MCP Titan

# Complete MCP-Titan Implementation Package **Version:** 3.0.0 **Date:** January 2025 **Status:** Ready for External Implementation --- ## 📦 Package Contents This package provides **everything needed** to implement the complete Titans architecture outside of Cursor, with no context loss. ### Core Documents 1. **DETAILED_IMPLEMENTATION_GUIDE.md** (2,768 lines) - 11 implementation sections with complete code - 2 comprehensive appendices - 30+ research paper references - 5 mathematical equations explained - Full testing strategies 2. **research_paper_source.md** (490 lines) - Complete Titans research paper - All equations and theory - Comparison with prior work 3. **mcp-titan-system-audit.plan.md** (378 lines) - Complete audit findings - 10 actionable to-dos - Gap analysis 4. **IMPLEMENTATION_PROGRESS.md** (334 lines) - Current status summary - Completed work details - Timeline and metrics 5. **GUIDE_UPDATE_SUMMARY.md** (NEW) - What was added to guide - How to use the mapping section - Navigation instructions --- ## 🎯 What Makes This Complete ### ✅ 100% Audit Plan Coverage **All 10 Audit To-Dos Mapped:** 1. ✅ Documentation reconciliation (COMPLETED) 2. ✅ Research gap analysis (COMPLETED) 3. ✅ Tool validation (COMPLETED) 4. ✅ Integration tests (COMPLETED) 5. ⏳ Momentum integration → Section 1 6. ⏳ Hierarchical memory → Section 5 7. ⏳ Health/logging/security → Sections 6, 7, 11 8. ⏳ Performance optimization → Section 8 9. ⏳ Workflow cleanup → Section 9 10. ⏳ Response caching → Section 10 ### ✅ 100% Research Paper Alignment **All 6 Core Titans Differentiators Covered:** 1. Momentum-based updates → Section 1 (Lines 426-489) 2. Token flow tracking → Section 2 (Lines 364-366) 3. Forgetting gate → Section 3 (Lines 472-476) 4. Deep neural memory → Section 4 (Lines 450-452) 5. Non-linear recurrence → Throughout 6. Hierarchical memory → Section 5 (Lines 381-386) ### ✅ Bi-Directional Navigation ``` Research Paper Line 447 (momentum) ↓ Audit Plan Line 373 (to-do) ↓ Guide Section 1 (implementation) ↓ src/model.ts Line 1500 (code location) ``` --- ## 🗺️ Quick Navigation Guide ### I Have an Audit To-Do, Where Do I Start? ``` Audit Line 373: Implement momentum → DETAILED_IMPLEMENTATION_GUIDE.md Section 1 (Lines 47-605) → Research Paper Lines 426-489 → Code Location: src/model.ts Line 1500+ Audit Line 374: Hierarchical memory → DETAILED_IMPLEMENTATION_GUIDE.md Section 5 (Lines 1083-1484) → Research Paper Lines 381-386 → Code Location: src/model.ts Lines 251-276 Audit Line 375: Health/logging/security → DETAILED_IMPLEMENTATION_GUIDE.md Sections 6, 7, 11 → Multiple locations Audit Line 376: Performance optimization → DETAILED_IMPLEMENTATION_GUIDE.md Section 8 (Lines 2161-2375) → Research Paper Lines 352-366 Audit Line 377: Workflow cleanup → DETAILED_IMPLEMENTATION_GUIDE.md Section 9 (Lines 2009-2078) → Code Location: src/workflows/ Audit Line 378: Response caching → DETAILED_IMPLEMENTATION_GUIDE.md Section 10 (Lines 2080-2191) ``` ### I'm Reading the Research Paper, What Should I Implement? ``` Lines 426-489 (Momentum, Equations 32-33) → Guide Section 1: Momentum Integration → Priority 1, Core Architecture Lines 364-366 (Token Flow) → Guide Section 2: Token Flow Integration → Priority 1, Core Architecture Lines 472-476 (Forgetting Gate) → Guide Section 3: Forgetting Gate Implementation → Priority 1, Core Architecture Lines 450-452 (Deep Memory) → Guide Section 4: Deep Neural Memory Module → Priority 2, Advanced Features Lines 381-386 (Hierarchical Memory) → Guide Section 5: Hierarchical Memory Activation → Priority 2, Advanced Features ``` ### I Want to Start Implementing, What Order? **Recommended Implementation Order:** **Phase 1 (Week 1-2): Core Titans + Production Basics** ``` Day 1-3: Section 1 - Momentum Integration Day 4-5: Section 2 - Token Flow Tracking Day 6-7: Section 3 - Forgetting Gate Day 8-9: Section 6 - Health Checks Day 10-12: Section 7 - Structured Logging ``` **Phase 2 (Week 3-4): Advanced Features** ``` Day 13-15: Section 4 - Deep Neural Memory Day 16-18: Section 5 - Hierarchical Memory Day 19-21: Section 8 - Performance Optimization Day 22-24: Section 9 - Workflow Cleanup ``` **Phase 3 (Month 2): Production Polish** ``` Day 25-27: Section 10 - Response Caching Day 28-30: Section 11 - Advanced Security ``` --- ## 📊 Implementation Status Dashboard ### Overall Progress - **Total To-Dos:** 13 (10 audit + 3 research) - **Completed:** 4 (31%) - **Remaining:** 9 (69%) - **Estimated Time:** 6-8 weeks (1 developer) ### By Priority **Priority 1 (Critical - Month 1)** - [ ] Momentum Integration (3-4 days) - [ ] Token Flow Tracking (2-3 days) - [ ] Forgetting Gate (2-3 days) - [ ] Health Checks (1-2 days) - [ ] Structured Logging (2-3 days) - **Total:** 10-15 days **Priority 2 (Important - Month 2)** - [ ] Deep Neural Memory (3-4 days) - [ ] Hierarchical Memory (3-4 days) - [ ] Performance Optimization (2-3 days) - [ ] Workflow Cleanup (1-2 days) - **Total:** 9-13 days **Priority 3 (Nice-to-Have - Month 2-3)** - [ ] Response Caching (2-3 days) - [ ] Advanced Security (3-4 days) - **Total:** 5-7 days ### By Complexity **High Complexity (Research Paper Implementation)** - Momentum Integration (Equations 32-33) - Token Flow Tracking (New concept) - Deep Neural Memory (Architecture change) - **Estimated:** 8-11 days total **Medium Complexity (System Features)** - Forgetting Gate (Activation + tuning) - Hierarchical Memory (Logic implementation) - Performance Optimization (Refactoring) - Advanced Security (Multiple features) - **Estimated:** 11-15 days total **Low Complexity (Infrastructure)** - Health Checks (Straightforward) - Structured Logging (Standard patterns) - Workflow Cleanup (Documentation) - Response Caching (Standard patterns) - **Estimated:** 6-9 days total --- ## 🚀 Getting Started ### Step 1: Read the Complete Package ```bash # Start with the overview cat COMPLETE_IMPLEMENTATION_PACKAGE.md # Read the audit plan to understand requirements cat mcp-titan-system-audit.plan.md # Review completed work cat IMPLEMENTATION_PROGRESS.md # Study the implementation guide structure head -100 DETAILED_IMPLEMENTATION_GUIDE.md ``` ### Step 2: Choose Your Starting Point **Option A: By Priority (Recommended)** Start with Priority 1 items in order: 1. Section 1 (Momentum) 2. Section 2 (Token Flow) 3. Section 3 (Forgetting Gate) **Option B: By Complexity** Start with easier items to build confidence: 1. Section 6 (Health Checks) 2. Section 7 (Logging) 3. Section 9 (Workflow Cleanup) **Option C: By Interest** Pick the most interesting architectural feature: 1. Section 4 (Deep Neural Memory) 2. Section 5 (Hierarchical Memory) 3. Section 8 (Performance) ### Step 3: Implement One Section For each section: ```bash # 1. Read the section in full # DETAILED_IMPLEMENTATION_GUIDE.md Section N # 2. Review research paper references # research_paper_source.md lines X-Y # 3. Locate current code # src/model.ts or src/index.ts # 4. Implement step-by-step # Follow Steps N.1, N.2, N.3... # 5. Run tests npm test -- <feature>.test.ts # 6. Update progress # Mark to-do as complete ``` ### Step 4: Track Progress ```bash # Update audit plan sed -i 's/- \[ \] Item/- \[x\] Item/' mcp-titan-system-audit.plan.md # Update progress doc echo "## Feature X - COMPLETED" >> IMPLEMENTATION_PROGRESS.md echo "Date: $(date)" >> IMPLEMENTATION_PROGRESS.md # Update coverage matrix # Edit DETAILED_IMPLEMENTATION_GUIDE.md lines 2461-2474 ``` --- ## 📚 Document Map ### For Understanding the System 1. **README.md** - Project overview, installation, basic usage 2. **docs/architecture-overview.md** - System architecture 3. **ROADMAP_ANALYSIS.md** - Long-term vision 4. **research_paper_source.md** - Theoretical foundation ### For Implementation 1. **DETAILED_IMPLEMENTATION_GUIDE.md** - Primary implementation doc (2,768 lines) 2. **mcp-titan-system-audit.plan.md** - Requirements and to-dos 3. **IMPLEMENTATION_PROGRESS.md** - Current status 4. **GUIDE_UPDATE_SUMMARY.md** - How to use the guide ### For Development 1. **src/model.ts** - Core TitanMemoryModel (3,240 lines) 2. **src/index.ts** - TitanMemoryServer and MCP tools (882 lines) 3. **src/types.ts** - Interfaces and schemas 4. **src/__tests__/** - Test suite ### For Reference 1. **AUDIT_FINDINGS.md** - Detailed audit results 2. **RESEARCH_PAPER_IMPLEMENTATION.md** - Research alignment tracking 3. **PRODUCTION_READINESS_ANALYSIS.md** - Production gaps 4. **docs/api/README.md** - Tool documentation --- ## 🎓 Key Concepts to Understand Before implementing, understand these core Titans concepts: ### 1. Momentum-Based Updates (Section 1) - **What:** Memory updates combine past momentum (S_t) with current gradient - **Why:** Captures token flow, not just momentary surprise - **Equation:** `M_t = diag(1-α_t)M_t + S_t` - **Research Paper:** Lines 426-489 ### 2. Token Flow Tracking (Section 2) - **What:** Sequential token dependencies influence memory updates - **Why:** Beyond single-step surprise to sequence patterns - **Key Idea:** Flow weights based on recency + similarity - **Research Paper:** Lines 364-366 ### 3. Forgetting Gate (Section 3) - **What:** Learnable α_t parameter controls memory decay - **Why:** Prevents memory overflow in long sequences - **Key Idea:** Adaptive forgetting based on surprise - **Research Paper:** Lines 472-476 ### 4. Deep Neural Memory (Section 4) - **What:** Neural network stores memory, not flat tensors - **Why:** Higher expressive power for complex information - **Key Idea:** Hierarchical compression via multi-layer network - **Research Paper:** Lines 450-452 ### 5. Hierarchical Memory (Section 5) - **What:** Working → Short-term → Long-term promotion - **Why:** Mimics human memory systems - **Key Idea:** Access-based and time-based promotion rules - **Research Paper:** Lines 381-386 ### 6. Non-Linear Recurrence (Throughout) - **What:** Inter-chunk non-linear, intra-chunk linear - **Why:** Higher expressive power than pure linear models - **Key Idea:** Combines transformer (non-linear) with recurrence (linear) - **Research Paper:** Lines 453-456 --- ## 💡 Tips for Success ### Do's ✅ **Read the research paper sections** before implementing ✅ **Follow the step-by-step guides** exactly as written ✅ **Run tests after each section** to verify correctness ✅ **Update progress docs** to maintain context ✅ **Use the navigation quick reference** when lost ✅ **Start with Priority 1 items** for maximum impact ✅ **Implement one complete section** before moving on ### Don'ts ❌ **Don't skip the research paper context** - you'll miss why ❌ **Don't implement multiple sections in parallel** - maintain focus ❌ **Don't modify code outside the guide** - stay on track ❌ **Don't skip tests** - they catch integration issues ❌ **Don't forget to update docs** - maintain the knowledge base ❌ **Don't start with P3 items** - build foundation first ❌ **Don't work from memory** - always reference the guide ### When Stuck 1. **Check the mapping section** - Lines 2399-2538 in guide 2. **Review research paper** - Original concept explanation 3. **Read test examples** - See expected behavior 4. **Check current code** - Understand existing implementation 5. **Look at related sections** - May have dependencies --- ## 🔍 Quality Checklist After implementing each section: ### Code Quality - [ ] All steps from guide implemented - [ ] No compilation errors - [ ] No linter warnings - [ ] Type safety maintained - [ ] Memory management proper (tf.tidy) ### Testing - [ ] Unit tests pass - [ ] Integration tests pass - [ ] Edge cases covered - [ ] Error handling tested ### Documentation - [ ] Code comments added - [ ] Section marked complete in audit plan - [ ] Progress doc updated - [ ] Coverage matrix updated ### Integration - [ ] Works with existing code - [ ] No breaking changes - [ ] MCP tools still functional - [ ] Checkpoints compatible --- ## 📈 Success Metrics **After completing all sections, you should have:** ✅ **Core Architecture (Research Paper)** - Momentum-based memory updates (Equations 32-33) - Token flow tracking (Section 3.1) - Forgetting gate mechanism (Weight decay equiv) - Deep neural memory module (vs matrix-based) - Non-linear recurrence (Inter/intra chunk) - Hierarchical memory structure (3 tiers) ✅ **Production Features** - Health check endpoint with diagnostics - Structured logging with rotation - Response caching for efficiency - Input validation and sanitization - Checkpoint encryption at rest - API authentication and rate limiting ✅ **Performance Improvements** - No redundant forward passes - In-place tensor operations - LRU cache for repeated queries - Optimized attention mechanisms ✅ **Code Quality** - >80% test coverage - All integration tests passing - All documentation current - All audit to-dos complete --- ## 🎉 Final Deliverable Upon completion, you will have: 1. **Complete Titans Implementation** - All 6 research paper differentiators - Production-ready deployment - Comprehensive test coverage 2. **Updated Documentation** - All docs reflect actual implementation - API documentation complete - Architecture diagrams current 3. **Performance Benchmarks** - <100ms tool response time - Efficient memory usage - Scalable to large contexts 4. **Production Readiness** - Health monitoring - Secure by default - Observable and debuggable --- ## 📞 Support Resources ### Within This Package - **DETAILED_IMPLEMENTATION_GUIDE.md** - Primary reference (2,768 lines) - **Mapping Section** - Lines 2399-2538 for navigation - **Appendix A** - Research paper concepts explained - **Appendix B** - Mathematical equations and parameters ### Research References - **research_paper_source.md** - Complete Titans paper - **Lines 426-489** - Appendix C (Memory update formulas) - **Lines 350-392** - Related work and comparisons - **Lines 60-61** - Memory system inspiration ### Project Files - **src/model.ts** - Core implementation examples - **src/__tests__/** - Test patterns to follow - **IMPLEMENTATION_PROGRESS.md** - Track your progress --- ## 🚀 Ready to Start? You now have everything you need: ✅ Complete implementation guide (2,768 lines) ✅ All research paper references mapped ✅ All audit to-dos cross-referenced ✅ Step-by-step code for every feature ✅ Test strategies for validation ✅ Navigation tools for any starting point ✅ Progress tracking instructions **Pick your starting section and begin implementing!** Recommended first steps: 1. Read Section 1 (Momentum Integration) 2. Review research paper lines 426-489 3. Locate src/model.ts line 1500 4. Follow Steps 1.1-1.6 5. Run momentum.test.ts 6. Mark audit line 373 complete **Good luck! 🎯** --- **Package Version:** 3.0.0 **Last Updated:** January 2025 **Status:** Complete and Ready **Estimated Completion Time:** 6-8 weeks (1 developer)