Advanced Patterns for Iterative Work
Advanced multi-session patterns beyond basic WorkLog usage.
Feature Status Tracking
For complex features spanning 5+ sessions:
### Feature: User Authentication
**Progress:** 60% | Started: 2025-11-05 | Target: 2025-11-15
**Done:** ✅ User model, JWT service, Login endpoint, Middleware
**Active:** 🔄 Password reset (50%) - Blocker: email provider decision pending
**Backlog:** ⏳ Account lockout, 2FA integration, UI polishHypothesis-Driven Debugging
Track hypotheses to avoid repeating failed approaches:
### Bug: Memory leak (200MB→2GB over 2h)
**Hypotheses:**
H1: Large objects retained | Refuted | Heap snapshot clean (v2)
H2: Event listeners leak | ✅ Confirmed | 10k+ listeners, fixed with removeAllListeners() (v3)
H3: Circular references | Invalidated | H2 was root cause
**Tried:** Heap snapshots, profiling, minimal reproduction test case
**Dead ends:** GC tuning (no effect), object pool optimization (wrong direction)
**Solution:** src/events/emitter.ts:89-110 - Added cleanup on component unmountArchitecture Evolution
Track decision evolution across versions:
### Caching Strategy Evolution
**v1-v3:** In-memory LRU, 1000 items
- Issue: 45% hit rate, too small for production load
- Decision: Need distributed cache
**v4-v6:** Redis 2h TTL for all data
- Issue: 85% hit rate BUT stale data causing user complaints
- Decision: Differentiate by data type
**v7+:** Redis tiered TTL (5m/1h/24h by data type)
- Result: 90% hit rate, fresh data ✅
- Lesson: Access patterns > cache size; different data needs different TTLImplementation Patterns
Incremental:
- v1: Core happy path
- v2: Error handling
- v3: Tests and validation
- v4: Performance optimization
Spike-and-Implement:
- v1: Quick spike (1-2h, throwaway code) - validates approach
- v2: Production implementation - follows best practices
- v3: Polish and edge cases
Research-and-Apply:
- v1: Research phase (docs/articles, create decision document)
- v2: Implement following best practices discovered
- v3: Refine based on real usage
Cross-Session Analysis
Pattern Recognition:
- Auth bugs cluster on Fridays (v5, v7, v9, v12)
- Root cause: Thursday deployments → insufficient pre-deploy testing
- Solution: Added comprehensive auth test suite (v13)
- Result: 90% reduction in Friday incidents
Detecting Contradictions:
- Cache hit rate 85% (v3) vs 60% (v7) - what changed?
- Investigation: User base 3x larger → access patterns shifted
- Solution: Dynamic TTL based on access frequency (v8)
Trend Tracking:
- API latency: 200ms (v1) → 180ms (v3, caching) → 250ms (v5, features) → 150ms (v7, optimized)
- Insight: Proactive optimization > reactive firefighting
Handoff Pattern Examples
Research → Implementation Handoff
v1 (Chat - Research):
**Status:** needs_review
**Progress:** Research complete ✅ | Implementation pending ⏳
**Decisions:**
- PostgreSQL over MongoDB: ACID guarantees needed for financial transactions
- Row-level security: Multi-tenancy isolation at database level
**Next:**
- [HIGH] Create database schema with RLS policies
- [HIGH] Implement authentication layer
- [MED] Setup migration scriptsv2 (Code - Implementation):
**Status:** in_progress
**Progress:** 40% | Schema ✅ | Auth layer 70% 🔄 | Migrations pending ⏳
**Files:**
- `prisma/schema.prisma` (Database schema with RLS)
- L45-89: User and Tenant models with relationships
- `src/auth/rls.ts` (Row-level security policies, partial)
- L23-56: Tenant isolation logic (needs testing)
**Next:**
- [HIGH] Complete RLS policies and test isolation
- [HIGH] Add migration generation scriptsParallel Workstreams
When multiple features in progress, use separate Work Logs:
Auth-Refactor-WorkLog-v5.md (Auth team, 70% complete)
Payment-Integration-WorkLog-v3.md (Payments team, 50% complete)
UI-Redesign-WorkLog-v2.md (Frontend team, 30% complete)Cross-references in Work Logs:
**Dependencies:**
- Payment integration depends on Auth-Refactor-WorkLog-v5
- Need: OAuth flow must be complete before Stripe checkout
- Status: Auth v5 shows OAuth ready ✅Long-Running Project Template (10+ sessions)
# E-commerce Backend Work Log
**Status:** in_progress
**Progress:** Phase 2/3 - 60% overall | Started: Oct 1 | Target: Dec 1
## Components Status
**Phase 1: Foundation** (v1-v8) ✅ Completed Oct 15
- Auth system (src/auth/*) ✅
- Database schema (prisma/*) ✅
- API framework (src/api/*) ✅
**Phase 2: Features** (v9-v16) 🔄 Current - 60% complete
- Product catalog (75% complete)
- Search implemented ✅
- Inventory tracking 🔄 (v14 in progress)
- Shopping cart (50% complete)
- Cart operations ✅
- Persistence pending ⏳
- Payment processing (planned for v17-20)
**Phase 3: Scale** (v21+) ⏳ Planned
- Caching layer (Redis)
- Read replicas
- Rate limiting
## Performance Targets
- API Response: <200ms (current: 150ms ✅)
- Page Load: <2s (current: 1.8s ✅)
- Search: <100ms (current: 85ms ✅)
## Key Decisions Log
- v1: PostgreSQL for ACID guarantees
- v2: JWT for stateless auth (vs sessions)
- v5: Redis for session storage (performance)
- v11: Stripe for payments (vs in-house)
- v13: Elasticsearch for search (>10k products)
## Current Blockers
- v14: Inventory sync needs warehouse API credentials (ETA: Nov 20)
## Lessons Learned
- Integration tests first → caught issues early
- API contracts upfront → prevented breaking changes
- Performance budget from day one → stayed within targetsTips for long projects:
- Summarize progress every 5 versions
- Log all major decisions with version number
- Track blockers with ETAs
- Update architecture diagram as it evolves
- Celebrate milestone completions
Blocked → Unblocked Pattern
## v5 | 2025-11-10 14:00 | Payment Integration [BLOCKED]
**Blockers:** Missing production Stripe API keys
- Owner: @ops-team
- Requested: 2025-11-10 10:00
- ETA: 24 hours
- Workaround: Continuing with test keys in staging
**Next:**
- [HIGH] [BLOCKED] Configure production Stripe webhook
- [MED] Complete payment flow tests (can proceed with staging)
- [LOW] Add payment analyticsThen later:
## v6 | 2025-11-11 09:00 | Payment Integration Unblocked
**Prev:** v5 blocked on Stripe keys
**Now:** Keys received, configuring production
**Progress:** 80% → 90% | Unblocked ✅
**Blocker Resolution:**
- Stripe production keys received from @ops-team
- Configured in environment variables
- Webhook endpoint verified
**Next:**
- [HIGH] Deploy to production and test end-to-end
- [MED] Monitor first real transactions
- [LOW] Add payment analytics dashboardReview Cycle Pattern
## v8 | 2025-11-12 16:00 | Feature Complete [NEEDS_REVIEW]
**Status:** needs_review
**Progress:** 100% implementation | Testing complete ✅ | Review pending ⏳
**Review Checklist:**
- [ ] Code quality and style
- [ ] Test coverage (current: 85%)
- [ ] Performance benchmarks
- [ ] Security review
- [ ] Documentation complete
**Reviewer Notes:**
@tech-lead: Please focus on:
- Error handling in src/payments/stripe.ts:145-180
- Race condition prevention in webhook handler
- Token optimization strategy
**Next:**
- [HIGH] Address review feedback
- [MED] Update documentation based on reviewThen after review:
## v9 | 2025-11-13 10:00 | Review Applied
**Prev:** v8 needs_review → feedback received
**Status:** in_progress (applying feedback)
**Review Feedback Applied:**
- ✅ Enhanced error handling in stripe.ts:145-180
- ✅ Added mutex lock for webhook race condition
- ✅ Optimized token refresh strategy
- 🔄 Documentation updates in progress
**Next:**
- [HIGH] Complete documentation updates
- [HIGH] Re-test after changes
- [MED] Request final approvalToken Budget Management
When approaching token limits:
**Progress:** Phase 2 - 60% | ⚠️ Token budget: 40% remaining
**Completed This Session:**
- ✅ Payment webhook handler (HIGH priority)
- ✅ Error recovery logic (HIGH priority)
**Deferred to Next Session:**
- ⏳ Payment analytics (LOW priority)
- ⏳ Admin dashboard (LOW priority)
- ⏳ Email notifications (MED priority)
**Next Session Priority:**
- [HIGH] Complete MED priority: Email notifications
- [HIGH] Deploy to staging for testing
- [MED] Then tackle LOW priority items if budget allowsWhy this matters: User may run out of tokens mid-session. Progress tracking + priority system ensures HIGH items completed first.