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docs(specs): add AI agent observability & Go collector specs; add reorg & DB docs; update statuses
- Add comprehensive AI Coding Agent Observability spec suite (design, executive summary, quick-reference, performance analysis/summary, implementation checklist, roadmap, etc.) - Add Go collector artifacts: roadmap, progress summary, collector design/next-steps, integration test results, week1/week2 notes, MVP launch implementation - Add codebase reorganization materials (quick-wins, phase plans, implementation summaries, terminology rebrand, reorganization plan, UI/UX changes) - Add database architecture & TimescaleDB implementation files (README, implementation summary, Prisma/migration updates, query optimizations, security summary) - Create ORGANIZATION.md to document specs conventions and status - Normalize frontmatter and metadata (timestamps, tags, status, completed dates) across multiple README.md files All changes are documentation/spec updates to capture design, implementation progress, and next steps for the AI agent observability initiative.
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specs/20250721/001-ai-evaluation-system/README.md

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---
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status: complete
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created: 2025-07-21
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tags: [evaluation, ai-quality, metrics]
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created: 2025-07-21T00:00:00.000Z
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tags:
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- evaluation
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- ai-quality
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- metrics
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priority: medium
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completed: '2025-11-02'
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# AI Evaluation System
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> **Status**: ✅ Complete · **Priority**: Medium · **Created**: 2025-07-21 · **Tags**: evaluation, ai-quality, metrics
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**Created**: July 21, 2025
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**Design Status**: Complete
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**Related Devlog**: #198

specs/20251021/001-ai-agent-observability/GO_COLLECTOR_PROGRESS.md renamed to specs/20251021/001-ai-agent-observability/collector-progress.md

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## ✅ What's Completed
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### Phase 0: Project Setup (100% Complete)
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- ✅ Go module structure with proper organization
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- ✅ Dependencies: fsnotify, sqlite, logrus, cobra
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- ✅ Makefile with build, test, clean targets
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### Phase 1: Core Infrastructure (100% Complete)
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**Configuration System**
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- ✅ Config loading from `~/.devlog/collector.json`
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- ✅ Environment variable expansion (`${VAR}` syntax)
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- ✅ Validation and defaults
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- ✅ Test coverage: 81.2%
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**Log Discovery**
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- ✅ OS-specific path detection (darwin/linux/windows)
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- ✅ Support for: Copilot, Claude Code, Cursor, Cline, Aider
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- ✅ Glob pattern matching for version wildcards
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- ✅ Path expansion (home dir, env vars)
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- ✅ Test coverage: 85%+ (from previous milestone)
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**File Watching**
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- ✅ Real-time monitoring using fsnotify
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- ✅ File change detection (Write/Create events)
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- ✅ Directory watching with recursive support
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- ✅ Test coverage: 74.7%
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**Local Buffer (SQLite)**
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- ✅ SQLite-based offline storage
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- ✅ Events table with proper indexing
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- ✅ Store/Retrieve/Delete operations
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### Phase 2: Adapter System (50% Complete)
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**Base Infrastructure**
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- ✅ AgentAdapter interface definition
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- ✅ Registry with adapter registration
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- ✅ Auto-detection via `SupportsFormat()`
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- ✅ Test coverage: 68.5%
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**GitHub Copilot Adapter**
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- ✅ JSON log format parsing
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- ✅ Event type mapping (llm_request/llm_response)
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- ✅ Metadata extraction (model, tokens, duration)
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- ✅ Comprehensive tests
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**Pending Adapters**
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- ⏳ Claude Code adapter (Day 10)
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- ⏳ Cursor adapter (bonus)
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- ⏳ Generic fallback adapter (Day 11-12)
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### Phase 3: Backend Communication (100% Complete)
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**HTTP Client**
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- ✅ RESTful API communication
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- ✅ TLS/HTTPS support
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- ✅ Bearer token authentication
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- ✅ Test coverage: 75.7%
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**Batch Manager**
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- ✅ Batching integrated into client
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- ✅ Configurable batch size and interval
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- ✅ Auto-flush on size threshold
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- ✅ Periodic flush timer
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- ✅ Graceful batch handling
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**Retry Logic**
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- ✅ Exponential backoff (1s, 2s, 4s, 8s...)
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- ✅ Configurable max retries
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- ✅ Network failure handling
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- ✅ Retry logging and monitoring
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- ✅ Context cancellation support
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**End-to-End Integration**
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- ✅ Complete CLI with start/version/status commands
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- ✅ Graceful shutdown (SIGINT/SIGTERM)
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- ✅ Health check with backend
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## 📊 Test Coverage Summary
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| Package | Coverage | Status |
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| `internal/config` | 81.2% | ✅ Excellent |
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| `internal/watcher` | 74.7% | ✅ Good |
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| `internal/buffer` | 74.8% | ✅ Good |
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| `internal/client` | 75.7% | ✅ Good |
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| `internal/adapters` | 68.5% | ✅ Acceptable |
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| `pkg/types` | N/A | ✅ Type definitions |
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| **Average** | **~75%** | ✅ Good |
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| Package | Coverage | Status |
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| ------------------- | -------- | ------------------- |
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| `internal/config` | 81.2% | ✅ Excellent |
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| `internal/watcher` | 74.7% | ✅ Good |
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| `internal/buffer` | 74.8% | ✅ Good |
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| `internal/client` | 75.7% | ✅ Good |
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| `internal/adapters` | 68.5% | ✅ Acceptable |
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| `pkg/types` | N/A | ✅ Type definitions |
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| **Average** | **~75%** | ✅ Good |
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## 🔧 Binary Characteristics
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| Metric | Current | Target | Status |
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|--------|---------|--------|--------|
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| Binary Size | ~15MB | < 20MB | ✅ On target |
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| Build Time | ~0.5s | < 2s | ✅ Fast |
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| Startup Time | ~50ms | < 1s | ✅ Excellent |
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| Platforms | darwin/linux/windows | 3 | ✅ Complete |
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| Metric | Current | Target | Status |
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| ------------ | -------------------- | ------ | ------------ |
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| Binary Size | ~15MB | < 20MB | ✅ On target |
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| Build Time | ~0.5s | < 2s | ✅ Fast |
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| Startup Time | ~50ms | < 1s | ✅ Excellent |
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| Platforms | darwin/linux/windows | 3 | ✅ Complete |
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**Critical Missing Feature**: The collector only captures events from when it starts. Historical logs are ignored.
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**Backfill Requirements** (Days 17-20):
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- [ ] BackfillManager component
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- [ ] Read log files from arbitrary date range
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- [ ] Timestamp tracking to prevent duplicates
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- [ ] Resume capability after interruption
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**Use Cases**:
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- Initial setup with existing context
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- Gap recovery after collector downtime
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- Historical analysis of agent activities
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### Phase 2: Additional Adapters (50% Complete)
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**Claude Code Adapter** (Day 10):
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- [ ] Research Claude Code log format
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- [ ] Implement adapter methods
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- [ ] Map Claude events to standard types
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- [ ] Handle tool_use events
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- [ ] Write tests with samples
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**Cursor Adapter** (Bonus):
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- [ ] Research Cursor log format
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- [ ] Implement adapter
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- [ ] Write tests
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**Generic Adapter** (Days 11-12):
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- [ ] Best-effort parsing for unknown formats
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- [ ] Fallback detection
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- [ ] Adapter development guide
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### Phase 5: Distribution (0% Complete)
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**NPM Package** (Days 21-22):
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- [ ] Create `@codervisor/devlog-collector` npm package
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- [ ] Post-install script for binary selection
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- [ ] Platform detection and binary placement
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- [ ] Test npm install on all platforms
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**Auto-start** (Day 23):
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- [ ] macOS launchd plist template
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- [ ] Linux systemd service template
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- [ ] Windows service (optional)
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- [ ] Install/uninstall scripts
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**Documentation** (Day 24):
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- [ ] Comprehensive README
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- [ ] Installation guide
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- [ ] Configuration reference
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## 🎯 Next Steps (Priority Order)
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### Immediate (Next 1-2 days)
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1. **Implement Claude Code adapter** - Add second major agent support
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2. **Manual integration testing** - Test offline→online transition with real backend
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3. **Performance profiling** - Verify resource usage meets targets
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### Short-term (Next 1 week)
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4. **Historical backfill feature** - Critical for real-world usage
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5. **Cursor adapter** - Add third agent support
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6. **Generic adapter** - Fallback for unsupported agents
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### Medium-term (Next 2 weeks)
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7. **NPM package** - Easy installation for developers
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8. **Auto-start scripts** - Background daemon setup
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9. **Documentation** - User guides and troubleshooting
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## 💡 Recommendations
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### For Real-World Deployment
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1. **Implement backfill first** - Critical for user onboarding
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2. **Add Claude adapter** - Second most popular AI coding assistant
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3. **Test with actual backend** - Verify API contract matches
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4. **Create demo video** - Show collector in action
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5. **Write migration guide** - For users moving from TypeScript collector
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### For Code Quality
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1. **Increase test coverage to 80%+** - Currently at ~75%
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2. **Add integration tests** - Test full pipeline with mock backend
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3. **Document internal APIs** - Help future contributors

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