYTo/Q==" />
+          <p>We read every piece of feedback, and take your input very seriously.</p>
+          <textarea name="feedback" class="form-control width-full mb-2" style="height: 120px" id="feedback"></textarea>
+          <input name="include_email" id="include_email" aria-label="Include my email address so I can be contacted" class="form-control mr-2" type="checkbox">
+          <label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label>
+</form></div>
+      </scrollable-region>
+      <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd">          <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn">    Cancel
+</button>
+          <button form="code-search-feedback-form" data-action="click:qbsearch-input#submitFeedback" type="submit" data-view-component="true" class="btn-primary btn">    Submit feedback
+</button>
+</div>
+</dialog></dialog-helper>
+
+    <custom-scopes data-target="qbsearch-input.customScopesManager">
+    
+<dialog-helper>
+  <dialog data-target="custom-scopes.customScopesModalDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="custom-scopes-dialog" aria-modal="true" aria-labelledby="custom-scopes-dialog-title" aria-describedby="custom-scopes-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll">
+    <div data-view-component="true" class="Overlay-header Overlay-header--divided">
+  <div class="Overlay-headerContentWrap">
+    <div class="Overlay-titleWrap">
+      <h1 class="Overlay-title " id="custom-scopes-dialog-title">
+        Saved searches
+      </h1>
+        <h2 id="custom-scopes-dialog-description" class="Overlay-description">Use saved searches to filter your results more quickly</h2>
+    </div>
+    <div class="Overlay-actionWrap">
+      <button data-close-dialog-id="custom-scopes-dialog" aria-label="Close" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x">
+    <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
+</svg></button>
+    </div>
+  </div>
+  
+</div>
+      <scrollable-region data-labelled-by="custom-scopes-dialog-title">
+        <div data-view-component="true" class="Overlay-body">        <div data-target="custom-scopes.customScopesModalDialogFlash"></div>
+
+        <div hidden class="create-custom-scope-form" data-target="custom-scopes.createCustomScopeForm">
+        <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="custom-scopes-dialog-form" data-turbo="false" action="/search/custom_scopes" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="zXyV7qQFiXcBDM5hci4Yj3BSC6pAw6jyFCazYyd8WNXdIaifkyUuuf744UE4TPV79vokSEuWrIf41RyqMjrjlw==" />
+          <div data-target="custom-scopes.customScopesModalDialogFlash"></div>
+
+          <input type="hidden" id="custom_scope_id" name="custom_scope_id" data-target="custom-scopes.customScopesIdField">
+
+          <div class="form-group">
+            <label for="custom_scope_name">Name</label>
+            <auto-check src="/search/custom_scopes/check_name" required>
+              <input
+                type="text"
+                name="custom_scope_name"
+                id="custom_scope_name"
+                data-target="custom-scopes.customScopesNameField"
+                class="form-control"
+                autocomplete="off"
+                placeholder="github-ruby"
+                required
+                maxlength="50">
+              <input type="hidden" data-csrf="true" value="Lc1QxnlDTB1VBdNaxPnK/xZKXxvWPTntmM+HJf30kP1K8WrJnuYDB9UzyH8FjXXLf191TfXc7nB29c/cQdqv0A==" />
+            </auto-check>
+          </div>
+
+          <div class="form-group">
+            <label for="custom_scope_query">Query</label>
+            <input
+              type="text"
+              name="custom_scope_query"
+              id="custom_scope_query"
+              data-target="custom-scopes.customScopesQueryField"
+              class="form-control"
+              autocomplete="off"
+              placeholder="(repo:mona/a OR repo:mona/b) AND lang:python"
+              required
+              maxlength="500">
+          </div>
+
+          <p class="text-small color-fg-muted">
+            To see all available qualifiers, see our <a class="Link--inTextBlock" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax">documentation</a>.
+          </p>
+</form>        </div>
+
+        <div data-target="custom-scopes.manageCustomScopesForm">
+          <div data-target="custom-scopes.list"></div>
+        </div>
+
+</div>
+      </scrollable-region>
+      <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd Overlay-footer--divided">          <button data-action="click:custom-scopes#customScopesCancel" type="button" data-view-component="true" class="btn">    Cancel
+</button>
+          <button form="custom-scopes-dialog-form" data-action="click:custom-scopes#customScopesSubmit" data-target="custom-scopes.customScopesSubmitButton" type="submit" data-view-component="true" class="btn-primary btn">    Create saved search
+</button>
+</div>
+</dialog></dialog-helper>
+    </custom-scopes>
+  </div>
+</qbsearch-input>
+
+
+            <div class="position-relative HeaderMenu-link-wrap d-lg-inline-block">
+              <a
+                href="/login?return_to=https%3A%2F%2Fgithub.com%2Fgooglefonts%2Froboto-2%2Fblob%2Fmain%2Fsrc%2Fhinted%2FRoboto-Regular.ttf"
+                class="HeaderMenu-link HeaderMenu-link--sign-in HeaderMenu-button flex-shrink-0 no-underline d-none d-lg-inline-flex border border-lg-0 rounded px-2 py-1"
+                style="margin-left: 12px;"
+                data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;site header menu&quot;,&quot;repository_id&quot;:null,&quot;auth_type&quot;:&quot;SIGN_UP&quot;,&quot;originating_url&quot;:&quot;https://github.com/googlefonts/roboto-2/blob/main/src/hinted/Roboto-Regular.ttf&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="eae3cb972f67118b8f490a8a95a724b22c48ccc1eef572bb93c3959119a7b2ed"
+                data-analytics-event="{&quot;category&quot;:&quot;Marketing nav&quot;,&quot;action&quot;:&quot;click to go to homepage&quot;,&quot;label&quot;:&quot;ref_page:Marketing;ref_cta:Sign in;ref_loc:Header&quot;}"
+              >
+                Sign in
+              </a>
+            </div>
+
+              <a href="/signup?ref_cta=Sign+up&amp;ref_loc=header+logged+out&amp;ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E%2Fblob%2Fshow&amp;source=header-repo&amp;source_repo=googlefonts%2Froboto-2"
+                class="HeaderMenu-link HeaderMenu-link--sign-up HeaderMenu-button flex-shrink-0 d-flex d-lg-inline-flex no-underline border color-border-default rounded px-2 py-1"
+                data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;site header menu&quot;,&quot;repository_id&quot;:null,&quot;auth_type&quot;:&quot;SIGN_UP&quot;,&quot;originating_url&quot;:&quot;https://github.com/googlefonts/roboto-2/blob/main/src/hinted/Roboto-Regular.ttf&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="eae3cb972f67118b8f490a8a95a724b22c48ccc1eef572bb93c3959119a7b2ed"
+                data-analytics-event="{&quot;category&quot;:&quot;Sign up&quot;,&quot;action&quot;:&quot;click to sign up for account&quot;,&quot;label&quot;:&quot;ref_page:/&lt;user-name&gt;/&lt;repo-name&gt;/blob/show;ref_cta:Sign up;ref_loc:header logged out&quot;}"
+              >
+                Sign up
+              </a>
+
+                <div class="AppHeader-appearanceSettings">
+    <react-partial-anchor>
+      <button data-target="react-partial-anchor.anchor" id="icon-button-0f2a7733-d841-4869-b429-9434c244aaaa" aria-labelledby="tooltip-54bbbe23-91bd-479f-bc3d-ffba37eee6cb" type="button" disabled="disabled" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium AppHeader-button HeaderMenu-link border cursor-wait">  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-sliders Button-visual">
+    <path d="M15 2.75a.75.75 0 0 1-.75.75h-4a.75.75 0 0 1 0-1.5h4a.75.75 0 0 1 .75.75Zm-8.5.75v1.25a.75.75 0 0 0 1.5 0v-4a.75.75 0 0 0-1.5 0V2H1.75a.75.75 0 0 0 0 1.5H6.5Zm1.25 5.25a.75.75 0 0 0 0-1.5h-6a.75.75 0 0 0 0 1.5h6ZM15 8a.75.75 0 0 1-.75.75H11.5V10a.75.75 0 1 1-1.5 0V6a.75.75 0 0 1 1.5 0v1.25h2.75A.75.75 0 0 1 15 8Zm-9 5.25v-2a.75.75 0 0 0-1.5 0v1.25H1.75a.75.75 0 0 0 0 1.5H4.5v1.25a.75.75 0 0 0 1.5 0v-2Zm9 0a.75.75 0 0 1-.75.75h-6a.75.75 0 0 1 0-1.5h6a.75.75 0 0 1 .75.75Z"></path>
+</svg>
+</button><tool-tip id="tooltip-54bbbe23-91bd-479f-bc3d-ffba37eee6cb" for="icon-button-0f2a7733-d841-4869-b429-9434c244aaaa" popover="manual" data-direction="s" data-type="label" data-view-component="true" class="sr-only position-absolute">Appearance settings</tool-tip>
+
+      <template data-target="react-partial-anchor.template">
+        <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/primer-react-css.8a057b98cd8a150b.module.css" />
+<link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/appearance-settings.fef6f84625f0c138.module.css" />
+
+<react-partial
+  partial-name="appearance-settings"
+  data-ssr="false"
+  data-attempted-ssr="false"
+  data-react-profiling="false"
+>
+  
+  <script type="application/json" data-target="react-partial.embeddedData">{"props":{}}</script>
+  <div data-target="react-partial.reactRoot"></div>
+</react-partial>
+
+
+      </template>
+    </react-partial-anchor>
+  </div>
+
+          <button type="button" class="sr-only js-header-menu-focus-trap d-block d-lg-none">Resetting focus</button>
+        </div>
+      </div>
+    </div>
+  </div>
+</header>
+
+      <div hidden="hidden" data-view-component="true" class="js-stale-session-flash stale-session-flash flash flash-warn flash-full">
+  
+        <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert">
+    <path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path>
+</svg>
+        <span class="js-stale-session-flash-signed-in" hidden>You signed in with another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span>
+        <span class="js-stale-session-flash-signed-out" hidden>You signed out in another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span>
+        <span class="js-stale-session-flash-switched" hidden>You switched accounts on another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span>
+
+    <button id="icon-button-c2de6c1c-fbc2-4bab-910f-359e4c79d677" aria-labelledby="tooltip-acb8629c-d652-44db-9af7-e433074ced5a" type="button" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium flash-close js-flash-close">  <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x Button-visual">
+    <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
+</svg>
+</button><tool-tip id="tooltip-acb8629c-d652-44db-9af7-e433074ced5a" for="icon-button-c2de6c1c-fbc2-4bab-910f-359e4c79d677" popover="manual" data-direction="s" data-type="label" data-view-component="true" class="sr-only position-absolute">Dismiss alert</tool-tip>
+
+
+  
+</div>
+    </div>
+
+  <div id="start-of-content" class="show-on-focus"></div>
+
+
+
+
+
+
+
+
+    <div id="js-flash-container" class="flash-container" data-turbo-replace>
+
+
+
+
+  <template class="js-flash-template">
+    
+<div class="flash flash-full   {{ className }}">
+  <div >
+    <button autofocus class="flash-close js-flash-close" type="button" aria-label="Dismiss this message">
+      <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x">
+    <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
+</svg>
+    </button>
+    <div aria-atomic="true" role="alert" class="js-flash-alert">
+      
+      <div>{{ message }}</div>
+
+    </div>
+  </div>
+</div>
+  </template>
+</div>
+
+
+    
+
+
+
+
+
+
+  <div
+    class="application-main "
+    data-commit-hovercards-enabled
+    data-discussion-hovercards-enabled
+    data-issue-and-pr-hovercards-enabled
+    data-project-hovercards-enabled
+  >
+        <div itemscope itemtype="http://schema.org/SoftwareSourceCode" class="">
+    <main id="js-repo-pjax-container" >
+      
+      
+    
+
+    
+
+      <div class="flash flash-warn flash-full border-top-0 text-center text-bold py-2">
+    This repository was archived by the owner on Apr 1, 2025. It is now read-only.
+  </div>
+
+
+
+
+
+
+  
+
+  <div id="repository-container-header"  class="tmp-pt-3 hide-full-screen" style="background-color: var(--page-header-bgColor, var(--color-page-header-bg));" data-turbo-replace>
+
+      <div class="d-flex flex-nowrap flex-justify-end tmp-mb-3  tmp-px-3 tmp-px-lg-5" style="gap: 1rem;">
+
+        <div class="flex-auto min-width-0 width-fit">
+            
+  <div class=" d-flex flex-wrap flex-items-center wb-break-word f3 text-normal">
+      <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2 tmp-mr-2">
+    <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path>
+</svg>
+    
+    <span class="author flex-self-stretch" itemprop="author">
+      <a class="url fn" rel="author" data-hovercard-type="organization" data-hovercard-url="/orgs/googlefonts/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="/googlefonts">
+        googlefonts
+</a>    </span>
+    <span class="mx-1 flex-self-stretch color-fg-muted">/</span>
+    <strong itemprop="name" class="mr-2 flex-self-stretch">
+      <a data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" href="/googlefonts/roboto-2">roboto-2</a>
+    </strong>
+
+    <span></span><span class="Label Label--attention v-align-middle mr-1">Public archive</span>
+  </div>
+
+
+        </div>
+
+        <div id="repository-details-container" class="flex-shrink-0" data-turbo-replace style="max-width: 70%;">
+            <ul class="pagehead-actions flex-shrink-0 d-none d-md-inline" style="padding: 2px 0;">
+    
+      
+
+  <li>
+            <a href="/login?return_to=%2Fgooglefonts%2Froboto-2" rel="nofollow" id="repository-details-watch-button" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;notification subscription menu watch&quot;,&quot;repository_id&quot;:null,&quot;auth_type&quot;:&quot;LOG_IN&quot;,&quot;originating_url&quot;:&quot;https://github.com/googlefonts/roboto-2/blob/main/src/hinted/Roboto-Regular.ttf&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="10d2da48bb1a22c640fb05ca8371a768a301a9d2d5e96bbcf003516034c667b3" aria-label="You must be signed in to change notification settings" data-view-component="true" class="btn-sm btn">    <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-bell mr-2 tmp-mr-2">
+    <path d="M8 16a2 2 0 0 0 1.985-1.75c.017-.137-.097-.25-.235-.25h-3.5c-.138 0-.252.113-.235.25A2 2 0 0 0 8 16ZM3 5a5 5 0 0 1 10 0v2.947c0 .05.015.098.042.139l1.703 2.555A1.519 1.519 0 0 1 13.482 13H2.518a1.516 1.516 0 0 1-1.263-2.36l1.703-2.554A.255.255 0 0 0 3 7.947Zm5-3.5A3.5 3.5 0 0 0 4.5 5v2.947c0 .346-.102.683-.294.97l-1.703 2.556a.017.017 0 0 0-.003.01l.001.006c0 .002.002.004.004.006l.006.004.007.001h10.964l.007-.001.006-.004.004-.006.001-.007a.017.017 0 0 0-.003-.01l-1.703-2.554a1.745 1.745 0 0 1-.294-.97V5A3.5 3.5 0 0 0 8 1.5Z"></path>
+</svg>Notifications
+</a>    <tool-tip id="tooltip-026c4071-5be5-4689-b1e4-b9201985f417" for="repository-details-watch-button" popover="manual" data-direction="s" data-type="description" data-view-component="true" class="sr-only position-absolute">You must be signed in to change notification settings</tool-tip>
+
+  </li>
+
+  <li>
+          <a icon="repo-forked" id="fork-button" href="/login?return_to=%2Fgooglefonts%2Froboto-2" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;repo details fork button&quot;,&quot;repository_id&quot;:33761854,&quot;auth_type&quot;:&quot;LOG_IN&quot;,&quot;originating_url&quot;:&quot;https://github.com/googlefonts/roboto-2/blob/main/src/hinted/Roboto-Regular.ttf&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="3b1694cad85fb1446fb996faf0587e172c23bddf741a163ae2111190ac0c1adc" data-view-component="true" class="btn-sm btn">    <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo-forked mr-2 tmp-mr-2">
+    <path d="M5 5.372v.878c0 .414.336.75.75.75h4.5a.75.75 0 0 0 .75-.75v-.878a2.25 2.25 0 1 1 1.5 0v.878a2.25 2.25 0 0 1-2.25 2.25h-1.5v2.128a2.251 2.251 0 1 1-1.5 0V8.5h-1.5A2.25 2.25 0 0 1 3.5 6.25v-.878a2.25 2.25 0 1 1 1.5 0ZM5 3.25a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Zm6.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5Zm-3 8.75a.75.75 0 1 0-1.5 0 .75.75 0 0 0 1.5 0Z"></path>
+</svg>Fork
+    <span id="repo-network-counter" data-pjax-replace="true" data-turbo-replace="true" title="307" data-view-component="true" class="Counter">307</span>
+</a>
+  </li>
+
+  <li>
+        <div data-view-component="true" class="BtnGroup d-flex">
+        <a href="/login?return_to=%2Fgooglefonts%2Froboto-2" rel="nofollow" data-hydro-click="{&quot;event_type&quot;:&quot;authentication.click&quot;,&quot;payload&quot;:{&quot;location_in_page&quot;:&quot;star button&quot;,&quot;repository_id&quot;:33761854,&quot;auth_type&quot;:&quot;LOG_IN&quot;,&quot;originating_url&quot;:&quot;https://github.com/googlefonts/roboto-2/blob/main/src/hinted/Roboto-Regular.ttf&quot;,&quot;user_id&quot;:null}}" data-hydro-click-hmac="cf366b9613982d9fd15624bebe4ea74ead4f7809ae42393b6672780dc6032f93" aria-label="You must be signed in to star a repository" data-view-component="true" class="tooltipped tooltipped-sw btn-sm btn">    <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star v-align-text-bottom d-inline-block mr-2 tmp-mr-2">
+    <path d="M8 .25a.75.75 0 0 1 .673.418l1.882 3.815 4.21.612a.75.75 0 0 1 .416 1.279l-3.046 2.97.719 4.192a.751.751 0 0 1-1.088.791L8 12.347l-3.766 1.98a.75.75 0 0 1-1.088-.79l.72-4.194L.818 6.374a.75.75 0 0 1 .416-1.28l4.21-.611L7.327.668A.75.75 0 0 1 8 .25Zm0 2.445L6.615 5.5a.75.75 0 0 1-.564.41l-3.097.45 2.24 2.184a.75.75 0 0 1 .216.664l-.528 3.084 2.769-1.456a.75.75 0 0 1 .698 0l2.77 1.456-.53-3.084a.75.75 0 0 1 .216-.664l2.24-2.183-3.096-.45a.75.75 0 0 1-.564-.41L8 2.694Z"></path>
+</svg><span data-view-component="true" class="d-inline">
+          Star
+</span>          <span id="repo-stars-counter-star" aria-label="3840 users starred this repository" data-singular-suffix="user starred this repository" data-plural-suffix="users starred this repository" data-turbo-replace="true" title="3,840" data-view-component="true" class="Counter js-social-count">3.8k</span>
+</a></div>
+  </li>
+
+</ul>
+
+        </div>
+      </div>
+
+        <div id="responsive-meta-container" data-turbo-replace>
+</div>
+
+
+          <nav data-pjax="#js-repo-pjax-container" aria-label="Repository" data-view-component="true" class="js-repo-nav js-sidenav-container-pjax js-responsive-underlinenav overflow-hidden UnderlineNav px-3 tmp-px-3 px-md-4 tmp-px-md-4 px-lg-5 tmp-px-lg-5">
+
+  <ul data-view-component="true" class="UnderlineNav-body list-style-none">
+      <li data-view-component="true" class="d-inline-flex">
+  <a id="code-tab" href="/googlefonts/roboto-2" data-tab-item="i0code-tab" data-selected-links="repo_source repo_downloads repo_commits repo_releases repo_tags repo_branches repo_packages repo_deployments repo_attestations /googlefonts/roboto-2" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" data-hotkey="g c" data-command-id="repositories:go-to-code" data-react-nav="code-view" data-react-nav-anchor="code-view-repo-link" data-analytics-event="{&quot;category&quot;:&quot;Underline navbar&quot;,&quot;action&quot;:&quot;Click tab&quot;,&quot;label&quot;:&quot;Code&quot;,&quot;target&quot;:&quot;UNDERLINE_NAV.TAB&quot;}" aria-current="page" data-view-component="true" class="UnderlineNav-item no-wrap js-responsive-underlinenav-item js-selected-navigation-item selected">
+    
+              <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code UnderlineNav-octicon d-none d-sm-inline">
+    <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path>
+</svg>
+        <span data-content="Code">Code</span>
+          <span id="code-repo-tab-count" data-pjax-replace="" data-turbo-replace="" title="Not available" data-view-component="true" class="Counter"></span>
+
+
+    
+</a></li>
+      <li data-view-component="true" class="d-inline-flex">
+  <a id="issues-tab" href="/googlefonts/roboto-2/issues" data-tab-item="i1issues-tab" data-selected-links="repo_issues repo_labels repo_milestones /googlefonts/roboto-2/issues" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" data-hotkey="g i" data-command-id="repositories:go-to-issues" data-react-nav="issues-react" data-analytics-event="{&quot;category&quot;:&quot;Underline navbar&quot;,&quot;action&quot;:&quot;Click tab&quot;,&quot;label&quot;:&quot;Issues&quot;,&quot;target&quot;:&quot;UNDERLINE_NAV.TAB&quot;}" data-view-component="true" class="UnderlineNav-item no-wrap js-responsive-underlinenav-item js-selected-navigation-item">
+    
+              <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened UnderlineNav-octicon d-none d-sm-inline">
+    <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path>
+</svg>
+        <span data-content="Issues">Issues</span>
+          <span id="issues-repo-tab-count" data-pjax-replace="" data-turbo-replace="" title="156" data-view-component="true" class="Counter">156</span>
+
+
+    
+</a></li>
+      <li data-view-component="true" class="d-inline-flex">
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+        <span data-content="Actions">Actions</span>
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+
+
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+</a></li>
+      <li data-view-component="true" class="d-inline-flex">
+  <a id="projects-tab" href="/googlefonts/roboto-2/projects" data-tab-item="i4projects-tab" data-selected-links="repo_projects new_repo_project repo_project /googlefonts/roboto-2/projects" data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" data-hotkey="g b" data-command-id="repositories:go-to-projects" data-analytics-event="{&quot;category&quot;:&quot;Underline navbar&quot;,&quot;action&quot;:&quot;Click tab&quot;,&quot;label&quot;:&quot;Projects&quot;,&quot;target&quot;:&quot;UNDERLINE_NAV.TAB&quot;}" data-view-component="true" class="UnderlineNav-item no-wrap js-responsive-underlinenav-item js-selected-navigation-item">
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+
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+      <li data-view-component="true" class="d-inline-flex">
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+
+
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+    <div style="visibility:hidden;" data-view-component="true" class="UnderlineNav-actions js-responsive-underlinenav-overflow position-absolute pr-3 tmp-pr-3 pr-md-4 tmp-pr-md-4 pr-lg-5 tmp-pr-lg-5 right-0">      <action-menu data-select-variant="none" data-view-component="true">
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+
+<anchored-position data-target="action-menu.overlay" id="action-menu-16059950-d109-4ea5-8dc3-fd1fe0daaa3e-overlay" anchor="action-menu-16059950-d109-4ea5-8dc3-fd1fe0daaa3e-button" align="start" side="outside-bottom" anchor-offset="normal" popover="auto" data-view-component="true">
+  <div data-view-component="true" class="Overlay Overlay--size-auto">
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+    <ul aria-labelledby="action-menu-16059950-d109-4ea5-8dc3-fd1fe0daaa3e-button" id="action-menu-16059950-d109-4ea5-8dc3-fd1fe0daaa3e-list" role="menu" data-view-component="true" class="ActionListWrap--inset ActionListWrap">
+        <li hidden="hidden" data-menu-item="i0code-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem">
+    
+    
+    <a tabindex="-1" id="item-b622a3f3-b3a4-48d6-a81e-b1a2d2a2c607" href="/googlefonts/roboto-2" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16">
+        <span class="ActionListItem-visual ActionListItem-visual--leading">
+          <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code">
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+        </span>
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+        <span data-view-component="true" class="ActionListItem-label">
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+        <li hidden="hidden" data-menu-item="i1issues-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem">
+    
+    
+    <a tabindex="-1" id="item-4848b739-0486-42d8-9835-78a8dedb713e" href="/googlefonts/roboto-2/issues" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16">
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+        <li hidden="hidden" data-menu-item="i2pull-requests-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem">
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+    
+    <a tabindex="-1" id="item-7f98bc25-e237-49e6-b8a6-f6c426004d23" href="/googlefonts/roboto-2/pulls" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16">
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+        <span data-view-component="true" class="ActionListItem-label">
+          Pull requests
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+  
+</li>
+        <li hidden="hidden" data-menu-item="i3actions-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem">
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+    
+    <a tabindex="-1" id="item-b45b22c5-c8fb-45da-8fc8-b103450543bc" href="/googlefonts/roboto-2/actions" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16">
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+      
+        <span data-view-component="true" class="ActionListItem-label">
+          Actions
+</span>      
+</a>
+  
+</li>
+        <li hidden="hidden" data-menu-item="i4projects-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem">
+    
+    
+    <a tabindex="-1" id="item-d72d6894-b0f8-401a-a154-0c58e483bc37" href="/googlefonts/roboto-2/projects" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16">
+        <span class="ActionListItem-visual ActionListItem-visual--leading">
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+    <path d="M0 1.75C0 .784.784 0 1.75 0h12.5C15.216 0 16 .784 16 1.75v12.5A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25ZM6.5 6.5v8h7.75a.25.25 0 0 0 .25-.25V6.5Zm8-1.5V1.75a.25.25 0 0 0-.25-.25H6.5V5Zm-13 1.5v7.75c0 .138.112.25.25.25H5v-8ZM5 5V1.5H1.75a.25.25 0 0 0-.25.25V5Z"></path>
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+</li>
+        <li hidden="hidden" data-menu-item="i5security-and-quality-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem">
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+    <a tabindex="-1" id="item-92939a9d-0344-4f09-91c2-b9dcfef8db88" href="/googlefonts/roboto-2/security" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16">
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+        <li hidden="hidden" data-menu-item="i6insights-tab" data-targets="action-list.items" role="none" data-view-component="true" class="ActionListItem">
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+    
+    <a tabindex="-1" id="item-cab9a2df-b259-471b-b640-185cdb75ac5c" href="/googlefonts/roboto-2/pulse" role="menuitem" data-view-component="true" class="ActionListContent ActionListContent--visual16">
+        <span class="ActionListItem-visual ActionListItem-visual--leading">
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+</svg>
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+          Insights
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+</a>
+  
+</li>
+</ul>    
+</div></action-list>
+
+
+</div>
+      
+</div></anchored-position>  </focus-group>
+</action-menu></div>
+</nav>
+
+  </div>
+  
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+
+
+<turbo-frame id="repo-content-turbo-frame" target="_top" data-turbo-action="advance" class="">
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+
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+
+<react-app
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+  initial-path="/googlefonts/roboto-2/blob/main/src/hinted/Roboto-Regular.ttf"
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+  data-ssr="true"
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4a.75.75 0 0 1 .75.75v2.992l2.028.812a.75.75 0 0 1-.557 1.392l-2.5-1A.751.751 0 0 1 7 8.25v-3.5A.75.75 0 0 1 7.75 4Z"></path></svg></span><span data-component="text" class="prc-Button-Label-FWkx3"><span class="fgColor-default">History</span></span></span></a><div class="d-sm-none"></div><div class="d-flex d-lg-none"><a aria-label="View commit history for this file." href="/googlefonts/roboto-2/commits/main/src/hinted/Roboto-Regular.ttf" class="prc-Button-ButtonBase-9n-Xk LinkButton-module__linkButton__nFnov flex-items-center fgColor-default" data-loading="false" data-size="small" data-variant="invisible" aria-describedby="_R_15lalajal1d_"><span data-component="buttonContent" data-align="center" class="prc-Button-ButtonContent-Iohp5"><span data-component="leadingVisual" class="prc-Button-Visual-YNt2F prc-Button-VisualWrap-E4cnq"><svg aria-hidden="true" focusable="false" class="octicon octicon-history" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="m.427 1.927 1.215 1.215a8.002 8.002 0 1 1-1.6 5.685.75.75 0 1 1 1.493-.154 6.5 6.5 0 1 0 1.18-4.458l1.358 1.358A.25.25 0 0 1 3.896 6H.25A.25.25 0 0 1 0 5.75V2.104a.25.25 0 0 1 .427-.177ZM7.75 4a.75.75 0 0 1 .75.75v2.992l2.028.812a.75.75 0 0 1-.557 1.392l-2.5-1A.751.751 0 0 1 7 8.25v-3.5A.75.75 0 0 1 7.75 4Z"></path></svg></span></span></a><span class="prc-TooltipV2-Tooltip-tLeuB" data-direction="s" role="tooltip" aria-hidden="true" id="_R_15lalajal1d_">History</span></div></div></div></div></div><div class="d-flex flex-row"><div class="container BlobViewContent-module__blobContainer__DtH2d"><div class="react-code-size-details-banner BlobViewContent-module__codeSizeDetails__e5sUw"><div class="react-code-size-details-banner CodeSizeDetails-module__Box__VcD6l"><div class="text-mono CodeSizeDetails-module__Box_1__GVxQL"><span>503 KB</span></div></div></div><div class="react-blob-view-header-sticky BlobViewContent-module__stickyHeader__VwxB5" id="repos-sticky-header"><div class="BlobViewHeader-module__Box__yhm9u"><div class="react-blob-sticky-header"><div class="FileNameStickyHeader-module__outerWrapper__ZL4Xc FileNameStickyHeader-module__outerWrapperHidden__Zpynk"><div class="FileNameStickyHeader-module__Box_1__Hazu5"><div class="FileNameStickyHeader-module__Box_2__hoolP"><div class="FileNameStickyHeader-module__Box_3__MVKsk"><button type="button" aria-haspopup="true" aria-expanded="false" tabindex="0" aria-label="main branch" data-testid="anchor-button" data-icv-name="Switch branches/tags" class="prc-Button-ButtonBase-9n-Xk ref-selector-class RefSelectorAnchoredOverlay-module__RefSelectorOverlayBtn__a3WK3" data-loading="false" data-size="medium" data-variant="default" id="ref-picker-repos-header-ref-selector"><span data-component="buttonContent" data-align="center" class="prc-Button-ButtonContent-Iohp5"><span data-component="text" class="prc-Button-Label-FWkx3"><div 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class="Breadcrumb-module__list__ZH6zr"><li class="Breadcrumb-module__listItem__Ib0x_"><a class="Breadcrumb-module__repoLink__O2Nbs prc-Link-Link-9ZwDx" data-testid="breadcrumbs-repo-link" href="/googlefonts/roboto-2/tree/main" data-discover="true">roboto-2</a></li><li class="Breadcrumb-module__listItem__Ib0x_"><span class="Breadcrumb-module__separator__eNwsI Breadcrumb-module__md__Wb1Gs" aria-hidden="true">/</span><a class="Breadcrumb-module__directoryLink__kQy_t prc-Link-Link-9ZwDx" href="/googlefonts/roboto-2/tree/main/src" data-discover="true">src</a></li><li class="Breadcrumb-module__listItem__Ib0x_"><span class="Breadcrumb-module__separator__eNwsI Breadcrumb-module__md__Wb1Gs" aria-hidden="true">/</span><a class="Breadcrumb-module__directoryLink__kQy_t prc-Link-Link-9ZwDx" href="/googlefonts/roboto-2/tree/main/src/hinted" data-discover="true">hinted</a></li></ol></nav><div data-testid="breadcrumbs-filename" class="Breadcrumb-module__filename__equZR"><span class="Breadcrumb-module__separator__eNwsI Breadcrumb-module__md__Wb1Gs" aria-hidden="true">/</span><h1 class="Breadcrumb-module__filenameHeading__MNMtw Breadcrumb-module__md__Wb1Gs prc-Heading-Heading-MtWFE" tabindex="-1" id="sticky-file-name-id">Roboto-Regular.ttf</h1></div></div></div></div><button type="button" class="prc-Button-ButtonBase-9n-Xk FileNameStickyHeader-module__Button__LSEU_ FileNameStickyHeader-module__GoToTopButton__nxAFn" data-loading="false" data-size="small" data-variant="invisible"><span data-component="buttonContent" data-align="center" class="prc-Button-ButtonContent-Iohp5"><span data-component="leadingVisual" class="prc-Button-Visual-YNt2F prc-Button-VisualWrap-E4cnq"><svg aria-hidden="true" focusable="false" class="octicon octicon-arrow-up" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M3.47 7.78a.75.75 0 0 1 0-1.06l4.25-4.25a.75.75 0 0 1 1.06 0l4.25 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+  <h2 class='sr-only'>Footer</h2>
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+  <div class="d-flex flex-justify-center flex-items-center flex-column-reverse flex-lg-row flex-wrap flex-lg-nowrap">
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+      <ul class="list-style-none d-flex flex-justify-center flex-wrap mb-2 mb-lg-0" aria-labelledby="sr-footer-heading">
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+      data-action="click:cookie-consent-link#showConsentManagement"
+      data-analytics-event="{&quot;location&quot;:&quot;footer&quot;,&quot;action&quot;:&quot;cookies&quot;,&quot;context&quot;:&quot;subfooter&quot;,&quot;tag&quot;:&quot;link&quot;,&quot;label&quot;:&quot;cookies_link_subfooter_footer&quot;}"
+    >
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+  <cookie-consent-link>
+    <button
+      type="button"
+      class="Link--secondary underline-on-hover border-0 p-0 color-bg-transparent text-left"
+      data-action="click:cookie-consent-link#showConsentManagement"
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+
+
+  <div id="ajax-error-message" class="ajax-error-message flash flash-error" hidden>
+    <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert">
+    <path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path>
+</svg>
+    <button type="button" class="flash-close js-ajax-error-dismiss" aria-label="Dismiss error">
+      <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x">
+    <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
+</svg>
+    </button>
+    You can’t perform that action at this time.
+  </div>
+
+    <template id="site-details-dialog">
+  <details class="details-reset details-overlay details-overlay-dark lh-default color-fg-default hx_rsm" open>
+    <summary role="button" aria-label="Close dialog"></summary>
+    <details-dialog class="Box Box--overlay d-flex flex-column anim-fade-in fast hx_rsm-dialog hx_rsm-modal">
+      <button class="Box-btn-octicon m-0 btn-octicon position-absolute right-0 top-0" type="button" aria-label="Close dialog" data-close-dialog>
+        <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x">
+    <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path>
+</svg>
+      </button>
+      <div class="octocat-spinner tmp-my-6 js-details-dialog-spinner"></div>
+    </details-dialog>
+  </details>
+</template>
+
+    <div class="Popover js-hovercard-content position-absolute" style="display: none; outline: none;">
+  <div class="Popover-message Popover-message--bottom-left Popover-message--large Box color-shadow-large" style="width:360px;">
+  </div>
+</div>
+
+    <template id="snippet-clipboard-copy-button">
+  <div class="zeroclipboard-container position-absolute right-0 top-0">
+    <clipboard-copy aria-label="Copy" class="ClipboardButton btn js-clipboard-copy m-2 p-0" data-copy-feedback="Copied!" data-tooltip-direction="w">
+      <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon m-2 tmp-m-2">
+    <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path>
+</svg>
+      <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none m-2 tmp-m-2">
+    <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path>
+</svg>
+    </clipboard-copy>
+  </div>
+</template>
+<template id="snippet-clipboard-copy-button-unpositioned">
+  <div class="zeroclipboard-container">
+    <clipboard-copy aria-label="Copy" class="ClipboardButton btn btn-invisible js-clipboard-copy m-2 p-0 d-flex flex-justify-center flex-items-center" data-copy-feedback="Copied!" data-tooltip-direction="w">
+      <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon">
+    <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path>
+</svg>
+      <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none">
+    <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path>
+</svg>
+    </clipboard-copy>
+  </div>
+</template>
+
+
+
+
+    </div>
+    <div id="js-global-screen-reader-notice" class="sr-only mt-n1" aria-live="polite" aria-atomic="true" ></div>
+    <div id="js-global-screen-reader-notice-assertive" class="sr-only mt-n1" aria-live="assertive" aria-atomic="true"></div>
+  </body>
+</html>
+
diff --git a/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/assets/fonts/arial.ttf b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/assets/fonts/arial.ttf
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diff --git a/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/assets/fonts/arialbd.ttf b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/assets/fonts/arialbd.ttf
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diff --git a/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/assets/fonts/ariali.ttf b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/assets/fonts/ariali.ttf
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diff --git a/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/assets/logo.png b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/assets/logo.png
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diff --git a/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/pdf_service.py b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/pdf_service.py
new file mode 100644
index 0000000..f1861cc
--- /dev/null
+++ b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/pdf_service.py	
@@ -0,0 +1,247 @@
+from fpdf import FPDF
+import io
+import base64
+import os
+from datetime import datetime
+from PIL import Image
+
+class MedicalReportPDF(FPDF):
+    def __init__(self):
+        super().__init__()
+        self.main_font = 'helvetica' # Default fallback
+        self.set_margins(10, 10, 10)
+
+    def header(self):
+        # Logo support
+        logo_path = os.path.join(os.path.dirname(os.path.abspath(__file__)), 'assets', 'logo.png')
+        show_logo = False
+        
+        if os.path.exists(logo_path):
+            logo_stream = get_clean_image_stream(logo_path)
+            if logo_stream:
+                try:
+                    self.image(logo_stream, 10, 8, 25, type='PNG')
+                    self.set_x(40)
+                    show_logo = True
+                except:
+                    pass
+        
+        # Header with Unicode support
+        try:
+            self.set_font(self.main_font, 'B', 16)
+            title = 'TRUNG TÂM CHẨN ĐOÁN HÌNH ẢNH VKIST'
+            if show_logo:
+                self.cell(0, 10, title, 0, 1, 'L')
+                self.set_x(40)
+                self.set_font(self.main_font, '', 10)
+                self.cell(0, 5, 'Địa chỉ: Khu Công nghệ cao Hòa Lạc, Thạch Thất, Hà Nội', 0, 1, 'L')
+            else:
+                self.cell(0, 10, title, 0, 1, 'C')
+                self.set_font(self.main_font, '', 10)
+                self.cell(0, 10, 'Địa chỉ: Khu Công nghệ cao Hòa Lạc, Thạch Thất, Hà Nội', 0, 1, 'C')
+            self.ln(10)
+        except Exception:
+            pass
+
+    def footer(self):
+        self.set_y(-15)
+        try:
+            self.set_font(self.main_font, 'I', 8)
+            self.cell(0, 10, f'Trang {self.page_no()}/{{nb}}', 0, 0, 'C')
+        except Exception:
+            self.set_font('helvetica', 'I', 8)
+            self.cell(0, 10, f'Page {self.page_no()}/{{nb}}', 0, 0, 'C')
+
+def get_clean_image_stream(image_source):
+    """
+    Mở ảnh (file path hoặc base64), loại bỏ interlacing và trả về BytesIO stream.
+    Giúp tránh lỗi 'Interlacing not supported' trong FPDF2.
+    """
+    if not image_source:
+        return None
+        
+    try:
+        if isinstance(image_source, str) and image_source.startswith('data:image'):
+            # Xử lý base64
+            header, content = image_source.split(',') if ',' in image_source else (None, image_source)
+            img_data = base64.b64decode(content)
+            img_io = io.BytesIO(img_data)
+        elif isinstance(image_source, str) and os.path.exists(image_source):
+            # Xử lý file path
+            img_io = image_source
+        else:
+            return None
+
+        with Image.open(img_io) as img:
+            # Chuyển đổi sang RGB nếu cần và lưu lại không có interlacing
+            if img.mode in ('RGBA', 'P'):
+                img = img.convert('RGB')
+            
+            output = io.BytesIO()
+            img.save(output, format='PNG', optimize=False, interlaced=False)
+            output.seek(0)
+            return output
+    except Exception as e:
+        print(f"⚠️ Lỗi xử lý ảnh: {e}")
+        return None
+
+def generate_medical_report(patient_info, analysis_result, images_base64):
+    pdf = MedicalReportPDF()
+    
+    # Sử dụng đường dẫn tuyệt đối để ổn định
+    base_dir = os.path.dirname(os.path.abspath(__file__))
+    font_dir = os.path.join(base_dir, 'assets', 'fonts')
+    
+    # 1. Đăng ký Font nội bộ (Arial đã sao chép)
+    try:
+        pdf.add_font('arial_local', '', os.path.join(font_dir, 'arial.ttf'))
+        pdf.add_font('arial_local', 'B', os.path.join(font_dir, 'arialbd.ttf'))
+        pdf.add_font('arial_local', 'I', os.path.join(font_dir, 'ariali.ttf'))
+        pdf.main_font = 'arial_local'
+    except Exception as e:
+        print(f"Warning: Could not load local Arial fonts: {e}")
+        # Dự phòng cuối cùng
+        pdf.main_font = 'helvetica'
+    
+    font_main = pdf.main_font
+    pdf.set_auto_page_break(auto=True, margin=15)
+    pdf.add_page()
+    pdf.alias_nb_pages()
+
+    # Tiêu đề
+    pdf.set_font(font_main, 'B', 14)
+    pdf.cell(0, 10, 'PHIẾU KẾT QUẢ SIÊU ÂM KHỚP GỐI', 0, 1, 'C')
+    pdf.ln(5)
+    
+    # Thông tin bệnh nhân
+    pdf.set_x(10)
+    pdf.set_font(font_main, 'B', 11)
+    pdf.cell(0, 8, 'I. THÔNG TIN BỆNH NHÂN', 0, 1, 'L')
+    pdf.set_font(font_main, '', 11)
+    
+    # Độ rộng cột an toàn (Tổng 180mm < 190mm khả dụng cho A4)
+    col1 = 95
+    col2 = 85
+    
+    pdf.cell(col1, 8, f"Họ tên: {patient_info.get('name', 'N/A')}", 0, 0)
+    pdf.cell(col2, 8, f"Mã BN: {patient_info.get('id', 'N/A')}", 0, 1)
+    
+    pdf.cell(col1, 8, f"Giới tính: {patient_info.get('gender', 'N/A')}", 0, 0)
+    pdf.cell(col2, 8, f"Tuổi: {patient_info.get('age', 'N/A')}", 0, 1)
+    
+    pdf.ln(5)
+    pdf.line(10, pdf.get_y(), 200, pdf.get_y())
+    pdf.ln(5)
+
+    # Images Section
+    pdf.set_x(10)
+    pdf.set_font(font_main, 'B', 11)
+    pdf.cell(0, 10, 'II. HÌNH ẢNH SIÊU ÂM', 0, 1, 'L')
+    
+    y_before_images = pdf.get_y()
+    img_w = 90
+    margin = 5
+    
+    # Process Images
+    has_orig = images_base64.get('original')
+    has_seg = images_base64.get('segmented')
+    
+    max_img_h = 0
+    
+    if has_orig:
+        try:
+            orig_stream = get_clean_image_stream(has_orig)
+            if orig_stream:
+                with Image.open(orig_stream) as img:
+                    w, h = img.size
+                    img_h = (img_w * h) / w
+                    max_img_h = max(max_img_h, img_h)
+                
+                orig_stream.seek(0)
+                pdf.image(orig_stream, x=10, y=y_before_images, w=img_w, type='PNG')
+                
+                # Label
+                pdf.set_xy(10, y_before_images + img_h + 2)
+                pdf.set_font(font_main, 'I', 9)
+                pdf.cell(img_w, 5, 'Hình 1: Ảnh gốc / Tăng cường', 0, 0, 'C')
+        except Exception as e:
+            print(f"Error processing original image: {e}")
+
+    if has_seg:
+        try:
+            seg_stream = get_clean_image_stream(has_seg)
+            if seg_stream:
+                with Image.open(seg_stream) as img:
+                    w, h = img.size
+                    img_h = (img_w * h) / w
+                    max_img_h = max(max_img_h, img_h)
+                
+                seg_stream.seek(0)
+                pdf.image(seg_stream, x=110, y=y_before_images, w=img_w, type='PNG')
+                
+                # Label
+                pdf.set_xy(110, y_before_images + img_h + 2)
+                pdf.set_font(font_main, 'I', 9)
+                pdf.cell(img_w, 5, 'Hình 2: Ảnh phân đoạn AI', 0, 1, 'C')
+        except Exception as e:
+            print(f"Error processing segmented image: {e}")
+
+    # Reset Y to after images
+    pdf.set_y(y_before_images + max_img_h + 10)
+    pdf.set_x(10)
+    
+    # AI Results
+    pdf.set_font(font_main, 'B', 11)
+    pdf.cell(0, 10, 'III. KẾT QUẢ PHÂN TÍCH TỰ ĐỘNG (AI)', 0, 1, 'L')
+    pdf.set_font(font_main, '', 10)
+    
+    angle = analysis_result.get('angle', {})
+    pdf.multi_cell(185, 6, f"• Góc chụp dự đoán: {angle.get('class', 'N/A')} (Độ tin cậy: {angle.get('confidence', 'N/A')}%)")
+    
+    if 'inflammation' in analysis_result:
+        infl = analysis_result['inflammation']
+        status = "Có khả năng viêm / Theo dõi viêm" if infl.get('detected') else "Không thấy dấu hiệu viêm rõ rệt"
+        pdf.set_x(10)
+        pdf.multi_cell(185, 6, f"• Tình trạng viêm: {status} (Độ tin cậy: {infl.get('confidence', 'N/A')}%)")
+        
+    if 'measurement' in analysis_result:
+        m = analysis_result['measurement']
+        pdf.set_x(10)
+        pdf.multi_cell(185, 6, f"• Đo đạc: Độ dày dịch & màng hoạt dịch đạt mức {m.get('thickness_mm', 'N/A')} mm")
+        
+    if 'severity' in analysis_result:
+        s = analysis_result['severity']
+        pdf.set_x(10)
+        pdf.multi_cell(185, 6, f"• Mức độ viêm: {s.get('severity', 'N/A')}")
+        pdf.set_x(10)
+        pdf.set_font(font_main, 'I', 10)
+        pdf.multi_cell(185, 6, f"  Chi tiết: {s.get('description', 'N/A')}")
+        pdf.set_font(font_main, '', 10)
+
+    pdf.ln(5)
+    pdf.set_x(10)
+    
+    # Doctor Diagnosis
+    pdf.set_font(font_main, 'B', 11)
+    pdf.cell(0, 10, 'IV. CHẨN ĐOÁN VÀ KẾT LUẬN CỦA BÁC SĨ', 0, 1, 'L')
+    pdf.set_font(font_main, '', 11)
+    
+    diagnosis = patient_info.get('diagnosis', 'Ghi chú chẩn đoán trống.')
+    pdf.set_x(10)
+    pdf.multi_cell(185, 7, diagnosis)
+    
+    pdf.ln(15)
+    
+    # Signature
+    current_date = datetime.now()
+    date_str = f"Ngày {current_date.day} tháng {current_date.month} năm {current_date.year}"
+    
+    pdf.set_font(font_main, 'I', 11)
+    pdf.cell(0, 8, date_str, 0, 1, 'R')
+    pdf.set_font(font_main, 'B', 11)
+    pdf.cell(0, 8, 'BÁC SĨ CHẨN ĐOÁN', 0, 1, 'R')
+    pdf.ln(15)
+    pdf.set_font(font_main, '', 10)
+    pdf.cell(0, 8, '(Ký và ghi rõ họ tên)', 0, 1, 'R')
+
+    return pdf.output()
diff --git a/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/templates/css/style.css b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/templates/css/style.css
new file mode 100644
index 0000000..59fafdd
--- /dev/null
+++ b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/templates/css/style.css	
@@ -0,0 +1,681 @@
+* { margin: 0; padding: 0; box-sizing: border-box; }
+body {
+    font-family: 'Segoe UI', Tahoma, sans-serif;
+    background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
+    min-height: 100vh;
+    padding: 20px;
+}
+.container {
+    max-width: 1600px;
+    margin: 0 auto;
+    background: white;
+    border-radius: 20px;
+    box-shadow: 0 20px 40px rgba(0,0,0,0.1);
+    overflow: hidden;
+}
+.header {
+    background: linear-gradient(135deg, #2c3e50 0%, #3498db 100%);
+    color: white;
+    padding: 30px;
+    text-align: center;
+}
+.header h1 { font-size: 2rem; margin-bottom: 10px; }
+.main-content {
+    display: grid;
+    grid-template-columns: 300px 1fr 1fr;
+    gap: 25px;
+    padding: 30px;
+    min-height: 600px;
+}
+
+.models-panel {
+    background: #f8f9fa;
+    padding: 20px;
+    border-radius: 15px;
+    height: fit-content;
+}
+.models-panel h3 {
+    margin-bottom: 15px;
+    color: #2c3e50;
+    font-size: 1.1rem;
+}
+.model-section {
+    background: white;
+    padding: 15px;
+    margin-bottom: 15px;
+    border-radius: 10px;
+    border-left: 4px solid #3498db;
+}
+.model-section h4 {
+    font-size: 0.9rem;
+    color: #2c3e50;
+    margin-bottom: 10px;
+    font-weight: 600;
+}
+.model-section select {
+    width: 100%;
+    padding: 8px;
+    border: 2px solid #e0e0e0;
+    border-radius: 6px;
+    font-size: 0.85rem;
+    cursor: pointer;
+}
+.model-section select:focus {
+    outline: none;
+    border-color: #3498db;
+}
+.model-section small {
+    display: block;
+    margin-top: 6px;
+    color: #7f8c8d;
+    font-size: 0.75rem;
+    line-height: 1.3;
+}
+
+.upload-panel {
+    display: flex;
+    flex-direction: column;
+    gap: 20px;
+}
+.panel-title {
+    font-size: 1.3rem;
+    color: #2c3e50;
+    font-weight: 600;
+    margin-bottom: 10px;
+}
+.upload-area {
+    border: 3px dashed #bdc3c7;
+    border-radius: 15px;
+    padding: 40px 20px;
+    text-align: center;
+    cursor: pointer;
+    transition: all 0.3s ease;
+    display: flex;
+    flex-direction: column;
+    align-items: center;
+    justify-content: center;
+    min-height: 250px;
+}
+.upload-area:hover {
+    border-color: #3498db;
+    background: #f8f9fa;
+}
+.upload-icon { font-size: 3rem; margin-bottom: 15px; }
+.upload-btn {
+    background: linear-gradient(135deg, #3498db, #2980b9);
+    color: white;
+    padding: 12px 30px;
+    border: none;
+    border-radius: 25px;
+    font-size: 1rem;
+    cursor: pointer;
+    font-weight: 600;
+    transition: all 0.3s ease;
+}
+.upload-btn:hover {
+    transform: translateY(-2px);
+    box-shadow: 0 5px 15px rgba(52, 152, 219, 0.4);
+}
+.image-preview-box {
+    background: #f8f9fa;
+    border-radius: 15px;
+    padding: 15px;
+    margin-top: 15px;
+}
+.image-preview-box h3 {
+    margin-bottom: 12px;
+    color: #2c3e50;
+    font-size: 1.05rem;
+    font-weight: 600;
+}
+.preview-image {
+    width: 100%;
+    border-radius: 10px;
+    display: block;
+}
+
+.results-panel {
+    display: flex;
+    flex-direction: column;
+    gap: 20px;
+}
+
+.angle-result-card {
+    background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
+    color: white;
+    padding: 20px;
+    border-radius: 15px;
+    text-align: center;
+    box-shadow: 0 4px 15px rgba(102, 126, 234, 0.3);
+}
+.angle-result-card h3 {
+    font-size: 0.9rem;
+    margin-bottom: 10px;
+    opacity: 0.9;
+}
+.angle-value {
+    font-size: 2rem;
+    font-weight: 900;
+    margin: 10px 0;
+    text-shadow: 2px 2px 4px rgba(0,0,0,0.3);
+}
+.angle-confidence {
+    font-size: 0.85rem;
+    opacity: 0.8;
+}
+
+.result-image-box {
+    background: #f8f9fa;
+    border-radius: 15px;
+    padding: 15px;
+}
+.result-image-box h3 {
+    margin-bottom: 12px;
+    color: #2c3e50;
+    font-size: 1.05rem;
+    font-weight: 600;
+}
+.result-image-box img {
+    width: 100%;
+    border-radius: 10px;
+}
+
+.color-legend {
+    background: white;
+    padding: 12px;
+    border-radius: 8px;
+    margin-top: 12px;
+}
+.color-legend h4 {
+    font-size: 0.9rem;
+    color: #2c3e50;
+    margin-bottom: 8px;
+}
+.legend-items {
+    display: grid;
+    grid-template-columns: 1fr 1fr;
+    gap: 8px;
+}
+.legend-item {
+    display: flex;
+    align-items: center;
+    gap: 8px;
+    font-size: 0.85rem;
+}
+.legend-color {
+    width: 20px;
+    height: 20px;
+    border-radius: 4px;
+    border: 1px solid #ddd;
+}
+.legend-highlight {
+    border: 2px solid #fff;
+    box-shadow: 0 0 0 2px #333;
+}
+
+.results-grid {
+    display: grid;
+    grid-template-columns: 1fr 1fr;
+    gap: 12px;
+}
+.result-card {
+    background: #f8f9fa;
+    border-radius: 12px;
+    padding: 15px;
+    border-left: 5px solid #3498db;
+}
+.result-card.full-width {
+    grid-column: 1 / -1;
+}
+.result-card h4 {
+    margin-bottom: 10px;
+    color: #2c3e50;
+    font-size: 1rem;
+}
+.result-value {
+    font-size: 1.1rem;
+    font-weight: 600;
+    color: #2c3e50;
+}
+
+/* Patient Form Styles */
+.patient-panel {
+    background: #f8f9fa;
+    padding: 20px;
+    border-radius: 15px;
+    margin-bottom: 20px;
+}
+.form-grid {
+    display: grid;
+    grid-template-columns: 1fr 1fr;
+    gap: 15px;
+    margin-top: 15px;
+}
+.full-width {
+    grid-column: 1 / -1;
+}
+.form-group {
+    display: flex;
+    flex-direction: column;
+    gap: 5px;
+}
+.form-group label {
+    font-size: 0.85rem;
+    font-weight: 600;
+    color: #34495e;
+}
+.form-group label span {
+    color: #e74c3c;
+}
+.form-group input, .form-group select, .form-group textarea {
+    padding: 10px;
+    border: 2px solid #e0e0e0;
+    border-radius: 8px;
+    font-size: 0.9rem;
+}
+.form-group input:focus, .form-group select:focus, .form-group textarea:focus {
+    outline: none;
+    border-color: #3498db;
+}
+.save-section {
+    margin-top: 25px;
+    padding-top: 20px;
+    border-top: 2px solid #eee;
+    display: flex;
+    justify-content: center;
+    gap: 15px;
+    flex-wrap: wrap;
+}
+.save-btn {
+    background: linear-gradient(135deg, #2ecc71, #27ae60);
+    color: white;
+    padding: 14px 40px;
+    border: none;
+    border-radius: 30px;
+    font-size: 1.1rem;
+    font-weight: 700;
+    cursor: pointer;
+    transition: all 0.3s ease;
+    display: inline-flex;
+    align-items: center;
+    gap: 10px;
+}
+.save-btn:hover:not(:disabled) {
+    transform: translateY(-2px);
+    box-shadow: 0 5px 15px rgba(46, 204, 113, 0.4);
+}
+.save-btn:disabled {
+    background: #bdc3c7;
+    cursor: not-allowed;
+    opacity: 0.7;
+}
+.save-btn .icon { font-size: 1.2rem; }
+
+.export-btn {
+    background: linear-gradient(135deg, #3498db, #2980b9);
+    color: white;
+    padding: 14px 40px;
+    border: none;
+    border-radius: 30px;
+    font-size: 1.1rem;
+    font-weight: 700;
+    cursor: pointer;
+    transition: all 0.3s ease;
+    display: inline-flex;
+    align-items: center;
+    gap: 10px;
+}
+.export-btn:hover:not(:disabled) {
+    transform: translateY(-2px);
+    box-shadow: 0 5px 15px rgba(52, 152, 219, 0.4);
+}
+.export-btn:disabled {
+    background: #bdc3c7;
+    cursor: not-allowed;
+    opacity: 0.7;
+}
+.export-btn .icon { font-size: 1.2rem; }
+.confidence {
+    font-size: 0.85rem;
+    color: #7f8c8d;
+    margin-top: 5px;
+}
+.badge {
+    display: inline-block;
+    padding: 6px 14px;
+    border-radius: 15px;
+    font-weight: 600;
+    font-size: 0.9rem;
+}
+.badge-success { background: #d4edda; color: #155724; }
+.badge-danger { background: #f8d7da; color: #721c24; }
+.severity-card { border-left-color: #e74c3c; }
+.severity-badge {
+    padding: 8px 16px;
+    border-radius: 20px;
+    color: white;
+    font-weight: 700;
+    text-transform: uppercase;
+    font-size: 0.9rem;
+}
+.severity-details {
+    margin-top: 10px;
+    font-size: 0.9rem;
+    color: #555;
+    line-height: 1.5;
+}
+.severity-stats {
+    display: grid;
+    grid-template-columns: 1fr 1fr;
+    gap: 10px;
+    margin-top: 10px;
+}
+.stat-box {
+    background: white;
+    padding: 10px;
+    border-radius: 8px;
+    text-align: center;
+}
+.stat-label {
+    font-size: 0.75rem;
+    color: #7f8c8d;
+    margin-bottom: 4px;
+}
+.stat-value {
+    font-size: 0.95rem;
+    font-weight: 700;
+    color: #2c3e50;
+}
+.loading {
+    text-align: center;
+    padding: 40px;
+    display: none;
+}
+.spinner {
+    border: 4px solid #f3f3f3;
+    border-top: 4px solid #3498db;
+    border-radius: 50%;
+    width: 40px;
+    height: 40px;
+    animation: spin 1s linear infinite;
+    margin: 0 auto 20px;
+}
+@keyframes spin {
+    0% { transform: rotate(0deg); }
+    100% { transform: rotate(360deg); }
+}
+.error {
+    background: #f8d7da;
+    color: #721c24;
+    padding: 15px;
+    border-radius: 10px;
+    margin: 15px 0;
+    display: none;
+}
+#fileInput { display: none; }
+.no-results-message {
+    text-align: center;
+    color: #7f8c8d;
+    padding: 60px 20px;
+    font-size: 1rem;
+}
+.info-badge {
+    background: #e3f2fd;
+    color: #1976d2;
+    padding: 8px 12px;
+    border-radius: 8px;
+    font-size: 0.8rem;
+    margin-top: 8px;
+    display: block;
+    line-height: 1.4;
+}
+.measurement-main {
+    background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
+    color: white;
+    padding: 20px;
+    border-radius: 12px;
+    text-align: center;
+    margin-bottom: 12px;
+}
+.measurement-value {
+    font-size: 2.5rem;
+    font-weight: 900;
+    margin: 10px 0;
+    text-shadow: 2px 2px 4px rgba(0,0,0,0.3);
+}
+.measurement-label {
+    font-size: 0.9rem;
+    opacity: 0.9;
+}
+.measurement-details {
+    display: grid;
+    grid-template-columns: 1fr 1fr;
+    gap: 10px;
+}
+.detail-box {
+    background: white;
+    padding: 12px;
+    border-radius: 8px;
+    text-align: center;
+}
+.detail-label {
+    font-size: 0.75rem;
+    color: #7f8c8d;
+    margin-bottom: 4px;
+}
+.detail-value {
+    font-size: 1.1rem;
+    font-weight: 700;
+    color: #2c3e50;
+}
+
+/* Modal Styles - Expanded */
+.modal-overlay {
+    position: fixed;
+    top: 0;
+    left: 0;
+    width: 100%;
+    height: 100%;
+    background: rgba(0, 0, 0, 0.7);
+    backdrop-filter: blur(12px);
+    display: none;
+    align-items: center;
+    justify-content: center;
+    z-index: 1000;
+    opacity: 0;
+    transition: opacity 0.3s ease;
+    padding: 20px;
+}
+
+.modal-overlay.active {
+    display: flex;
+    opacity: 1;
+}
+
+.modal-content {
+    background: white;
+    width: 100%;
+    max-width: 1000px;
+    max-height: 95vh;
+    border-radius: 24px;
+    box-shadow: 0 25px 50px -12px rgba(0, 0, 0, 0.3);
+    overflow-y: auto;
+    transform: scale(0.9) translateY(30px);
+    transition: all 0.5s cubic-bezier(0.34, 1.56, 0.64, 1);
+    display: flex;
+    flex-direction: column;
+}
+
+.modal-overlay.active .modal-content {
+    transform: scale(1) translateY(0);
+}
+
+.modal-header {
+    background: linear-gradient(135deg, #2c3e50 0%, #3498db 100%);
+    color: white;
+    padding: 20px 30px;
+    display: flex;
+    align-items: center;
+    justify-content: space-between;
+    position: sticky;
+    top: 0;
+    z-index: 10;
+}
+
+.modal-header h2 {
+    font-size: 1.4rem;
+    font-weight: 800;
+}
+
+.close-modal {
+    background: rgba(255, 255, 255, 0.2);
+    border: none;
+    color: white;
+    font-size: 1.5rem;
+    width: 40px;
+    height: 40px;
+    border-radius: 50%;
+    cursor: pointer;
+    display: flex;
+    align-items: center;
+    justify-content: center;
+    transition: all 0.2s;
+}
+
+.close-modal:hover {
+    background: rgba(255, 255, 255, 0.3);
+    transform: rotate(90deg);
+}
+
+.modal-body {
+    padding: 30px;
+    display: flex;
+    flex-direction: column;
+    gap: 25px;
+}
+
+/* Image Grid in Modal */
+.modal-images-grid {
+    display: grid;
+    grid-template-columns: 1fr 1fr;
+    gap: 20px;
+}
+
+.modal-img-box {
+    background: #f1f3f5;
+    padding: 10px;
+    border-radius: 12px;
+    text-align: center;
+}
+
+.img-label {
+    display: block;
+    font-size: 0.85rem;
+    font-weight: 700;
+    color: #495057;
+    margin-bottom: 8px;
+    text-transform: uppercase;
+}
+
+.modal-img-box img {
+    width: 100%;
+    border-radius: 8px;
+    box-shadow: 0 4px 10px rgba(0,0,0,0.1);
+}
+
+/* Details Grid in Modal */
+.modal-details-grid {
+    display: grid;
+    grid-template-columns: repeat(auto-fit, minmax(200px, 1fr));
+    gap: 15px;
+}
+
+.modal-detail-card {
+    background: #f8f9fa;
+    padding: 15px;
+    border-radius: 16px;
+    display: flex;
+    flex-direction: column;
+    align-items: center;
+    justify-content: center;
+    text-align: center;
+    border: 1px solid #e9ecef;
+}
+
+.modal-detail-card.highlight {
+    background: linear-gradient(135deg, #f0f7ff 0%, #e3f2fd 100%);
+    border-color: #bbdefb;
+}
+
+.modal-detail-card .label {
+    font-size: 0.8rem;
+    color: #6c757d;
+    font-weight: 600;
+    margin-bottom: 5px;
+}
+
+.modal-detail-card .value {
+    font-size: 1.25rem;
+    font-weight: 800;
+    color: #2c3e50;
+}
+
+.modal-legend {
+    background: white;
+    padding: 20px;
+    border-radius: 16px;
+    border: 1px solid #dee2e6;
+}
+
+.modal-legend h4 {
+    margin-bottom: 12px;
+    font-size: 0.95rem;
+}
+
+.modal-advice {
+    background: #fff9db;
+    padding: 20px;
+    border-radius: 16px;
+    border-left: 5px solid #fcc419;
+    color: #856404;
+    font-size: 1rem;
+    line-height: 1.6;
+}
+
+.modal-footer {
+    padding: 0 30px 40px;
+    display: flex;
+    justify-content: center;
+}
+
+.modal-btn-primary {
+    background: linear-gradient(135deg, #228be6, #1c7ed6);
+    color: white;
+    border: none;
+    padding: 16px 60px;
+    border-radius: 35px;
+    font-size: 1.2rem;
+    font-weight: 800;
+    cursor: pointer;
+    box-shadow: 0 10px 25px -5px rgba(34, 139, 230, 0.4);
+    transition: all 0.3s;
+}
+
+.modal-btn-primary:hover {
+    transform: translateY(-4px);
+    box-shadow: 0 15px 30px -5px rgba(34, 139, 230, 0.5);
+}
+
+/* Responsive Modal */
+@media (max-width: 768px) {
+    .modal-images-grid {
+        grid-template-columns: 1fr;
+    }
+    .modal-content {
+        max-height: 100vh;
+        border-radius: 0;
+    }
+    .modal-overlay {
+        padding: 0;
+    }
+}
\ No newline at end of file
diff --git a/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/templates/index.html b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/templates/index.html
new file mode 100644
index 0000000..c712e5c
--- /dev/null
+++ b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/templates/index.html	
@@ -0,0 +1,288 @@
+<!DOCTYPE html>
+<html lang="vi">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Phân tích ảnh siêu âm khớp gối</title>
+    
+    <!-- Link CSS -->
+    <link rel="stylesheet" href="css/style.css">
+</head>
+<body>
+    <div class="container">
+        <div class="header">
+            <h1>🏥 PHÂN TÍCH ẢNH SIÊU ÂM KHỚP GỐI</h1>
+            <p>Hệ thống phân tích tự động với AI - Pipeline: Góc → Viêm → Phân đoạn → Đo đạc</p>
+        </div>
+
+        <div class="main-content">
+            <div class="models-panel">
+                <h3>⚙️ Chọn mô hình</h3>
+                
+                <div class="model-section">
+                    <h4>1️⃣ Phân loại góc chụp</h4>
+                    <select id="angleModel">
+                        <option value="convnext">ConvNeXt-Tiny (100%)</option>
+                        <option value="densenet">DenseNet121 (98%)</option>
+                        <option value="resnet50">ResNet50 (98%)</option>
+                        <option value="efficientnet_b2">EfficientNet-B2 (97.78%)</option>
+                        <option value="swin">Swin Transformer (97.78%)</option>
+                    </select>
+                    <small>Luôn chạy đầu tiên cho mọi ảnh</small>
+                </div>
+
+                <div class="model-section">
+                    <h4>2️⃣ Phát hiện viêm</h4>
+                    <select id="inflammationModel">
+                        <option value="efficientnet_b0">EfficientNet-B0</option>
+                    </select>
+                    <small>Chỉ với góc post-trans và suprapat-long</small>
+                </div>
+
+                <div class="model-section">
+                    <h4>3️⃣ Phân đoạn Suprapat</h4>
+                    <select id="segmentModelSup">
+                        <option value="deeplabv3">DeepLabV3-ResNet50 (91.67%)</option>
+                        <option value="efficientfeedback">EfficientFeedback (86%)</option>
+                        <option value="unet3plus">UNet3+ Attention (80%)</option>
+                        <option value="unet_resnet101">UNet-ResNet101 (73.62%)</option>
+                    </select>
+                    <small>Dùng cho góc suprapat-long</small>
+                </div>
+
+                <div class="model-section">
+                    <h4>4️⃣ Phân đoạn Post-trans</h4>
+                    <select id="segmentModelPost">
+                        <option value="deeplabv3_resnet101">DeepLabV3-ResNet101</option>
+                    </select>
+                    <small>Dùng cho góc post-trans</small>
+                </div>
+
+                <div class="info-badge">
+                    💡 Đo độ dày (chỉ SUP): Quét vùng 1/3 giữa, tìm đoạn liên tục dài nhất
+                </div>
+            </div>
+
+            <div class="upload-panel">
+                <div id="uploadSection">
+                    <h2 class="panel-title">📤 Tải ảnh lên</h2>
+                    
+                    <div class="upload-area" id="uploadArea">
+                        <div class="upload-icon">📷</div>
+                        <div style="margin-bottom: 15px; color: #7f8c8d;">
+                            Kéo thả ảnh vào đây hoặc
+                        </div>
+                        <button class="upload-btn" onclick="document.getElementById('fileInput').click()">
+                            Chọn ảnh
+                        </button>
+                        <input type="file" id="fileInput" accept="image/*">
+                    </div>
+
+                    <div class="loading" id="loading">
+                        <div class="spinner"></div>
+                        <p>Đang phân tích ảnh...</p>
+                    </div>
+
+                    <div class="error" id="error"></div>
+                </div>
+
+                <div id="originalImageContainer" style="display: none;">
+                    <h2 class="panel-title">📷 Ảnh gốc</h2>
+                    <div class="image-preview-box">
+                        <img id="originalImage" class="preview-image">
+                    </div>
+                </div>
+            </div>
+
+            <div class="results-panel">
+                <h2 class="panel-title">📊 Kết quả phân tích</h2>
+                
+                <div id="resultsContent">
+                    <!-- Patient Information Form -->
+                    <div class="patient-panel" id="patientInfoPanel" style="display: none;">
+                        <h3 class="panel-title" style="font-size: 1.1rem;">👤 Thông tin bệnh nhân</h3>
+                        <div class="form-grid">
+                            <div class="form-group">
+                                <label for="patientName">Họ và tên <span>*</span></label>
+                                <input type="text" id="patientName" placeholder="Nhập tên bệnh nhân...">
+                            </div>
+                            <div class="form-group">
+                                <label for="patientId">Mã bệnh nhân <span>*</span></label>
+                                <input type="text" id="patientId" placeholder="VD: BN001...">
+                            </div>
+                            <div class="form-group">
+                                <label for="patientGender">Giới tính</label>
+                                <select id="patientGender">
+                                    <option value="Nam">Nam</option>
+                                    <option value="Nữ">Nữ</option>
+                                    <option value="Khác">Khác</option>
+                                </select>
+                            </div>
+                            <div class="form-group">
+                                <label for="patientAge">Tuổi</label>
+                                <input type="number" id="patientAge" placeholder="Nhập tuổi...">
+                            </div>
+                            <div class="form-group full-width">
+                                <label for="doctorDiagnosis">Chẩn đoán của bác sĩ</label>
+                                <textarea id="doctorDiagnosis" rows="3" placeholder="Nhập chẩn đoán hoặc ghi chú thêm..."></textarea>
+                            </div>
+                        </div>
+                        
+                        <div class="save-section">
+                            <button id="saveDataBtn" class="save-btn" disabled>
+                                <span class="icon">💾</span> Lưu dữ liệu
+                            </button>
+                            <button id="exportPdfBtn" class="export-btn" disabled>
+                                <span class="icon">📄</span> Xuất phiếu khám (PDF)
+                            </button>
+                            <div id="saveStatus" style="margin-top: 10px; font-size: 0.85rem;"></div>
+                        </div>
+                    </div>
+
+                    <div id="angleResultCard" style="display: none;">
+                        <div class="angle-result-card">
+                            <h3>🎯 GÓC CHỤP</h3>
+                            <div class="angle-value" id="angleValue">-</div>
+                            <div class="angle-confidence" id="angleConfidenceText">-</div>
+                        </div>
+                    </div>
+
+                    <div id="segmentedImageContainer" style="display: none;">
+                        <div class="result-image-box">
+                            <h3>🎨 Ảnh phân đoạn</h3>
+                            <img id="segmentedImage">
+                            
+                            <div class="color-legend" id="colorLegend" style="display: none;">
+                                <h4>📋 Chú thích màu sắc:</h4>
+                                <div class="legend-items" id="legendItems"></div>
+                                <div style="margin-top: 8px; padding-top: 8px; border-top: 1px solid #e0e0e0; font-size: 0.8rem; color: #666;">
+                                    ⚠️ <strong>Viền trắng dày</strong>: Vùng viêm (dịch khớp & màng hoạt dịch)<br>
+                                    <span id="measurementNote" style="display: none;">📏 <strong>Đường đỏ</strong>: Đo độ dày tại vùng 1/3 giữa</span>
+                                </div>
+                            </div>
+                        </div>
+                    </div>
+
+                    <div id="resultsGrid" style="display: none;">
+                        <div class="results-grid">
+                            <div class="result-card full-width" id="inflammationCard" style="display: none;">
+                                <h4>🔬 Tình trạng viêm</h4>
+                                <div id="inflammationResult"></div>
+                                <div class="confidence" id="inflammationConfidence">-</div>
+                            </div>
+
+                            <div class="result-card full-width" id="measurementCard" style="display: none; border-left-color: #2ecc71; padding: 0; overflow: hidden;">
+                                <div style="padding: 15px;">
+                                    <h4>📏 Đo độ dày (Dịch + Màng hoạt dịch)</h4>
+                                </div>
+                                
+                                <div class="measurement-main">
+                                    <div class="measurement-label">Độ dày tối đa</div>
+                                    <div class="measurement-value" id="thicknessMm">- mm</div>
+                                    <div class="measurement-label">
+                                        (<span id="thicknessPx">-</span> pixels)
+                                    </div>
+                                </div>
+                                
+                                <div style="padding: 0 15px 15px 15px;">
+                                    <div class="measurement-details">
+                                        <div class="detail-box">
+                                            <div class="detail-label">Vị trí X</div>
+                                            <div class="detail-value" id="measurementLocationX">-</div>
+                                        </div>
+                                        <div class="detail-box">
+                                            <div class="detail-label">Phạm vi Y</div>
+                                            <div class="detail-value" id="measurementRangeY">-</div>
+                                        </div>
+                                    </div>
+                                    <div style="margin-top: 8px; font-size: 0.75rem; color: #7f8c8d; text-align: center;">
+                                        ℹ️ Đo tại vùng 1/3 giữa bounding box - Tìm đoạn liên tục dài nhất
+                                    </div>
+                                </div>
+                            </div>
+
+                            <div class="result-card severity-card full-width" id="severityCard" style="display: none;">
+                                <h4>📈 Mức độ viêm</h4>
+                                <div>
+                                    <span class="severity-badge" id="severityBadge">-</span>
+                                </div>
+                                <div class="severity-details" id="severityDescription">-</div>
+                                <div class="severity-stats">
+                                    <div class="stat-box">
+                                        <div class="stat-label">Dịch khớp (Effusion)</div>
+                                        <div class="stat-value" id="effusionStat">-</div>
+                                    </div>
+                                    <div class="stat-box">
+                                        <div class="stat-label">Màng hoạt dịch (Synovium)</div>
+                                        <div class="stat-value" id="synoviumStat">-</div>
+                                    </div>
+                                </div>
+                            </div>
+                        </div>
+                    </div>
+
+                    <div id="noResults" class="no-results-message">
+                        Chưa có kết quả phân tích
+                    </div>
+                </div>
+            </div>
+        </div>
+    </div>
+
+    <!-- Popup Kết quả chẩn đoán -->
+    <div id="resultModal" class="modal-overlay">
+        <div class="modal-content">
+            <div class="modal-header">
+                <h2>🩺 KẾT QUẢ CHẨN ĐOÁN AI</h2>
+                <button class="close-modal" id="closeModal">&times;</button>
+            </div>
+            <div class="modal-body">
+                <div class="modal-images-grid">
+                    <div class="modal-img-box">
+                        <span class="img-label">Ảnh tăng cường</span>
+                        <img id="modalImgEnhanced" src="" alt="Enhanced">
+                    </div>
+                    <div class="modal-img-box" id="modalImgSegmentedBox">
+                        <span class="img-label">Ảnh phân đoạn</span>
+                        <img id="modalImgSegmented" src="" alt="Segmented">
+                    </div>
+                </div>
+
+                <div class="modal-details-grid">
+                    <div class="modal-detail-card">
+                        <span class="label">📐 Góc chụp</span>
+                        <span class="value" id="modalAngle">-</span>
+                    </div>
+                    <div class="modal-detail-card" id="modalInflammationRow">
+                        <span class="label">🔥 Tình trạng</span>
+                        <span class="value" id="modalInflammation">-</span>
+                    </div>
+                    <div class="modal-detail-card highlight" id="modalMeasurementRow" style="display: none;">
+                        <span class="label">📏 Độ dày</span>
+                        <span class="value" id="modalThickness">- mm</span>
+                    </div>
+                    <div class="modal-detail-card highlight" id="modalSeverityRow" style="display: none;">
+                        <span class="label">📈 Mức độ</span>
+                        <span class="severity-badge" id="modalSeverity">-</span>
+                    </div>
+                </div>
+
+                <div id="modalLegendContainer" class="modal-legend" style="display: none;">
+                    <h4>📋 Chú thích màu sắc:</h4>
+                    <div id="modalLegendItems" class="legend-items"></div>
+                </div>
+                
+                <div class="modal-advice">
+                    <p id="modalAdviceText">Hệ thống AI đã hoàn tất phân tích. Vui lòng đối chiếu hình ảnh và kết quả đo đạc phía trên.</p>
+                </div>
+            </div>
+            <div class="modal-footer">
+                <button class="modal-btn-primary" id="modalViewDetail">Xem chi tiết</button>
+            </div>
+        </div>
+    </div>
+
+    <!-- Link JavaScript -->
+    <script src="js/script.js?v=1.1"></script>
+</body>
+</html>
\ No newline at end of file
diff --git a/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/templates/js/script.js b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/templates/js/script.js
new file mode 100644
index 0000000..85490ff
--- /dev/null
+++ b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ NON_ML/templates/js/script.js	
@@ -0,0 +1,440 @@
+const API_BASE = 'http://127.0.0.1:8000';
+const uploadArea = document.getElementById('uploadArea');
+const fileInput = document.getElementById('fileInput');
+let currentResult = null;
+let originalImageBase64 = null;
+
+const ANGLE_NAMES = {
+    'med-lat': 'Med-Lat Long',
+    'post-trans': 'Post Trans',
+    'sup-trans-flex': 'Suprapat Trans Flex',
+    'sup-up-long': 'Suprapat Up Long'
+};
+
+uploadArea.addEventListener('dragover', (e) => {
+    e.preventDefault();
+    uploadArea.style.borderColor = '#3498db';
+    uploadArea.style.background = '#f8f9fa';
+});
+
+uploadArea.addEventListener('dragleave', () => {
+    uploadArea.style.borderColor = '#bdc3c7';
+    uploadArea.style.background = 'transparent';
+});
+
+uploadArea.addEventListener('drop', (e) => {
+    e.preventDefault();
+    uploadArea.style.borderColor = '#bdc3c7';
+    uploadArea.style.background = 'transparent';
+    const files = e.dataTransfer.files;
+    if (files.length > 0) handleFile(files[0]);
+});
+
+fileInput.addEventListener('change', (e) => {
+    if (e.target.files.length > 0) handleFile(e.target.files[0]);
+});
+
+function handleFile(file) {
+    if (!file.type.startsWith('image/')) {
+        showError('Vui lòng chọn file ảnh hợp lệ');
+        return;
+    }
+
+    const reader = new FileReader();
+    reader.onload = (e) => {
+        originalImageBase64 = e.target.result;
+        document.getElementById('originalImage').src = originalImageBase64;
+        document.getElementById('originalImageContainer').style.display = 'block';
+    };
+    reader.readAsDataURL(file);
+
+    uploadAndAnalyze(file);
+}
+
+async function uploadAndAnalyze(file) {
+    showLoading(true);
+    hideError();
+    hideResults();
+
+    const angleModelValue = document.getElementById('angleModel').value;
+    const inflammationModelValue = document.getElementById('inflammationModel').value;
+    const segmentModelSupValue = document.getElementById('segmentModelSup').value;
+    const segmentModelPostValue = document.getElementById('segmentModelPost').value;
+    
+    console.log('🎯 Selected models:', {
+        angle: angleModelValue,
+        inflammation: inflammationModelValue,
+        seg_sup: segmentModelSupValue,
+        seg_post: segmentModelPostValue
+    });
+
+    const formData = new FormData();
+    formData.append('image', file);
+
+    try {
+        const url = `${API_BASE}/api/analyze?angle_model=${angleModelValue}&inflammation_model=${inflammationModelValue}&segment_model_sup=${segmentModelSupValue}&segment_model_post=${segmentModelPostValue}`;
+        console.log('🌐 Request URL:', url);
+        
+        const response = await fetch(url, {
+            method: 'POST',
+            body: formData
+        });
+
+        if (!response.ok) throw new Error('Lỗi phân tích');
+
+        const result = await response.json();
+        console.log('✅ TRẢ VỀ TỪ API:', result);
+        
+        if (result.success) {
+            currentResult = result;
+            displayResults(result);
+        }
+        else showError('Phân tích thất bại');
+
+    } catch (error) {
+        console.error('❌ Error:', error);
+        showError(`Lỗi: ${error.message}`);
+    } finally {
+        showLoading(false);
+    }
+}
+
+function displayResults(result) {
+    try {
+        console.log('--- ĐANG HIỂN THỊ KẾT QUẢ ---');
+        document.getElementById('noResults').style.display = 'none';
+        
+        // Cập nhật ảnh gốc thành ảnh đã tăng cường tương phản (CLAHE)
+        if (result.images && result.images.enhanced) {
+            document.getElementById('originalImage').src = result.images.enhanced;
+        }
+        
+        document.getElementById('angleResultCard').style.display = 'block';
+        document.getElementById('angleValue').textContent = ANGLE_NAMES[result.angle.class] || result.angle.class;
+        document.getElementById('angleConfidenceText').textContent = `Độ tin cậy: ${result.angle.confidence}%`;
+
+        if (result.inflammation) {
+            console.log('✅ Hiển thị Inflammation');
+            document.getElementById('resultsGrid').style.display = 'block';
+            document.getElementById('inflammationCard').style.display = 'block';
+            
+            const inflDiv = document.getElementById('inflammationResult');
+            if (result.inflammation.detected) {
+                inflDiv.innerHTML = '<span class="badge badge-danger">CÓ KHẢ NĂNG VIÊM / THEO DÕI VIÊM</span>';
+            } else {
+                inflDiv.innerHTML = '<span class="badge badge-success">KHÔNG VIÊM</span>';
+            }
+            document.getElementById('inflammationConfidence').textContent = `Độ tin cậy: ${result.inflammation.confidence}%`;
+        }
+
+        if (result.segmentation && result.segmentation.performed) {
+            console.log('✅ Hiển thị Segmentation & Overlay');
+            document.getElementById('segmentedImageContainer').style.display = 'block';
+            document.getElementById('segmentedImage').src = result.images.segmented;
+            
+            if (result.segmentation.color_legend) {
+                displayColorLegend(result.segmentation.color_legend, result.segmentation.angle_type);
+            }
+
+            if (result.segmentation.angle_type === 'sup') {
+                document.getElementById('measurementNote').style.display = 'inline';
+            } else {
+                document.getElementById('measurementNote').style.display = 'none';
+            }
+        }
+
+        if (result.measurement) {
+            console.log('✅ Hiển thị Đo đạc (Measurement)');
+            document.getElementById('measurementCard').style.display = 'block';
+            
+            document.getElementById('thicknessMm').textContent = `${result.measurement.thickness_mm} mm`;
+            document.getElementById('thicknessPx').textContent = `${result.measurement.thickness_px}`;
+            document.getElementById('measurementLocationX').textContent = result.measurement.location_x;
+            document.getElementById('measurementRangeY').textContent = 
+                `${result.measurement.y_start} - ${result.measurement.y_end}`;
+        }
+
+        if (result.severity) {
+            console.log('✅ Hiển thị Mức độ (Severity)');
+            document.getElementById('severityCard').style.display = 'block';
+            const badge = document.getElementById('severityBadge');
+            badge.textContent = result.severity.severity;
+            badge.style.background = result.severity.color;
+            document.getElementById('severityDescription').textContent = result.severity.description;
+            document.getElementById('effusionStat').textContent = 
+                `${result.severity.effusion.ratio}% (${result.severity.effusion.thickness}px)`;
+            document.getElementById('synoviumStat').textContent = `${result.severity.synovium.ratio}%`;
+        }
+
+        // Hiện bảng nhập liệu bệnh nhân
+        document.getElementById('patientInfoPanel').style.display = 'block';
+        updateSaveButtonState();
+
+        // HIỂN THỊ POPUP KẾT QUẢ
+        showResultPopup(result);
+
+    } catch (err) {
+        console.error('❌ LỖI TRONG displayResults:', err);
+        showError(`Lỗi hiển thị: ${err.message}`);
+    }
+}
+
+// Kiểm tra tính hợp lệ của form
+function updateSaveButtonState() {
+    const name = document.getElementById('patientName').value.trim();
+    const id = document.getElementById('patientId').value.trim();
+    const btn = document.getElementById('saveDataBtn');
+    const exportBtn = document.getElementById('exportPdfBtn');
+    
+    const isValid = !!(currentResult && name && id);
+    btn.disabled = !isValid;
+    exportBtn.disabled = !isValid;
+}
+
+// Lắng nghe thay đổi trên form
+['patientName', 'patientId', 'patientGender', 'patientAge', 'doctorDiagnosis'].forEach(id => {
+    document.getElementById(id).addEventListener('input', updateSaveButtonState);
+});
+
+// Hàm lưu dữ liệu
+document.getElementById('saveDataBtn').addEventListener('click', async () => {
+    if (!currentResult) return;
+
+    const saveBtn = document.getElementById('saveDataBtn');
+    const statusDiv = document.getElementById('saveStatus');
+    
+    const payload = {
+        patient_info: {
+            name: document.getElementById('patientName').value,
+            id: document.getElementById('patientId').value,
+            gender: document.getElementById('patientGender').value,
+            age: document.getElementById('patientAge').value,
+            diagnosis: document.getElementById('doctorDiagnosis').value
+        },
+        analysis_result: currentResult,
+        images: {
+            original: originalImageBase64,
+            segmented: currentResult.images.segmented
+        }
+    };
+
+    try {
+        saveBtn.disabled = true;
+        statusDiv.innerHTML = '<span style="color: blue;">⌛ Đang lưu...</span>';
+        
+        const response = await fetch(`${API_BASE}/api/save`, {
+            method: 'POST',
+            headers: { 'Content-Type': 'application/json' },
+            body: JSON.stringify(payload)
+        });
+
+        const resData = await response.json();
+        if (resData.success) {
+            statusDiv.innerHTML = `<span style="color: green;">✅ Đã lưu vào thư mục: <strong>${resData.folder}</strong></span>`;
+        } else {
+            throw new Error(resData.detail || 'Lỗi không xác định');
+        }
+    } catch (error) {
+        console.error('❌ Save error:', error);
+        statusDiv.innerHTML = `<span style="color: red;">❌ Lỗi: ${error.message}</span>`;
+    } finally {
+        saveBtn.disabled = false;
+    }
+});
+
+document.getElementById('exportPdfBtn').addEventListener('click', async () => {
+    if (!currentResult) return;
+
+    const exportBtn = document.getElementById('exportPdfBtn');
+    const statusDiv = document.getElementById('saveStatus');
+    
+    const payload = {
+        patient_info: {
+            name: document.getElementById('patientName').value,
+            id: document.getElementById('patientId').value,
+            gender: document.getElementById('patientGender').value,
+            age: document.getElementById('patientAge').value,
+            diagnosis: document.getElementById('doctorDiagnosis').value
+        },
+        analysis_result: currentResult,
+        images: {
+            original: originalImageBase64,
+            segmented: currentResult.images.segmented
+        }
+    };
+
+    try {
+        exportBtn.disabled = true;
+        statusDiv.innerHTML = '<span style="color: blue;">⌛ Đang khởi tạo PDF...</span>';
+        
+        const response = await fetch(`${API_BASE}/api/export-pdf`, {
+            method: 'POST',
+            headers: { 'Content-Type': 'application/json' },
+            body: JSON.stringify(payload)
+        });
+
+        if (!response.ok) throw new Error('Lỗi từ server khi tạo PDF');
+
+        const blob = await response.blob();
+        const url = window.URL.createObjectURL(blob);
+        const a = document.createElement('a');
+        a.href = url;
+        a.download = `Phieu_Kham_${payload.patient_info.id || 'BN'}.pdf`;
+        document.body.appendChild(a);
+        a.click();
+        window.URL.revokeObjectURL(url);
+        document.body.removeChild(a);
+        
+        statusDiv.innerHTML = `<span style="color: green;">✅ Đã xuất file PDF!</span>`;
+    } catch (error) {
+        console.error('❌ Export error:', error);
+        statusDiv.innerHTML = `<span style="color: red;">❌ Lỗi: ${error.message}</span>`;
+    } finally {
+        exportBtn.disabled = false;
+    }
+});
+
+function displayColorLegend(colorLegend, angleType) {
+    const legendContainer = document.getElementById('legendItems');
+    legendContainer.innerHTML = '';
+    
+    colorLegend.forEach(item => {
+        const isHighlight = item.key === 'effusion' || item.key === 'synovium';
+        const legendItem = document.createElement('div');
+        legendItem.className = 'legend-item';
+        legendItem.innerHTML = `
+            <div class="legend-color ${isHighlight ? 'legend-highlight' : ''}" 
+                 style="background-color: rgb(${item.color.join(',')})"></div>
+            <span>${item.name}</span>
+        `;
+        legendContainer.appendChild(legendItem);
+    });
+    
+    document.getElementById('colorLegend').style.display = 'block';
+}
+
+function showLoading(show) {
+    document.getElementById('loading').style.display = show ? 'block' : 'none';
+}
+
+function showError(msg) {
+    const errorDiv = document.getElementById('error');
+    errorDiv.textContent = msg;
+    errorDiv.style.display = 'block';
+}
+
+function hideError() {
+    document.getElementById('error').style.display = 'none';
+}
+
+function hideResults() {
+    document.getElementById('angleResultCard').style.display = 'none';
+    document.getElementById('resultsGrid').style.display = 'none';
+    document.getElementById('segmentedImageContainer').style.display = 'none';
+    document.getElementById('inflammationCard').style.display = 'none';
+    document.getElementById('measurementCard').style.display = 'none';
+    document.getElementById('severityCard').style.display = 'none';
+    document.getElementById('noResults').style.display = 'block';
+}
+
+function showResultPopup(result) {
+    const modal = document.getElementById('resultModal');
+    
+    // 1. Hình ảnh
+    if (result.images) {
+        document.getElementById('modalImgEnhanced').src = result.images.enhanced || '';
+        const segImg = document.getElementById('modalImgSegmented');
+        const segBox = document.getElementById('modalImgSegmentedBox');
+        
+        if (result.images.segmented) {
+            segImg.src = result.images.segmented;
+            segBox.style.display = 'block';
+        } else {
+            segBox.style.display = 'none';
+        }
+    }
+
+    // 2. Chi tiết kết quả
+    document.getElementById('modalAngle').textContent = ANGLE_NAMES[result.angle.class] || result.angle.class;
+    
+    const inflEl = document.getElementById('modalInflammation');
+    if (result.inflammation) {
+        document.getElementById('modalInflammationRow').style.display = 'flex';
+        if (result.inflammation.detected) {
+            inflEl.innerHTML = '<span class="badge badge-danger">CÓ VIÊM/THEO DÕI</span>';
+        } else {
+            inflEl.innerHTML = '<span class="badge badge-success">KHÔNG VIÊM</span>';
+        }
+    } else {
+        document.getElementById('modalInflammationRow').style.display = 'none';
+    }
+
+    if (result.measurement) {
+        document.getElementById('modalMeasurementRow').style.display = 'flex';
+        document.getElementById('modalThickness').textContent = `${result.measurement.thickness_mm} mm`;
+    } else {
+        document.getElementById('modalMeasurementRow').style.display = 'none';
+    }
+
+    if (result.severity) {
+        document.getElementById('modalSeverityRow').style.display = 'flex';
+        const badge = document.getElementById('modalSeverity');
+        badge.textContent = result.severity.severity;
+        badge.style.background = result.severity.color;
+    } else {
+        document.getElementById('modalSeverityRow').style.display = 'none';
+    }
+
+    // 3. Chú thích màu sắc (Legend) trong modal
+    const legendContainer = document.getElementById('modalLegendContainer');
+    if (result.segmentation && result.segmentation.performed && result.segmentation.color_legend) {
+        legendContainer.style.display = 'block';
+        renderModalLegend(result.segmentation.color_legend);
+    } else {
+        legendContainer.style.display = 'none';
+    }
+
+    // Hiển thị modal
+    modal.classList.add('active');
+}
+
+function renderModalLegend(colorLegend) {
+    const itemsContainer = document.getElementById('modalLegendItems');
+    itemsContainer.innerHTML = '';
+    
+    colorLegend.forEach(item => {
+        const isHighlight = item.key === 'effusion' || item.key === 'synovium';
+        const legendItem = document.createElement('div');
+        legendItem.className = 'legend-item';
+        legendItem.innerHTML = `
+            <div class="legend-color ${isHighlight ? 'legend-highlight' : ''}" 
+                 style="background-color: rgb(${item.color.join(',')})"></div>
+            <span>${item.name}</span>
+        `;
+        itemsContainer.appendChild(legendItem);
+    });
+}
+
+function closeResultPopup() {
+    document.getElementById('resultModal').classList.remove('active');
+}
+
+// Event Listeners for Modal
+document.getElementById('closeModal').addEventListener('click', closeResultPopup);
+document.getElementById('modalViewDetail').addEventListener('click', closeResultPopup);
+
+// Click outside to close
+document.getElementById('resultModal').addEventListener('click', (e) => {
+    if (e.target.id === 'resultModal') closeResultPopup();
+});
+
+// Health check
+window.addEventListener('load', async () => {
+    try {
+        const response = await fetch(`${API_BASE}/api/health`);
+        const health = await response.json();
+        console.log('✅ Server ready:', health);
+    } catch (error) {
+        showError('Không thể kết nối server. Vui lòng khởi động FastAPI backend.');
+    }
+});
\ No newline at end of file
diff --git a/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ML/requirements.txt b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ML/requirements.txt
new file mode 100644
index 0000000..181771c
--- /dev/null
+++ b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/ML/requirements.txt
@@ -0,0 +1,16 @@
+--extra-index-url https://download.pytorch.org/whl/cpu
+
+fastapi==0.135.1
+numpy==2.2.6
+opencv-python==4.13.0.92
+pillow==12.1.1
+python-multipart==0.0.22
+segmentation-models-pytorch==0.5.0
+timm==1.0.25
+torch==2.5.1
+torchvision==0.20.1
+torchaudio==2.5.1
+torchinfo==1.8.0
+tqdm==4.67.3
+uvicorn==0.41.0
+fpdf2==2.8.7
\ No newline at end of file
diff --git a/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/README.md b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/README.md
new file mode 100644
index 0000000..e14ce7a
--- /dev/null
+++ b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/README.md
@@ -0,0 +1,82 @@
+# VKIST Ultrasound
+
+## Introduction
+**VKIST Ultrasound** is an application designed to support the diagnosis of **knee arthritis** using **knee ultrasound images**.  
+The system processes ultrasound images and assists clinicians in identifying potential signs of arthritis, providing a supportive tool for medical analysis and research.
+
+---
+
+## Yêu cầu hệ thống
+
+### 1. YÊU CẦU VỀ MÁY TÍNH
+*   **Hệ điều hành:** Windows 10/11 (64-bit) hoặc Ubuntu 20.04/22.04.
+*   **CPU:** Tối thiểu 4 nhân (khuyến nghị Intel Core i5 thế hệ 10 trở lên hoặc tương đương).
+*   **RAM:** Tối thiểu 16GB.
+*   **GPU:** NVIDIA GPU hỗ trợ CUDA (Kiến trúc Pascal trở lên, ví dụ: GTX 10-series, RTX series).
+*   **VRAM:** Khuyến nghị 8GB trở lên để tối ưu tốc độ phân vùng (segmentation).
+
+### 2. CÀI ĐẶT PHẦN MỀM HỖ TRỢ
+*   **Quản lý môi trường:** [Anaconda3](https://www.anaconda.com/download) hoặc Miniconda.
+*   **Đồ họa:** NVIDIA Driver tương thích với CUDA 12.4.
+*   **CUDA Toolkit:** Phiên bản 12.4.
+*   **Trình biên dịch C++:**
+    *   **Windows:** [Microsoft Visual C++ Build Tools](https://visualstudio.microsoft.com/visual-cpp-build-tools/).
+    *   **Ubuntu:** Cài đặt qua lệnh `sudo apt install build-essential`.
+
+---
+
+## Installation
+
+### 1. Clone the Repository
+```bash
+git clone https://github.com/itvkist/vkist-ultrasound.git
+cd vkist-ultrasound
+```
+
+### 2. Create Environment and Install Dependencies
+```bash
+conda create -n vkist-ultrasound python=3.10 -y
+conda activate vkist-ultrasound
+pip install -r requirements.txt
+```
+
+### Download Model Weights
+
+The weights of the models can be found in the following link:
+
+```
+https://drive.google.com/drive/folders/1lBkplP-5uv6V2wR1CJ2COaGy1SnZxxJl
+```
+
+After downloading the link, unzip and copy the files into the `./models` folder
+
+### Run the Application
+
+Start the application with:
+
+```bash
+python app.py
+```
+
+The application will be available at:
+
+```
+http://localhost:8000
+```
+
+### Notes
+
+- Make sure your GPU drivers are compatible with the CUDA version installed.
+- If GPU support is not required, the PyTorch CPU version can also be used.
+
+## Rules Section
+
+### Naming Convention Exception for LEGACY Code
+- Legacy code (deprecated or intended for migration) may be referenced or used in the codebase only when accompanied by a conventional comment indicating its legacy status (e.g., `# LEGACY: to be refactored` or `# LEGACY: deprecated`).
+- Such legacy code should not be extended for new features; it is intended for read/reference only or as a stepping stone toward modernization.
+- When introducing new modules or files, follow the standard naming convention (e.g., snake_case for Python files, PascalCase for classes, etc.). Legacy exceptions are exempt only when explicitly marked.
+
+### Visualization Guidelines
+- Prefer text-based diagram descriptions using PlantUML or Mermaid syntax for version control and diffability.
+- If a diagram must be drawn by hand, use raster image formats such as .png or .jpg.
+- Avoid binary formats like PDF, PPT, or other proprietary formats for diagrams in the repository.
\ No newline at end of file
diff --git a/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/architecture-review.html b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/architecture-review.html
new file mode 100644
index 0000000..42a0fa1
--- /dev/null
+++ b/workspace/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy/architecture-review.html
@@ -0,0 +1,212 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Architecture Review: VKIST Ultrasound Codebase</title>
+    <script src="https://cdn.tailwindcss.com"></script>
+    <script>
+        tailwind.config = {
+            theme: {
+                extend: {
+                    colors: {
+                        primary: '#2563eb',
+                        secondary: '#64748b'
+                    }
+                }
+            }
+        }
+    </script>
+    <script src="https://cdn.jsdelivr.net/npm/mermaid@11/dist/mermaid.min.js"></script>
+    <script>
+    mermaid.initialize({
+        startOnLoad: true,
+        theme: 'neutral',
+    });
+    </script>
+</head>
+<body class="bg-gray-50 text-gray-800 antialiased p-6 md:p-12">
+    <main class="max-w-5xl mx-auto">
+        
+        <header class="mb-8 border-b border-gray-200 pb-6">
+            <h1 class="text-3xl font-extrabold text-gray-900 mb-2">Architecture Review: VKIST Ultrasound Codebase</h1>
+            <p class="text-lg text-gray-600">Identified deepening opportunities to improve testability and AI-navigability.</p>
+        </header>
+        
+        <article class="bg-white rounded-xl shadow-sm border border-gray-200 p-6 md:p-8 mb-8 transition-shadow hover:shadow-md">
+            
+            <div class="flex flex-col md:flex-row md:items-center justify-between gap-4 mb-6">
+                <h2 class="text-2xl font-bold text-gray-900">Candidate: Refactor app.py into modular services</h2>
+                <div>
+                    <span class="px-3 py-1 rounded-full text-xs font-semibold uppercase tracking-wider bg-red-100 text-red-800">
+                        Priority: Strong
+                    </span>
+                </div>
+            </div>
+            
+            <div class="space-y-4 mb-6">
+                <p class="text-sm bg-gray-50 p-3 rounded-lg border border-gray-100 text-gray-700">
+                    <strong class="text-gray-900">Files Affected:</strong> <code class="text-blue-600">app.py</code> 
+                    <span class="text-gray-400 mx-2">→</span> 
+                    <strong class="text-gray-900">Proposed:</strong> 
+                    <code class="bg-white px-1.5 py-0.5 rounded border text-xs">inference_pipeline.py</code>, 
+                    <code class="bg-white px-1.5 py-0.5 rounded border text-xs">model_loader.py</code>, 
+                    <code class="bg-white px-1.5 py-0.5 rounded border text-xs">preprocessor.py</code>, 
+                    <code class="bg-white px-1.5 py-0.5 rounded border text-xs">postprocessor.py</code>
+                </p>
+                
+                <div>
+                    <h3 class="text-sm font-semibold uppercase tracking-wider text-gray-500 mb-1">The Problem</h3>
+                    <p class="text-gray-700 leading-relaxed">
+                        The main application file (<code class="bg-gray-100 px-1 rounded text-sm text-red-600">app.py</code>) is acting as a "god object". It manages web framework setup, model loading, inference pipelines, preprocessing, postprocessing, utilities, and API endpoints simultaneously. This creates **low architectural depth** (the interface is nearly as complex as its implementation), **poor testability** (isolated pipeline units cannot be targeted), and **low locality** (unrelated logic must be parsed to fix individual features).
+                    </p>
+                </div>
+
+                <div>
+                    <h3 class="text-sm font-semibold uppercase tracking-wider text-gray-500 mb-1">Proposed Solution</h3>
+                    <p class="text-gray-700 mb-2">Split operational concerns into highly focused, cleanly encapsulated modules:</p>
+                    <ul class="space-y-2 text-gray-700 pl-4 list-disc">
+                        <li><strong><code class="text-gray-900">ModelLoader</code>:</strong> Handles asynchronous loading and persistent caching of PyTorch weights (angle, inflammation, segmentation models).</li>
+                        <li><strong><code class="text-gray-900">Preprocessor</code>:</strong> Isolates structural image transformations and CLAHE enhancement parameters.</li>
+                        <li><strong><code class="text-gray-900">InferencePipeline</code>:</strong> Orchestrates execution flows: angle classification <span class="text-gray-400">→</span> inflammation detection <span class="text-gray-400">→</span> conditional segmentation <span class="text-gray-400">→</span> sizing/severity metrics.</li>
+                        <li><strong><code class="text-gray-900">Postprocessor</code>:</strong> Houses structural thickness evaluations, severity metrics calculations, and visual overlay generators.</li>
+                        <li><strong><code class="text-gray-900">APIHandler</code>:</strong> A thin, declarative FastAPI endpoint wrapper delegating exclusively to the primary <code class="text-sm">InferencePipeline</code>.</li>
+                    </ul>
+                </div>
+
+                <div>
+                    <h3 class="text-sm font-semibold uppercase tracking-wider text-gray-500 mb-1">Expected Architecture Benefits</h3>
+                    <ul class="grid grid-cols-1 md:grid-cols-2 gap-3 text-gray-700">
+                        <li class="bg-blue-50/50 p-3 rounded-lg border border-blue-100">
+                            <strong class="text-blue-900 block mb-0.5">Architectural Depth</strong> High complexity is hidden beneath simple interfaces (e.g., <code class="text-xs">analyze_image(img) -> Result</code>).
+                        </li>
+                        <li class="bg-blue-50/50 p-3 rounded-lg border border-blue-100">
+                            <strong class="text-blue-900 block mb-0.5">High Code Locality</strong> Bugs in sizing algorithms map cleanly to the postprocessor without risking model caching logic.
+                        </li>
+                        <li class="bg-blue-50/50 p-3 rounded-lg border border-blue-100">
+                            <strong class="text-blue-900 block mb-0.5">Simplified Testing</strong> Individual pipeline states and weights can be unit-tested seamlessly using mock behaviors.
+                        </li>
+                        <li class="bg-blue-50/50 p-3 rounded-lg border border-blue-100">
+                            <strong class="text-blue-900 block mb-0.5">AI and Dev Navigation</strong> Highly categorized file trees accelerate context gathering for language models and onboarding engineers.
+                        </li>
+                    </ul>
+                </div>
+            </div>
+
+            <div class="grid grid-cols-1 xl:grid-cols-2 gap-6 mt-8">
+                <div class="border border-gray-200 rounded-xl p-4 bg-gray-50">
+                    <h4 class="text-base font-bold text-gray-800 mb-3 flex items-center gap-2">
+                        <span class="w-2.5 h-2.5 rounded-full bg-red-500"></span> Before (Shallow Architecture)
+                    </h4>
+                    <div class="mermaid bg-white p-4 rounded-lg border border-gray-100 shadow-inner overflow-x-auto">
+                        graph TD
+                            A[FastAPI Endpoint] --> B[load_angle_model]
+                            A --> C[load_inflammation_model]
+                            A --> D[load_segmentation_model_sup]
+                            A --> E[load_segmentation_model_post]
+                            A --> F[predict_angle]
+                            A --> G[predict_inflammation]
+                            A --> H[segment_image]
+                            A --> I[measure_thickness_new]
+                            A --> J[analyze_inflammation_severity]
+                            A --> K[create_segmentation_overlay]
+                            A --> L[apply_clahe]
+                            A --> M[save_patient_data]
+
+                            style A fill:#f87171,stroke:#ef4444,stroke-width:2px,color:#fff
+                            style B fill:#fee2e2,stroke:#f87171
+                            style C fill:#fee2e2,stroke:#f87171
+                            style D fill:#fee2e2,stroke:#f87171
+                            style E fill:#fee2e2,stroke:#f87171
+                            style F fill:#fee2e2,stroke:#f87171
+                            style G fill:#fee2e2,stroke:#f87171
+                            style H fill:#fee2e2,stroke:#f87171
+                            style I fill:#fee2e2,stroke:#f87171
+                            style J fill:#fee2e2,stroke:#f87171
+                            style K fill:#fee2e2,stroke:#f87171
+                            style L fill:#fee2e2,stroke:#f87171
+                            style M fill:#fee2e2,stroke:#f87171
+                    </div>
+                </div>
+
+                <div class="border border-gray-200 rounded-xl p-4 bg-gray-50">
+                    <h4 class="text-base font-bold text-gray-800 mb-3 flex items-center gap-2">
+                        <span class="w-2.5 h-2.5 rounded-full bg-green-500"></span> After (Deepened Architecture)
+                    </h4>
+                    <div class="mermaid bg-white p-4 rounded-lg border border-gray-100 shadow-inner overflow-x-auto">
+                        graph TD
+                            subgraph API [API Gateway Router]
+                                A[FastAPI Endpoint] --> B[InferencePipeline.analyze]
+                            end
+                            
+                            subgraph InferencePipeline [Core Workflow Orchestrator]
+                                B --> C[ModelLoader.get_angle_model]
+                                B --> D[Preprocess]
+                                B --> E[predict_angle]
+                                E --> F{Inflammation?}
+                                F -->|Yes| G[ModelLoader.get_inflammation_model]
+                                G --> H[predict_inflammation]
+                                H --> I{Inflammation Detected?}
+                                I -->|Yes| J[ModelLoader.get_seg_model_sup/post]
+                                J --> K[segment_image]
+                                K --> L[measure_thickness]
+                                K --> M[analyze_severity]
+                                L --> N[Result: Measurement]
+                                M --> O[Result: Severity]
+                                K --> P[Result: Segmentation Masks]
+                                E -->|No| Q[Result: Angle Only]
+                                F -->|No| Q
+                            end
+                            
+                            subgraph ModelLoader [Model Assets Lifecycle]
+                                C --> C1[Load Angle Model]
+                                G --> G1[Load Inflammation Model]
+                                J --> J1[Load Segmentation Model]
+                            end
+                            
+                            subgraph Preprocessor [Image Engineering]
+                                D --> D1[Transforms]
+                                D --> D2[CLAHE]
+                            end
+                            
+                            subgraph Postprocessor [Metrics & Artifact Generation]
+                                L --> L1[Thickness Calc]
+                                M --> M1[Severity Scoring]
+                            end
+
+                            style A fill:#3b82f6,stroke:#2563eb,stroke-width:2px,color:#fff
+                            style B fill:#dbeafe,stroke:#60a5fa
+                            style C fill:#dbeafe,stroke:#60a5fa
+                            style D fill:#dbeafe,stroke:#60a5fa
+                            style E fill:#dbeafe,stroke:#60a5fa
+                            style F fill:#dbeafe,stroke:#60a5fa
+                            style G fill:#dbeafe,stroke:#60a5fa
+                            style H fill:#dbeafe,stroke:#60a5fa
+                            style I fill:#dbeafe,stroke:#60a5fa
+                            style J fill:#dbeafe,stroke:#60a5fa
+                            style K fill:#dbeafe,stroke:#60a5fa
+                            style L fill:#dbeafe,stroke:#60a5fa
+                            style M fill:#dbeafe,stroke:#60a5fa
+                            style N fill:#e0f2fe,stroke:#0284c7
+                            style O fill:#e0f2fe,stroke:#0284c7
+                            style P fill:#e0f2fe,stroke:#0284c7
+                            style Q fill:#e0f2fe,stroke:#0284c7
+                            style C1 fill:#f3e8ff,stroke:#a855f7
+                            style G1 fill:#f3e8ff,stroke:#a855f7
+                            style J1 fill:#f3e8ff,stroke:#a855f7
+                            style D1 fill:#fef3c7,stroke:#d97706
+                            style D2 fill:#fef3c7,stroke:#d97706
+                            style L1 fill:#ecfccb,stroke:#65a30d
+                            style M1 fill:#ecfccb,stroke:#65a30d
+                    </div>
+                </div>
+            </div>
+
+        </article>
+        
+        <footer class="text-center text-sm text-gray-500 mt-12">
+            <p>Total candidates identified: <span class="font-semibold text-gray-700">1</span></p>
+        </footer>
+    </main>
+</body>
+</html>
\ No newline at end of file
diff --git a/workspace/sprint_1_2/Design_Material/LEGACY/VKIST_ML/docs/Instruction_Manunal_API_Doc_Setup_pilot.md b/workspace/LEGACY/VKIST_ML/docs/Instruction_Manunal_API_Doc_Setup_pilot.md
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diff --git a/workspace/sprint_1_2/Design_Material/codebase/backend/spec/backend-spec.md b/workspace/sprint_1_2/CODEBASE/backend/spec/backend-spec.md
similarity index 73%
rename from workspace/sprint_1_2/Design_Material/codebase/backend/spec/backend-spec.md
rename to workspace/sprint_1_2/CODEBASE/backend/spec/backend-spec.md
index b5458eb..59cf626 100644
--- a/workspace/sprint_1_2/Design_Material/codebase/backend/spec/backend-spec.md
+++ b/workspace/sprint_1_2/CODEBASE/backend/spec/backend-spec.md
@@ -7,16 +7,17 @@ Orchestrates API routers, role checks, Socratic circuit-breaker state evaluation
 Core Backend Team
 
 ## Boundary
-FastAPI server, API routers, authentication middleware, circuit breaker engine, report generator, RAG coordinator, ledger logger, and connections to Postgres, S3, Redis, Triton, Qdrant, ladybugDB.
+FastAPI server, API routers, authentication middleware, circuit breaker engine, report generator, RAG coordinator, RAG-Referee (BERT), ledger logger, and connections to Postgres + pgvector, S3 (MinIO), Redis, Triton, ladybugDB.
 
 ## Internal Design
 - Built with FastAPI (Python) and Uvicorn for async HTTP server.
 - Authentication middleware validates JWT tokens and enforces RBAC (roles: RO_RADIOLOGIST, RO_THERAPIST).
 - Socratic circuit-breaker engine monitors interaction telemetry (hover duration, decision time, override magnitude) and triggers safety dialogs.
 - Clinical Report Engine uses ReportLab to generate bilingual PDF reports per Circular 46/2018/TT-BYT.
-- RAG Coordinator orchestrates Retrieval-Augmented Generation: dense vector lookup in Qdrant, graph traversal in ladybugDB, prompt enrichment, LLM generation on Triton (PhoGPT/MedGemma), and hallucination guarding.
+- RAG Coordinator orchestrates Retrieval-Augmented Generation: dense vector lookup in pgvector (PostgreSQL HNSW), graph traversal in ladybugDB, mandatory pre-generation retrieval, prompt enrichment, LLM generation on browser WebLLM (GemmaE2B) or cloud Vertex AI (MedGemma via NFR-16a), and hallucination guarding via BERT RAG-Referee.
+- NLP Scrubber (Microsoft Presidio): re-verifies client edge redaction, refines residual PII, and returns error if unresolvable.
 - Ledger Logger appends immutable, cryptographically chained audit logs to Postgres via triggers preventing UPDATE/DELETE.
-- Connections: Postgres (via SQLAlchemy), S3 (via boto3), Redis (via redis-py), Triton (via gRPC), Qdrant (via gRPC/HTTP), ladybugDB (via in-process C++ bindings).
+- Connections: Postgres + pgvector (via SQLAlchemy), S3 (via boto3), Redis (via redis-py), Triton (via gRPC — CV + EmbeddingGemma only), ladybugDB (via in-process C++ bindings).
 - Model weights loaded at startup from internal registry; cached in memory.
 - API endpoints layered: public clinical (sessions, analysis, reports, feedback) and internal/local safety (explanations, safety, drift, RAG, activations, annotations, ground-truth, escalation, morphology, telemetry).
 
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diff --git a/workspace/sprint_1_2/Design_Material/codebase/knowledge/spec/interface_contract.md b/workspace/sprint_1_2/CODEBASE/knowledge/spec/interface_contract.md
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diff --git a/workspace/sprint_1_2/Design_Material/codebase/knowledge/spec/knowledge_spec.md b/workspace/sprint_1_2/CODEBASE/knowledge/spec/knowledge_spec.md
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--- a/workspace/sprint_1_2/Design_Material/codebase/knowledge/spec/knowledge_spec.md
+++ b/workspace/sprint_1_2/CODEBASE/knowledge/spec/knowledge_spec.md
@@ -11,10 +11,10 @@ Qdrant vector database instances, ladybugDB graph database instances, embedding
 
 ## Internal Design
 - Hybrid knowledge architecture: vector similarity search + graph traversal
-- Qdrant: stores guideline section embeddings (BioClinicalBERT, PubMedBERT) with payload metadata
+- pgVec: stores guideline section embeddings (BioClinicalBERT, PubMedBERT) with payload metadata
 - ladybugDB: stores ontology concepts (SNOMED-CT, LOINC, RadLex) and relational axioms
 - EmbeddingGemma: generates 768-dimension vectors for text chunks
-- PhoGPT/MedGPT: LLM for answer generation with constrained decoding
+- GemmaE2B/MedGemma: LLM for answer generation with constrained decoding
 - Retrieval pipeline: hybrid search (vector + BM25) → graph expansion → reranking
 - Grounding module: verifies LLM outputs against source guidelines with citation extraction
 - Arbitration engine: resolves conflicting evidence using belief propagation
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diff --git a/workspace/sprint_1_2/Design_Material/codebase/ml/implementation/cv/arch/unet3plus_att.py b/workspace/sprint_1_2/CODEBASE/ml/implementation/cv/arch/unet3plus_att.py
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diff --git a/workspace/sprint_1_2/Design_Material/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy b/workspace/sprint_1_2/Design_Material/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy
deleted file mode 160000
index 8b27589..0000000
--- a/workspace/sprint_1_2/Design_Material/LEGACY/VKIST_ML/codebase-vkist-ultrasound-legacy
+++ /dev/null
@@ -1 +0,0 @@
-Subproject commit 8b2758928a12b8c6e7806efefda96f317a0196bd
diff --git a/workspace/sprint_1_2/SPRINT_1_2_ARCHITECTURE_SPEC.md b/workspace/sprint_1_2/SPRINT_1_2_ARCHITECTURE_SPEC.md
new file mode 100644
index 0000000..849bb2f
--- /dev/null
+++ b/workspace/sprint_1_2/SPRINT_1_2_ARCHITECTURE_SPEC.md
@@ -0,0 +1,570 @@
+# Sprint 1-2 Architecture Specification
+
+**Sprint:** Sprint 1 (June 15 – June 26) + Sprint 2 (June 29 – July 10)  
+**Theme:** "The Fast PoC Baseline" + "Multi-Modal & NLP Integration"  
+**Parent Document:** [SOLUTION_ARCHITECTURE_SPEC.md](../SOLUTION_ARCHITECTURE_SPEC.md)
+
+---
+
+## 1. Sprint Scope & Goals
+
+### 1.1 Sprint 1: The Fast PoC Baseline
+- Establish interactive end-to-end processing pipeline
+- Rapid UI prototype with high-fidelity mockups
+- Configure initial FastAPI server pipelines to process raw array matrices
+- Output early inference mask previews onto browser-based preview window canvas
+- Wire ultrasound image ingest pathways into classification pipeline
+
+### 1.2 Sprint 2: Multi-Modal & NLP Integration
+- Embed localized NLP translation modules
+- Implement client-side privacy scrubbing masks for Decree 13 compliance
+- Configure on-device string parsers to sanitize personal identification tokens
+- Deploy multi-modal diagnostic chat system
+- Build zero-friction NLP conduits for clinical abbreviations
+
+---
+
+## 2. Architectural Constraints for Sprint 1-2
+
+| Constraint | Implementation |
+| --- | --- |
+| **Air-Gapped Hospital LAN** | No external cloud processing during normal operation. All inference and storage on-premise via K3s. NFR-16a governs emergency cloud fallback only. |
+| **Code & Issue Hosting (NFR-16a exception)** | GitLab CE and Jira run self-hosted on a cloud VM (not SaaS). All code, tickets, and pipeline configs transit over public internet to reach the VM. Compensating controls: no PHI in commits or tickets (pre-push hook + team policy); SSH-only git access with certificate pinning; daily GitLab RDB backup to hospital MinIO (not cloud storage); cloud VM IAM with minimum-role access and 2FA; VM access restricted to hospital whitelisted IPs. This exception is reviewed at PoC sign-off. |
+| **Network Bandwidth (10 Mbps max)** | Optimize payload sizes, leverage local caching (IndexedDB, Redis). |
+| **DICOM Compliance** | Process DICOM images via pydicom stream over local HTTPS. |
+| **Client Memory ≤ 150 MB** | PWA uses React + Zustand + LiteRT (no dedicated GPU required). |
+| **Latency ≤ 1.5s for inference** | Heavy ML offloaded to Triton Inference Server with ONNX/TensorRT. |
+| **Zero PHI Leakage** | Client-side scrubbing before network transfer; no PHI in Git/Jenkins. |
+
+---
+
+## 3. System Context Diagram (C4) - Sprint 1-2 Scope (FR-25 Synovitis Grading)
+
+```plantuml
+@startuml "VKIST_MSK_Sprint1_2_Context_FR25"
+!include <C4/C4_Context>
+
+title System Context - Sprint 1-2: FR-25 Synovitis Grading & NLP Integration
+' Sprint 1-2 scope: FR-25 only with NLP safety layer
+' Active Users: UP5 | Governance: UP1, UP4 | Future: UP6, UP7, UP8
+
+' === ACTORS IN SPRINT SCOPE ===
+Person(radiologist, "Diagnostic Radiologist (UP5)", "FR-25: load scan, review AI grade (0-3), confirm/override, finalize & sign, view GradCAM, engage circuit breaker, review RAG evidence")
+
+' === GOVERNANCE / NFR ALIGNMENT ===
+Person_Ext(senior_expert, "Healthcare Senior Expert (UP1)", "Governance: clinical protocol validation, MOH guideline approval, model threshold sign-off")
+Person_Ext(support_staff, "Support Staff (UP4)", "Registration, case queue management")
+
+' === FUTURE SPRINTS ===
+Person_Ext(therapist, "Physical Therapist (UP6)", "Future sprint: prescription parser, 3D mapping, kinetic overlay, patient education")
+Person_Ext(ortho_surgeon, "Orthopedic Surgeon (UP7)", "Future sprint: treatment planning, aggregated dashboard, 3D anatomy education")
+Person_Ext(patient_caregiver, "Patient & Caregiver (UP8)", "Future sprint: self-monitoring portal, inflammation tracker, medication reminders")
+
+Person(admin, "System Administrator", "K3s deployment, model updates, NGINX failover, Prometheus/Grafana monitoring")
+
+' === SYSTEM ===
+System(mpps, "VKIST MSK Processing System\n(FR-25 Sprint 1-2)", "Knee ultrasound AI: angle→inflammation→segmentation\nGrading: synovitis 0-3 with GradCAM\nSafety: Circuit Breaker, BERT drift, RAG-Referee\nNLP: Decree 13 scrubbing, GemmaE2B/MedGemma explanations\nReporting: Circular 46 PDF")
+
+' === EXTERNAL SYSTEMS IN SCOPE ===
+System_Ext(pacs, "Hospital PACS / Ultrasound", "DICOM source (C-MOVE + direct capture)")
+System_Ext(emr, "Hospital EMR/HIS", "Finalized reports, audit logs (HL7/FHIR)")
+System_Ext(triton, "Triton Inference Server", "GPU inference: angle, inflammation, segmentation + embeddings")
+System_Ext(knowledge, "Clinical Knowledge Stack", "ladybugDB (ontology), pgvector (MOH guideline vectors in Postgres HNSW), EmbeddingGemma (RAG embedding model), GemmaE2B (browser WebLLM), MedGemma (cloud Vertex AI)")
+
+' === RELATIONSHIPS ===
+Rel(radiologist, mpps, "Load scan, review grade, confirm/override, finalize, view explanations, engage safety dialog", "HTTPS")
+Rel(admin, mpps, "Deploys, monitors, configures", "HTTPS/SSH")
+Rel(senior_expert, mpps, "Validates protocols, approves thresholds", "HTTPS")
+Rel(support_staff, mpps, "Registration, case queue", "HTTPS")
+
+Rel(therapist, mpps, "Not in Sprint 1-2 scope", "—")
+Rel(ortho_surgeon, mpps, "Not in Sprint 1-2 scope", "—")
+Rel(patient_caregiver, mpps, "Not in Sprint 1-2 scope", "—")
+
+Rel(mpps, pacs, "DICOM import", "C-MOVE + upload")
+Rel(mpps, emr, "Finalized reports, audit", "HL7/FHIR")
+Rel(mpps, triton, "ML inference", "gRPC :8001")
+Rel(mpps, knowledge, "RAG + ontology + LLM", "gRPC/HTTP + C++")
+
+@enduml
+```
+
+---
+
+## 4. Container Diagram (C4) - Sprint 1-2 Implementation
+
+```plantuml
+@startuml "VKIST_MSK_Containers_Sprint1_2"
+!include <C4/C4_Container>
+
+title Container Diagram - VKIST MSK Platform (Sprint 1-2)
+
+Person(radiologist, "Radiologist (UP5)", "Performs primary diagnosis, view validation, and severity grading.")
+Person(therapist, "Physical Therapist (UP6)", "Observes scans, evaluates kinetic data, and structures physical rehabilitation plans.")
+
+System_Boundary(hospital_lan, "Air-Gapped Hospital LAN (Max 10 Mbps)") {
+    
+    Container(pwa, "React PWA Frontend", "React, TS, Zustand, LiteRT, MediaPipe, Dexie.js", "Interactive visualization, local WebAssembly inference for view-angle validation, encrypted IndexedDB cache, DICOM upload, edge guardrail (Transformers.js BERT + OpenRedaction + pii-filter) in dedicated WebWorkers")
+    
+    Container(nginx, "NGINX Reverse Proxy + Keepalived", "NGINX 1.27, Keepalived", "SSL/TLS termination, single VIP, instant failover (<=2s), routes to active FastAPI node")
+    
+    System_Boundary(backend_servers, "Application Server Cluster") {
+        Container(fastapi, "FastAPI Application Server", "Python, Uvicorn, SQLAlchemy, ReportLab", "API orchestration, angle classification routing, inflammation detection, segmentation post-processing, measurement, severity analysis, PDF report generation, client-side scrubbing validation")
+        
+        System_Boundary(ml_inference, "ML Inference Stack (Sprint 1-2)") {
+            Container(triton, "Triton Inference Server", "NVIDIA Triton, ONNX, OpenVINO, TensorRT", "Executes 3-step ML pipeline: angle classification, inflammation detection, segmentation (UNet3+/DeepLabV3)")
+            ContainerDb(model_store, "Local Model Store", "ONNX/Torch weights on disk", "Stores model checkpoints mounted read-only into Triton")
+        }
+        
+        System_Boundary(observability, "Observability (Sprint 1-2)") {
+            Container(prometheus, "Prometheus", "Prometheus", "Scrapes FastAPI and Triton metrics")
+            Container(grafana, "Grafana", "Grafana", "Operational dashboards for inference latency, GPU utilization, cache hit rate")
+        }
+        
+        System_Boundary(data_stack, "Data Stack (Sprint 1-2)") {
+            ContainerDb(postgres, "PostgreSQL + PostGIS", "PostgreSQL", "Stores session metadata, EMR records, spatial markers, audit ledger")
+            ContainerDb(redis, "Redis Cache", "Redis", "Session state, JWT tokens, rate limiting")
+            ContainerDb(s3, "S3 Object Store (MinIO)", "MinIO", "DICOM-derived images, segmentation overlays, Grad-CAM heatmaps, report blobs")
+        }
+    }
+}
+
+Rel(radiologist, pwa, "Uploads DICOM, views overlays, accepts/rejects grades")
+Rel(therapist, pwa, "Reviews scan results, annotates feedback")
+
+Rel(pwa, nginx, "HTTPS requests with encrypted DICOM payloads", "HTTPS (Port 443)")
+Rel(nginx, fastapi, "Routes API requests", "HTTP/1.1 (Port 8000)")
+
+Rel(fastapi, redis, "Session verification, rate limiting", "TCP (Port 6379)")
+Rel(fastapi, postgres, "Metadata, audit ledger, spatial queries", "SQL/TCP (Port 5432)")
+Rel(fastapi, s3, "Image and report blob storage", "S3 API")
+
+Rel(fastapi, triton, "Offloads ML inference: angle, inflammation, segmentation", "gRPC (Port 8001)")
+Rel(triton, model_store, "Reads model weights", "Local FS")
+
+Rel(prometheus, fastapi, "Request latency, error rate, DB pool", "HTTP /metrics")
+Rel(prometheus, triton, "Model latency, VRAM, GPU utilization", "HTTP /metrics")
+Rel(grafana, prometheus, "Dashboard queries", "HTTP (Port 9090)")
+
+@enduml
+```
+
+---
+
+## 5. Component Diagram (C4) - FastAPI Server Internals (Sprint 1-2)
+
+```plantuml
+@startuml "VKIST_MSK_Backend_Components_Sprint1_2"
+!include <C4/C4_Component>
+
+title Component Diagram - FastAPI Application Server (Sprint 1-2)
+
+Container_Boundary(backend, "FastAPI Application Server") {
+    
+    System_Boundary(api_routers, "API Routers") {
+        Component(analyze_router, "Analysis Router", "FastAPI Router", "/api/analyze - Main ML pipeline endpoint\nHandles angle model selection, inflammation detection, segmentation routing, measurement, severity analysis")
+        Component(save_router, "Save Router", "FastAPI Router", "/api/save - Patient data persistence\nSanitizes metadata, stores images and PDF reports")
+        Component(export_router, "PDF Export Router", "FastAPI Router", "/api/export-pdf - On-demand PDF generation")
+        Component(health_router, "Health Router", "FastAPI Router", "/api/health - Liveness probe")
+    }
+    
+    System_Boundary(ml_pipeline, "ML Pipeline Components (Sprint 1-2)") {
+        Component(angle_classifier, "Angle Classifier", "PyTorch/ONNX", "Classifies ultrasound plane (med-lat, post-trans, sup-trans-flex, sup-up-long)\nModels: ConvNeXt-Tiny, DenseNet-121, ResNet-50, EfficientNet-B2, Swin-V2-S")
+        Component(inflammation_detector, "Inflammation Detector", "PyTorch/ONNX", "Binary classifier for inflammation presence\nModel: EfficientNet-B0 (2-class)")
+        Component(segmentation_engine, "Segmentation Engine", "PyTorch/ONNX", "Pixel-wise anatomical segmentation\nModels: DeepLabV3-ResNet50/101, UNet-ResNet101, EfficientFeedback, UNet3Plus-Attention")
+        Component(measurement_engine, "Measurement Engine", "Python/NumPy/OpenCV", "Calculates synovium thickness in mm, effusion metrics\nPIXEL_TO_MM = 45.0 / 655.0")
+        Component(severity_analyzer, "Severity Analyzer", "Python", "Classifies synovitis grade (0-3) with combined effusion+synovium scoring\nGenerates Vietnamese clinical descriptions")
+        Component(preprocessor, "Image Preprocessor", "Python/PIL/OpenCV", "CLAHE contrast enhancement, resize, normalize")
+        Component(overlay_renderer, "Overlay Renderer", "Python/PIL", "Creates color-coded segmentation overlays with measurement annotations")
+    }
+    
+    System_Boundary(knowledge_stack, "Knowledge Stack (Sprint 2)") {
+        Component(nlp_scrubber, "Patient Data Scrubber", "Microsoft Presidio", "Re-verify edge redaction; refine residual PII; error if unresolvable")
+            Component(rag_coordinator, "RAG Coordinator", "Python", "Retrieves MOH guideline passages from pgvector (PostgreSQL HNSW index); mandatory pre-generation retrieval for all LLM tiers (browser WebLLM and cloud MedGemma)")
+        Component(ontology_query, "Ontology Query Engine", "C++ bindings", "ladybugDB graph traversal for anatomical entity relationships")
+        Component(guardrail_edge, "Edge Guardrail", "Transformers.js BERT", "Client-side hallucination/mal-intention/scope-breach scoring; triggers session termination + cloud mitigate via FastAPI guardrail-check endpoint")
+        Component(referee, "RAG-Referee", "BERT classifier", "Server-side 3-axis citation contestant validation (attribution, cohesion, factual contestant status)")
+    }
+    
+    System_Boundary(reporting, "Reporting & Audit") {
+        Component(pdf_generator, "PDF Report Generator", "ReportLab", "Bilingual (VI/EN) medical reports per Circular 46/2018/TT-BYT")
+        Component(audit_logger, "Immutable Audit Logger", "SQLAlchemy/Postgres", "Append-only clinical decision and AI interaction logs\nPrevents UPDATE/DELETE via DB triggers")
+    }
+    
+    System_Boundary(infrastructure, "Infrastructure") {
+        Component(cache_client, "Redis Client", "redis-py", "Session state, JWT tokens, rate limiting")
+        Component(storage_client, "S3 Client", "boto3", "DICOM images, overlays, reports, Grad-CAM heatmaps")
+        Component(db_client, "PostgreSQL Client", "SQLAlchemy", "Relational/spatial queries, audit ledger")
+        Component(triton_client, "Triton gRPC Client", "gRPC", "Inference offloading for heavy ML models")
+    }
+}
+
+' Internal relationships
+Component(analyze_router, preprocessor, "Uploads image, applies CLAHE")
+Component(analyze_router, angle_classifier, "Classifies angle plane")
+Component(analyze_router, inflammation_detector, "Detects inflammation (if post-trans or sup-up-long)")
+Component(analyze_router, segmentation_engine, "Runs segmentation (if inflammation detected)")
+Component(analyze_router, measurement_engine, "Measures thickness (sup-up-long only)")
+Component(analyze_router, severity_analyzer, "Grades synovitis severity")
+Component(analyze_router, overlay_renderer, "Generates visualization overlay")
+
+Component(save_router, nlp_scrubber, "Validates scrubbing before save")
+Component(save_router, pdf_generator, "Triggers PDF generation")
+Component(save_router, audit_logger, "Logs save action immutably")
+
+Component(export_router, pdf_generator, "Generates on-demand PDF")
+
+Component(rag_coordinator, triton_client, "RAG embedding extraction via Triton (EmbeddingGemma)")
+Component(rag_coordinator, ontology_query, "Graph traversal for evidence")
+Component(rag_coordinator, referee, "Mandatory RAG-Referee validation per axis")
+Component(guardrail_edge, "Edge Guardrail", "Transformers.js BERT", "Scores hallucination/mal-intention/scope-breach in WebWorker")
+Component(guardrail_edge, referee, "Violation signal → server-side referee gate")
+
+' Infrastructure connections
+Component(analyze_router, cache_client, "Session validation")
+Component(analyze_router, storage_client, "Image/report I/O")
+Component(analyze_router, db_client, "Metadata, audit")
+Component(analyze_router, triton_client, "ML inference offload")
+
+@enduml
+```
+
+---
+
+## 6. Deployment Diagram (C4) - Sprint 1-2 Hospital LAN Runtime
+
+```plantuml
+@startuml "VKIST_MSK_Deployment_Sprint1_2"
+!include <C4/C4_Deployment>
+
+title Deployment Diagram - VKIST MSK Platform (Sprint 1-2)
+
+Deployment_Node(hw, "Hospital On-Premise Hardware\n(Dell PowerEdge / Local Server)") {
+    Deployment_Node(k8s_alt, "K3s Runtime (Sprint 1-2)") {
+        Deployment_Node(nginx_node, "NGINX Container") {
+            Container(nginx_c, "NGINX 1.27 + Keepalived", "Reverse proxy, SSL, VIP failover")
+        }
+        Deployment_Node(fastapi_node, "FastAPI Container") {
+            Container(fastapi_c, "FastAPI Uvicorn", "Python app: analysis, save, export, NLP scrub, RAG")
+        }
+        Deployment_Node(prom_node, "Prometheus Container") {
+            Container(prom_c, "Prometheus", "Metrics collection")
+        }
+        Deployment_Node(grafana_node, "Grafana Container") {
+            Container(graf_c, "Grafana", "Dashboards")
+        }
+    }
+    
+    Deployment_Node(vm_db, "Database / Storage VM") {
+        Deployment_Node(pg_node, "PostgreSQL + pgvector Node") {
+            ContainerDb(pg_c, "PostgreSQL + PostGIS + pgvector", "Primary DB, vector HNSW index, audit ledger")
+        }
+        Deployment_Node(redis_node, "Redis Node") {
+            ContainerDb(redis_c, "Redis", "Session cache, rate limit")
+        }
+        Deployment_Node(s3_node, "MinIO Node") {
+            ContainerDb(s3_c, "MinIO S3", "Object storage for images and reports")
+        }
+    }
+    
+    Deployment_Node(triton_hw, "Inference Server (GPU Node)") {
+        Deployment_Node(triton_node, "Triton Container") {
+            Container(triton_c, "Triton Inference Server", "ONNX/TensorRT models, ensemble pipelines")
+        }
+        Deployment_Node(model_vol, "Model Volume") {
+            ContainerDb(model_c, "Model Weights", "Read-only mount: .pth / .onnx files")
+        }
+    }
+}
+
+Deployment_Node(client, "Clinician Workstation / Tablet") {
+    ContainerDb(browser, "Browser PWA", "React, Service Worker, IndexedDB")
+}
+
+Rel(browser, nginx_c, "HTTPS (port 443)", "TLS 1.3")
+Rel(nginx_c, fastapi_c, "HTTP (port 8000)", "Internal LAN")
+Rel(fastapi_c, pg_c, "SQL/TCP (port 5432)", "LAN")
+Rel(fastapi_c, s3_c, "S3 API", "LAN")
+Rel(fastapi_c, triton_c, "gRPC (port 8001)", "LAN (or same host)")
+
+Rel(prom_c, fastapi_c, "/metrics scrape", "HTTP")
+Rel(prom_c, triton_c, "/metrics scrape", "HTTP")
+Rel(graf_c, prom_c, "Dashboard", "HTTP")
+
+Rel(triton_c, model_vol, "Loads weights", "Read-only FS")
+
+Rel(browser, browser, "Local-only WebAssembly inference (LiteRT/MediaPipe)", "No network")
+
+@enduml
+```
+
+---
+
+## 7. Sprint 1-2 ML Workflow: Ultrasound Processing Pipeline
+
+```plantuml
+@startuml "VKIST_MSK_ML_Pipeline_Sprint1_2"
+@startuml
+title ML Pipeline - Knee Ultrasound Analysis (Sprint 1-2)
+
+start
+
+:Clinician uploads DICOM via PWA;
+:PWA encrypts payload, sends over HTTPS;
+
+:NGINX routes to active FastAPI node;
+
+:FastAPI receives image;
+:Apply CLAHE preprocessing (contrast enhancement);
+
+:RUN ANGLE CLASSIFICATION;
+:Model: ConvNeXt/DenseNet/ResNet/EfficientNet/Swin-V2;
+:Classes: med-lat, post-trans, sup-trans-flex, sup-up-long;
+
+if (Angle class?) then (post-trans)
+    : Inflammation Detection;
+    :Model: EfficientNet-B0 (binary);
+    if (Inflammation?) then (yes)
+        :Post-Trans Segmentation;
+        :Model: DeepLabV3-ResNet101;
+        :Classes: fat, tendon, muscle, femur, artery, synovium, baker's cyst;
+        :Generate segmentation masks;
+        :Create overlay image;
+    else (no)
+        :Skip segmentation;
+        :Set severity = 0;
+    endif
+elseif (sup-up-long)
+    : Inflammation Detection;
+    if (Inflammation?) then (yes)
+        :Suprapatellar Segmentation;
+        :Model: UNet3Plus-Attention / DeepLabV3 / EfficientFeedback;
+        :Classes: effusion, fat, fat-pat, femur, synovium, tendon;
+        :Generate segmentation masks;
+        
+        :Measure Synovium Thickness;
+        :ROI: middle 1/3 of bounding box;
+        :Unit: mm (PIXEL_TO_MM = 45/655);
+        
+        :Create overlay with measurement annotations;
+        
+        :Analyze Severity;
+        :Combined score: effusion (60%) + synovium (40%);
+        :Grade: 0 (Rất nhẹ) / 1 (Nhẹ) / 2 (Trung bình) / 3 (Nặng);
+    else (no)
+        :Skip segmentation and measurement;
+        :Set severity = 0;
+    endif
+else (other angles)
+    :Only angle classification result returned;
+endif
+
+:Generate enhanced image (CLAHE);
+:Assemble JSON response with overlays, masks, measurements, severity;
+
+if (Save requested?) then (yes)
+    :NLP Scrubber validates Decree 13 compliance;
+    :Store images to MinIO S3;
+    :Store metadata to PostgreSQL;
+    :Append immutable audit log;
+    :Generate bilingual PDF report;
+endif
+
+:Return response to PWA;
+
+stop
+
+@enduml
+```
+
+---
+
+## 8. Data Flow Diagram (Activity View)
+
+```plantuml
+@startuml "VKIST_MSK_DataFlow_Sprint1_2"
+title Data Flow - VKIST MSK Platform (Sprint 1-2)
+
+|PWA Client|
+start
+:Upload DICOM image;
+:Apply CLAHE preprocessing locally;
+:Encrypt payload;
+:Send HTTPS POST to /api/analyze;
+
+|NGINX Gateway|
+:Receive request;
+:SSL termination;
+:Route to active FastAPI node;
+
+|FastAPI Server|
+:Receive image;
+:Validate JWT + RBAC;
+:Load angle classifier model;
+:Run angle classification;
+if (Angle class?) then (post-trans)
+  :Load inflammation detector;
+  :Run inflammation detection;
+  if (Detected?) then (yes)
+    :Load post-trans segmentation model;
+    :Run DeepLabV3-ResNet101 inference via Triton;
+    :Receive masks from Triton;
+    :Create segmentation overlay;
+    :Return JSON with overlay + masks;
+  else (no)
+    :Return JSON with angle + inflammation only;
+  endif
+elseif (sup-up-long)
+  :Load inflammation detector;
+  :Run inflammation detection;
+  if (Detected?) then (yes)
+    :Load suprapatellar segmentation model;
+    :Run UNet3Plus-Attention inference via Triton;
+    :Receive masks from Triton;
+    :Measure synovium thickness (ROI middle 1/3);
+    :Calculate effusion metrics;
+    :Analyze severity (0-3 combined score);
+    :Create overlay with measurement annotations;
+    :Return JSON with overlay + measurement + severity;
+  else (no)
+    :Return JSON with angle + inflammation only;
+  endif
+else (other)
+  :Return angle classification only;
+endif
+
+|PWA Client|
+:Receive JSON response;
+:Display enhanced image + overlays;
+:Render measurement annotations;
+:Show severity grade with color coding;
+
+if (User action: Save?) then (yes)
+  |PWA Client|
+  :Run NLP scrubber (Decree 13);
+  :Remove PII from metadata;
+  :Send HTTPS POST to /api/save;
+  
+  |FastAPI Server|
+  :Validate scrubbing compliance;
+  :Store images to MinIO S3;
+  :Store metadata to PostgreSQL;
+  :Append immutable audit log;
+  :Generate bilingual PDF report (Circular 46);
+  :Return success + folder path;
+  
+  |PWA Client|
+  :Confirm save to user;
+endif
+
+stop
+
+@enduml
+```
+
+---
+
+## 9. Non-Functional Requirements Coverage (Sprint 1-2)
+
+| NFR | Sprint 1-2 Implementation |
+| --- | --- |
+| **NFR-1** (DICOM Speed ≤ 3.0s) | Local Triton inference + Redis caching of recent sessions |
+| **NFR-4** (Client Memory ≤ 150 MB) | React PWA with Zustand; LiteRT WebAssembly (no GPU); Dexie.js for local cache |
+| **NFR-5** (Inference ≤ 1.5s) | Triton with TensorRT/OpenVINO quantization; ONNX runtime |
+| **NFR-6** (VRAM ≤ 2 GB) | Quantized ONNX models; batch size 1; DeepLabV3-ResNet101 optimized |
+| **NFR-7** (UI Refresh ≤ 200ms) | Token streaming via SSE; frontend state updates async |
+| **NFR-8** (Fault Tolerance) | IndexedDB local cache; service worker offline mode; session recovery |
+| **NFR-9** (Availability ≥ 99.9%) | NGINX + Keepalived active-passive VIP; Docker restart policies |
+| **NFR-10** (Generative Safety) | Edge guardrail: prompt rules + BERT detection (hallucination/mal-intention/scope-breach) → session termination → cloud mitigate (Vertex AI). Mandatory RAG pre-processing for all LLM tiers (not optional tool calling). RAG-Referee citation contestant validation (3-axis). Server-side Decree 13 redaction ground-check before Vertex AI egress. |
+| **NFR-11** (Onboarding ≤ 45 min) | High-fidelity Figma prototypes in Sprint 1; structured workflows |
+| **NFR-13** (Grad-CAM Zero-Click) | Overlay rendered directly on upload; zero extra UI steps |
+| **NFR-14** (No client GPU) | PWA falls back to CPU-bound rendering; LiteRT for lightweight inference |
+| **NFR-16** (Air-Gapped) | Entire inference and storage stack on-premise via K3s; no external cloud for clinical data. NFR-16a exception: GitLab/Jira on cloud VM with compensating controls. |
+| **NFR-17** (Immutable Audit) | PostgreSQL triggers prevent UPDATE/DELETE on audit tables |
+| **NFR-18** (RAG Citations) | pgvector retrieves MOH guideline passages (PostgreSQL HNSW index); LLM generates footnoted explanations |
+| **NFR-19** (HITL Gate) | Database state machine prevents FINALIZED status without clinician digital signature |
+
+---
+
+## 10. Key Decree 13 / Circular 46 Compliance (Sprint 2)
+
+### 10.1 Decree 13/2023/ND-CP - Personal Data Protection
+- Client-side scrubbing via `nlp_scrubber` component before any network transfer
+- Regex-based PII removal (names, IDs, phone numbers) in browser
+- No PHI stored in Git, Jenkins artifacts, or external systems
+
+### 10.2 Circular 46/2018/TT-BYT - EMR Compliance
+- PDF reports generated per official MOH format (bilingual VI/EN)
+- Audit trail immutable via database triggers
+- Reports stored with cryptographic checksums in MinIO
+
+---
+
+## 11. Infrastructure Decisions (Sprint 1-2)
+
+| Decision | Choice | Rationale |
+| --- | --- | --- |
+| **Orchestration** | K3s (Kubernetes-certified, lightweight edge distribution) | Chosen over Docker Compose, Docker Swarm, Nomad, ECS Fargate, Cloud Run. NFR-16 requires on-premise, eliminating cloud-only options. Docker Swarm offers lowest PoC cost but is in maintenance mode with highest migration overhead. K3s is already production-grade; scaling path is multi-cluster federation, not platform replacement. |
+| **CI/CD** | Jenkins on hospital K3s | Runs inside trusted LAN; connects to cloud-hosted GitLab for source. No external build triggers. |
+| **Code Hosting** | Self-hosted GitLab CE on cloud VM (NFR-16a exception) | Reliability over hospital-hardware self-hosting; not SaaS. Compensating controls: no PHI in commits (pre-push hook), SSH-only access with cert pinning, daily RDB backup to hospital MinIO, cloud IAM with 2FA + minimum-role, IP whitelist to hospital networks. Exception reviewed at PoC sign-off. |
+| **Issue Tracking** | Self-hosted Jira on same cloud VM (NFR-16a exception) | Clinical feedback and tickets stay within controlled access boundary. No PHI in tickets per team policy. Same compensating controls as GitLab. |
+| **Model Serving** | Triton Inference Server | ONNX/TensorRT support; ensemble pipelines; HTTP/gRPC |
+| **Reverse Proxy** | NGINX + Keepalived | VIP for high availability; SSL termination; instant failover |
+| **Local LLM** | Browser WebLLM (GemmaE2B) + Cloud MedGemma (Vertex AI) | Browser: Vietnamese + clinical language support, local inference (air-gapped). Cloud: MedGemma for NFR-16a fallback + BERT-triggered arbiter. Triton hosts CV models + EmbeddingGemma only. |
+| **Vector Search** | pgvector (PostgreSQL HNSW index) | Already deployed with Postgres; zero additional infrastructure; ~15K MOH vectors at ~5-20ms query latency fits NFR-7. Complex SQL filtering for clinical queries. Qdrant deferred to Phase 2. |
+| **Ontology DB** | ladybugDB embedded | C++ library embedded in FastAPI process; SNOMED-CT/LOINC mappings |
+
+---
+
+## 12. Technology Stack Summary
+
+| Layer | Technology | Purpose |
+| --- | --- | --- |
+| Frontend | React, TypeScript, Zustand, Dexie.js, LiteRT, MediaPipe, Transformers.js, OpenRedaction, pii-filter, js-data-anonymizer | PWA with offline support, local inference, and edge guardrail (BERT hallucination/mal-intention detection, Decree 13 PII scrubbing) |
+| Guardrail | Transformers.js BERT (WebWorker), OpenRedaction, pii-filter, js-data-anonymizer, FastAPI `phi_scrub` middleware, Vertex AI Model Garden safety filters | Edge behavior control without NeMo/GuardrailsAI; prompt-rule + BERT detection; session termination + cloud mitigate; mandatory RAG pre-processing (not optional tool-call); server-side redaction ground-check before NFR-16a egress |
+| Gateway | NGINX 1.27 + Keepalived | SSL termination, VIP, load balancing |
+| API | FastAPI, Uvicorn, SQLAlchemy, ReportLab | REST API, ORM, PDF generation |
+| ML Inference | Triton, ONNX, TensorRT, OpenVINO | Model serving with quantization |
+| Models | ConvNeXt, DenseNet, ResNet, EfficientNet, Swin-V2, UNet3Plus, DeepLabV3 | Angle, inflammation, segmentation |
+| Data | PostgreSQL + PostGIS, MinIO, Redis | Relational, object, cache |
+| Knowledge | pgvector, ladybugDB, GemmaE2B/MedGemma, EmbeddingGemma, BioClinicalBERT | RAG (pgvector HNSW), ontology (ladybugDB), Vietnamese/clinical LLM, 768-dim RAG embeddings, BERT drift/referee |
+| Observability | Prometheus, Grafana | Metrics and dashboards |
+| Code Hosting | Self-hosted GitLab CE (cloud VM, NFR-16a exception) | Source control, issue tracking, merge requests, container registry |
+| CI/CD | Jenkins on hospital K3s | Build, test, deploy pipeline; connects to cloud-hosted GitLab |
+
+---
+
+## 13. Cross-References
+
+| Document | Relevance |
+| --- | --- |
+| [SOLUTION_ARCHITECTURE_SPEC.md](../SOLUTION_ARCHITECTURE_SPEC.md) | Main architecture spec, NFR definitions, pattern citations, trade-off analysis |
+| [Backend Specification](CODEBASE/backend/spec/backend-spec.md) | FastAPI server internal design, API contracts, RAG coordinator |
+| [Knowledge Stack Specification](CODEBASE/knowledge/spec/knowledge_spec.md) | Qdrant/ladybugDB schema, embedding models, LLM endpoints |
+| [CI/CD Deployment Pipeline](Design_Material/CI_CD_docs/CI_CD_DEPLOYMENT_PIPELINE.md) | Jenkins pipeline, Docker Compose runtime, offline bundles, rollback |
+| [DATA_SPEC.md](CODEBASE/data/spec/data_spec.md) | Data contracts, schema definitions |
+| [CONTEXT_VISION_SCOPE.md](../../PROJ_LEVEL_READING/PLAN/CONTEXT_VISION_SCOPE.md) | Project vision, sprint timelines, user personas |
+
+---
+
+## 14. Design Decisions
+
+| # | Decision | Alternatives Considered | Rationale |
+| --- | --- | --- | --- |
+| 1 | Triton for model serving | TorchServe, FastAPI direct | Triton supports ONNX/TensorRT ensembles, dynamic batching, and concurrent model execution |
+| 2 | K3s over Docker Compose/Swarm/Nomad/ECS/Cloud Run | Docker Compose, Docker Swarm, Nomad, ECS Fargate, Cloud Run | NFR-16 requires on-premise, eliminating cloud-only platforms (ECS, Cloud Run). Docker Swarm is in maintenance mode with highest migration cost to production. K3s is already production-grade; scaling to N hospitals is multi-cluster federation, not platform replacement. |
+| 3 | MinIO over AWS S3 | Direct filesystem, NFS | S3-compatible API allows future cloud migration; object versioning built-in |
+| 4 | pgvector over Qdrant/Pinecone | Qdrant, Pinecone, Weaviate | Postgres already deployed; pgvector adds zero infrastructure overhead. At ~15K MOH guideline vectors, HNSW query latency (~5-20ms in shared_buffers) fits within NFR-7 budget. Qdrant advantage appears at millions of vectors or >500 QPS; not needed at PoC scale. Phase 2: introduce Qdrant if corpus exceeds ~100K vectors. |
+| 5 | ladybugDB embedded | Separate graph DB service | Embedded C++ library reduces latency; no separate process to manage |
+
+---
+
+## 15. Open Questions / Future Work (Post Sprint 2)
+
+| ID | Question | Target Sprint |
+| --- | --- | --- |
+| Q1 | How to handle concurrent clinician sessions with shared Triton GPU? | Sprint 3 |
+| Q2 | Should model weights be versioned in PostgreSQL for A/B testing? | Sprint 4 |
+| Q3 | How to integrate DICOM C-STORE for automatic PACS ingestion (currently C-MOVE only)? | Sprint 5 |
+| Q4 | Will GemmaE2B be swapped for MedGemma or Willa when hospital provides GPU cluster? | Sprint 5 |
+| Q5 | Should Prometheus scrape endpoints be authenticated for NFR-17 audit compliance? | Sprint 3 |