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| ╔════════════════════════════════════════════════════════════════════════════╗ | |
| ║ 📊 12-WEEK IMPLEMENTATION STATUS TRACKER ║ | |
| ║ Track all 34 skills usage across 4 phases ║ | |
| ╚════════════════════════════════════════════════════════════════════════════╝ | |
| PHASE 1: FOUNDATION & CRITICAL FIXES (Weeks 1-2) | |
| ════════════════════════════════════════════════════════════════════════════════ | |
| Week 1: Security + State Propagation | |
| ┌─────────┬────────────────────────────────────┬──────────┬─────────┬────────┐ | |
| │ Skill # │ Skill Name │ Status │ Hours │ Notes │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ #18 │ OWASP Security Check │ ⬜ TODO │ 2-3h │ │ | |
| │ #17 │ API Security Hardening │ ⬜ TODO │ 4-6h │ │ | |
| │ #22 │ Python Testing Patterns (Use 1) │ ⬜ TODO │ 2-3h │ │ | |
| │ #2 │ Workflow Orchestration Pattern │ ⬜ TODO │ 4-6h │ │ | |
| │ #16 │ AI Wrapper/Structured Output │ ⬜ TODO │ 3-5h │ │ | |
| │ #20 │ API Rate Limiting │ ⬜ TODO │ 2-3h │ │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ │ WEEK 1 TOTAL │ │ 17-26h │ │ | |
| └─────────┴────────────────────────────────────┴──────────┴─────────┴────────┘ | |
| Week 2: Orchestration + Security + Error Handling | |
| ┌─────────┬────────────────────────────────────┬──────────┬─────────┬────────┐ | |
| │ Skill # │ Skill Name │ Status │ Hours │ Notes │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ #3 │ Multi-Agent Orchestration │ ⬜ TODO │ 3-4h │ │ | |
| │ #19 │ LLM Security │ ⬜ TODO │ 3-4h │ │ | |
| │ #21 │ Python Error Handling │ ⬜ TODO │ 3-4h │ │ | |
| │ #27 │ Python Observability (Use 1) │ ⬜ TODO │ 4-5h │ Logging│ | |
| │ #24 │ GitHub Actions Templates │ ⬜ TODO │ 2-3h │ CI/CD │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ │ WEEK 2 TOTAL │ │ 15-20h │ │ | |
| └─────────┴────────────────────────────────────┴──────────┴─────────┴────────┘ | |
| PHASE 1 OUTCOMES | |
| - [ ] Security audit complete, all issues tracked | |
| - [ ] JWT authentication on REST API | |
| - [ ] biomarker_flags & safety_alerts propagating | |
| - [ ] Unified response schema (API + CLI) | |
| - [ ] Prompt injection protection | |
| - [ ] Rate limiting per user | |
| - [ ] Auth + security tests written (15+ tests) | |
| - [ ] Coverage: 70% → 75% | |
| ════════════════════════════════════════════════════════════════════════════════ | |
| PHASE 2: TEST EXPANSION & AGENT OPTIMIZATION (Weeks 3-5) | |
| ════════════════════════════════════════════════════════════════════════════════ | |
| Week 3: Advanced Testing | |
| ┌─────────┬────────────────────────────────────┬──────────┬─────────┬────────┐ | |
| │ Skill # │ Skill Name │ Status │ Hours │ Notes │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ #22 │ Python Testing Patterns (Use 2) │ ⬜ TODO │ 8-10h │ Main focus | |
| │ #26 │ Python Design Patterns │ ⬜ TODO │ 4-5h │ Refactor | |
| │ #4 │ Agentic Development │ ⬜ TODO │ 3-4h │ Logic │ | |
| │ #13 │ Senior Prompt Engineer (Use 1) │ ⬜ TODO │ 5-6h │ │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ │ WEEK 3 TOTAL │ │ 20-25h │ │ | |
| └─────────┴────────────────────────────────────┴──────────┴─────────┴────────┘ | |
| Week 4: Evaluation + Function Calling | |
| ┌─────────┬────────────────────────────────────┬──────────┬─────────┬────────┐ | |
| │ Skill # │ Skill Name │ Status │ Hours │ Notes │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ #14 │ LLM Evaluation │ ⬜ TODO │ 4-5h │ │ | |
| │ #5 │ Tool/Function Calling Patterns │ ⬜ TODO │ 3-4h │ │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ │ WEEK 4 TOTAL │ │ 7-9h │ │ | |
| └─────────┴────────────────────────────────────┴──────────┴─────────┴────────┘ | |
| Week 5: Integrations | |
| ┌─────────┬────────────────────────────────────┬──────────┬─────────┬────────┐ | |
| │ Skill # │ Skill Name │ Status │ Hours │ Notes │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ #27 │ Python Observability (Use 2) │ ⬜ TODO │ 4-5h │ Metrics│ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ │ WEEK 5 TOTAL │ │ 4-5h │ │ | |
| └─────────┴────────────────────────────────────┴──────────┴─────────┴────────┘ | |
| PHASE 2 OUTCOMES | |
| - [ ] 90%+ test coverage achieved | |
| - [ ] 50+ parametrized tests added | |
| - [ ] Agent code refactored (SOLID principles) | |
| - [ ] Prompts optimized for medical accuracy | |
| - [ ] Evaluation metrics show +15% accuracy improvement | |
| - [ ] Function calling prevents JSON parsing failures | |
| - [ ] Structured JSON logging in all code | |
| - [ ] Coverage: 75% → 90% | |
| ════════════════════════════════════════════════════════════════════════════════ | |
| PHASE 3: RETRIEVAL OPTIMIZATION & KNOWLEDGE GRAPHS (Weeks 6-8) | |
| ════════════════════════════════════════════════════════════════════════════════ | |
| Week 6: Hybrid Search + Chunking | |
| ┌─────────┬────────────────────────────────────┬──────────┬─────────┬────────┐ | |
| │ Skill # │ Skill Name │ Status │ Hours │ Notes │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ #8 │ Hybrid Search Implementation │ ⬜ TODO │ 4-6h │ │ | |
| │ #9 │ Chunking Strategy │ ⬜ TODO │ 4-5h │ │ | |
| │ #10 │ Embedding Pipeline Builder │ ⬜ TODO │ 3-4h │ │ | |
| │ #11 │ RAG Implementation │ ⬜ TODO │ 3-4h │ │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ │ WEEK 6 TOTAL │ │ 14-19h │ │ | |
| └─────────┴────────────────────────────────────┴──────────┴─────────┴────────┘ | |
| Week 7: Knowledge Graphs | |
| ┌─────────┬────────────────────────────────────┬──────────┬─────────┬────────┐ | |
| │ Skill # │ Skill Name │ Status │ Hours │ Notes │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ #12 │ Knowledge Graph Builder │ ⬜ TODO │ 6-8h │ │ | |
| │ #1 │ LangChain Architecture (Deep) │ ⬜ TODO │ 3-4h │ │ | |
| │ #28 │ Memory Management │ ⬜ TODO │ 3-4h │ │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ │ WEEK 7 TOTAL │ │ 12-16h │ │ | |
| └─────────┴────────────────────────────────────┴──────────┴─────────┴────────┘ | |
| Week 8: Cost Optimization | |
| ┌─────────┬────────────────────────────────────┬──────────┬─────────┬────────┐ | |
| │ Skill # │ Skill Name │ Status │ Hours │ Notes │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ #15 │ Cost-Aware LLM Pipeline │ ⬜ TODO │ 4-5h │ │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ │ WEEK 8 TOTAL │ │ 4-5h │ │ | |
| └─────────┴────────────────────────────────────┴──────────┴─────────┴────────┘ | |
| PHASE 3 OUTCOMES | |
| - [ ] Hybrid search (semantic + keyword) implemented | |
| - [ ] Medical chunking improves knowledge quality | |
| - [ ] Embeddings optimized for medical terminology | |
| - [ ] Citation enforcement in all RAG outputs | |
| - [ ] Knowledge graph built (100+ nodes, 500+ edges) | |
| - [ ] LangChain advanced patterns implemented | |
| - [ ] Context window optimization reduces token waste | |
| - [ ] Model routing saves -40% on API costs | |
| ════════════════════════════════════════════════════════════════════════════════ | |
| PHASE 4: DEPLOYMENT, MONITORING & SCALING (Weeks 9-12) | |
| ════════════════════════════════════════════════════════════════════════════════ | |
| Week 9: FastAPI + Documentation | |
| ┌─────────┬────────────────────────────────────┬──────────┬─────────┬────────┐ | |
| │ Skill # │ Skill Name │ Status │ Hours │ Notes │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ #25 │ FastAPI Templates │ ⬜ TODO │ 3-4h │ │ | |
| │ #29 │ API Docs Generator │ ⬜ TODO │ 2-3h │ │ | |
| │ #30 │ GitHub PR Review Workflow │ ⬜ TODO │ 2-3h │ │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ │ WEEK 9 TOTAL │ │ 7-10h │ │ | |
| └─────────┴────────────────────────────────────┴──────────┴─────────┴────────┘ | |
| Week 10: Monitoring + Reviews | |
| ┌─────────┬────────────────────────────────────┬──────────┬─────────┬────────┐ | |
| │ Skill # │ Skill Name │ Status │ Hours │ Notes │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ #27 │ Python Observability (Use 3) │ ⬜ TODO │ 4-5h │ Metrics│ | |
| │ #23 │ Code Review Excellence │ ⬜ TODO │ 2-3h │ │ | |
| │ #31 │ CI-CD Best Practices │ ⬜ TODO │ 3-4h │ │ | |
| │ #32 │ Frontend Accessibility (Optional) │ ⬜ TODO │ 2-3h │ if web │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ │ WEEK 10 TOTAL │ │ 11-15h │ │ | |
| └─────────┴────────────────────────────────────┴──────────┴─────────┴────────┘ | |
| Week 11: Production Patterns | |
| ┌─────────┬────────────────────────────────────┬──────────┬─────────┬────────┐ | |
| │ Skill # │ Skill Name │ Status │ Hours │ Notes │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ #6 │ LLM App Dev with LangChain │ ⬜ TODO │ 4-5h │ │ | |
| │ #33 │ Webhook Receiver Hardener (Opt) │ ⬜ TODO │ 2-3h │ if int │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ │ WEEK 11 TOTAL │ │ 6-8h │ │ | |
| └─────────┴────────────────────────────────────┴──────────┴─────────┴────────┘ | |
| Week 12: Final Integration + Deployment | |
| ┌─────────┬────────────────────────────────────┬──────────┬─────────┬────────┐ | |
| │ Skill # │ Skill Name │ Status │ Hours │ Notes │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ #7 │ RAG Agent Builder │ ⬜ TODO │ 4-5h │ Final │ | |
| │ #2 │ Workflow Orchestration (Refine) │ ⬜ TODO │ 2h │ review │ | |
| │ │ Comprehensive Testing │ ⬜ TODO │ 5h │ │ | |
| │ │ Documentation + Deployment │ ⬜ TODO │ 5h │ │ | |
| ├─────────┼────────────────────────────────────┼──────────┼─────────┼────────┤ | |
| │ │ WEEK 12 TOTAL │ │ 16-18h │ │ | |
| └─────────┴────────────────────────────────────┴──────────┴─────────┴────────┘ | |
| PHASE 4 OUTCOMES | |
| - [ ] FastAPI optimized for production | |
| - [ ] API documentation auto-generated (/docs, /redoc) | |
| - [ ] Code review standards established | |
| - [ ] Full observability (logging, metrics) | |
| - [ ] CI/CD with automated deployment | |
| - [ ] Security best practices implemented | |
| - [ ] Production-ready RAG agents | |
| - [ ] System deployed and monitored | |
| ════════════════════════════════════════════════════════════════════════════════ | |
| SUMMARY BY SKILL: TOTAL USAGE | |
| ┌─────────┬────────────────────────────────────┬──────────┬────────────────┐ | |
| │ Skill # │ Skill Name │ Uses │ Total Hours │ | |
| ├─────────┼────────────────────────────────────┼──────────┼────────────────┤ | |
| │ #1 │ LangChain Architecture │ 2x │ 6-8 hours │ | |
| │ #2 │ Workflow Orchestration │ 2x │ 8-10 hours │ | |
| │ #3 │ Multi-Agent Orchestration │ 1x │ 3-4 hours │ | |
| │ #4 │ Agentic Development │ 1x │ 3-4 hours │ | |
| │ #5 │ Tool/Function Calling │ 1x │ 3-4 hours │ | |
| │ #6 │ LLM App Dev LangChain │ 1x │ 4-5 hours │ | |
| │ #7 │ RAG Agent Builder │ 1x │ 4-5 hours │ | |
| │ #8 │ Hybrid Search │ 1x │ 4-6 hours │ | |
| │ #9 │ Chunking Strategy │ 1x │ 4-5 hours │ | |
| │ #10 │ Embedding Pipeline │ 1x │ 3-4 hours │ | |
| │ #11 │ RAG Implementation │ 1x │ 3-4 hours │ | |
| │ #12 │ Knowledge Graph Builder │ 1x │ 6-8 hours │ | |
| │ #13 │ Senior Prompt Engineer │ 1x │ 5-6 hours │ | |
| │ #14 │ LLM Evaluation │ 1x │ 4-5 hours │ | |
| │ #15 │ Cost-Aware LLM Pipeline │ 1x │ 4-5 hours │ | |
| │ #16 │ AI Wrapper/Structured Output │ 1x │ 3-5 hours │ | |
| │ #17 │ API Security Hardening │ 1x │ 4-6 hours │ | |
| │ #18 │ OWASP Security Check │ 1x │ 2-3 hours │ | |
| │ #19 │ LLM Security │ 1x │ 3-4 hours │ | |
| │ #20 │ API Rate Limiting │ 1x │ 2-3 hours │ | |
| │ #21 │ Python Error Handling │ 1x │ 3-4 hours │ | |
| │ #22 │ Python Testing Patterns │ 2x │ 10-13 hours │ | |
| │ #23 │ Code Review Excellence │ 1x │ 2-3 hours │ | |
| │ #24 │ GitHub Actions Templates │ 1x │ 2-3 hours │ | |
| │ #25 │ FastAPI Templates │ 1x │ 3-4 hours │ | |
| │ #26 │ Python Design Patterns │ 1x │ 4-5 hours │ | |
| │ #27 │ Python Observability │ 3x │ 12-15 hours │ | |
| │ #28 │ Memory Management │ 1x │ 3-4 hours │ | |
| │ #29 │ API Docs Generator │ 1x │ 2-3 hours │ | |
| │ #30 │ GitHub PR Review Workflow │ 1x │ 2-3 hours │ | |
| │ #31 │ CI-CD Best Practices │ 1x │ 3-4 hours │ | |
| │ #32 │ Frontend Accessibility │ 1x (opt) │ 2-3 hours │ | |
| │ #33 │ Webhook Receiver Hardener │ 1x (opt) │ 2-3 hours │ | |
| ├─────────┼────────────────────────────────────┼──────────┼────────────────┤ | |
| │ │ TOTAL (REQUIRED) │ │ 130-160 hours │ | |
| │ │ TOTAL (WITH OPTIONAL) │ │ 135-165 hours │ | |
| └─────────┴────────────────────────────────────┴──────────┴────────────────┘ | |
| ════════════════════════════════════════════════════════════════════════════════ | |
| KEY METRICS TRACKING | |
| ════════════════════════════════════════════════════════════════════════════════ | |
| Code Quality: | |
| Baseline: Test coverage 70%, Response latency 25s, Accuracy 65% | |
| Target: Test coverage 90%+, Response latency 15-20s, Accuracy 80%+ | |
| Week 1: Coverage: [ ]% Latency: [ ]s Accuracy: [ ]% | |
| Week 2: Coverage: [ ]% Latency: [ ]s Accuracy: [ ]% | |
| Week 3: Coverage: [ ]% Latency: [ ]s Accuracy: [ ]% | |
| Week 4: Coverage: [ ]% Latency: [ ]s Accuracy: [ ]% | |
| Week 5: Coverage: [ ]% Latency: [ ]s Accuracy: [ ]% | |
| Week 6: Coverage: [ ]% Latency: [ ]s Accuracy: [ ]% | |
| Week 7: Coverage: [ ]% Latency: [ ]s Accuracy: [ ]% | |
| Week 8: Coverage: [ ]% Latency: [ ]s Accuracy: [ ]% | |
| Week 9: Coverage: [ ]% Latency: [ ]s Accuracy: [ ]% | |
| Week 10: Coverage: [ ]% Latency: [ ]s Accuracy: [ ]% | |
| Week 11: Coverage: [ ]% Latency: [ ]s Accuracy: [ ]% | |
| Week 12: Coverage: [ ]% Latency: [ ]s Accuracy: [ ]% | |
| Final Goal: Coverage: 90%+ Latency: <20s Accuracy: >80% | |
| API Costs (Monthly): | |
| Baseline: $XXX | |
| Week 4: $XXX (-XX%) | |
| Week 8: $XXX (-40%) | |
| Goal: $XXX (-40% reduction) | |
| Tests Written: | |
| Phase 1: auth (10), schema (5), state (8) = 23 tests | |
| Phase 2: parametrized (50+), fixtures = 80+ tests | |
| Phase 3: retrieval (15), graph (10) = 105+ tests | |
| Phase 4: deployment (20) = 125+ tests | |
| ════════════════════════════════════════════════════════════════════════════════ | |
| COMPLETION CHECKLIST | |
| ════════════════════════════════════════════════════════════════════════════════ | |
| PHASE 1 ✓ | |
| [ ] All 6 Week 1 tasks complete | |
| [ ] All 5 Week 2 tasks complete | |
| [ ] PR created and merged | |
| [ ] 23+ new tests written | |
| [ ] Coverage: 70% → 75% | |
| PHASE 2 ✓ | |
| [ ] All 4 Week 3 tasks complete | |
| [ ] All 2 Week 4 tasks complete | |
| [ ] Week 5 integration complete | |
| [ ] 80+ parametrized tests written | |
| [ ] Coverage: 75% → 90% | |
| PHASE 3 ✓ | |
| [ ] All 4 Week 6 tasks complete | |
| [ ] All 3 Week 7 tasks complete | |
| [ ] All 1 Week 8 task complete | |
| [ ] Hybrid search working | |
| [ ] Knowledge graph created | |
| [ ] -40% cost reduction achieved | |
| PHASE 4 ✓ | |
| [ ] All 3 Week 9 tasks complete | |
| [ ] All 4 Week 10 tasks complete | |
| [ ] All 2 Week 11 tasks complete | |
| [ ] All 4 Week 12 tasks complete | |
| [ ] API documented at /docs | |
| [ ] CI/CD pipeline working | |
| [ ] System deployed to production | |
| [ ] Monitoring active | |
| FINAL VALIDATION ✓ | |
| [ ] 125+ tests passing | |
| [ ] Coverage >90% | |
| [ ] Latency <20s | |
| [ ] Accuracy >80% | |
| [ ] All 34 skills used | |
| [ ] Documentation complete | |
| [ ] Team trained | |
| [ ] Handoff document created | |
| ════════════════════════════════════════════════════════════════════════════════ | |
| PROGRESS VISUALIZATION | |
| Week 1 (Phase 1A) ████░░░░░░░░░░░░░░░░░░░░ 10% | |
| Week 2 (Phase 1B) ████░░░░░░░░░░░░░░░░░░░░ 17% | |
| Week 3 (Phase 2A) ████░░░░░░░░░░░░░░░░░░░░ 25% | |
| Week 4 (Phase 2B) ████░░░░░░░░░░░░░░░░░░░░ 34% | |
| Week 5 (Phase 2C) ████░░░░░░░░░░░░░░░░░░░░ 42% | |
| Week 6 (Phase 3A) ████░░░░░░░░░░░░░░░░░░░░ 50% | |
| Week 7 (Phase 3B) ████░░░░░░░░░░░░░░░░░░░░ 58% | |
| Week 8 (Phase 3C) ████░░░░░░░░░░░░░░░░░░░░ 67% | |
| Week 9 (Phase 4A) ████░░░░░░░░░░░░░░░░░░░░ 75% | |
| Week 10(Phase 4B) ████░░░░░░░░░░░░░░░░░░░░ 83% | |
| Week 11(Phase 4C) ████░░░░░░░░░░░░░░░░░░░░ 92% | |
| Week 12(Phase 4D) ██████████████████████████ 100% | |
| ════════════════════════════════════════════════════════════════════════════════ | |