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DLM Integration Quick Reference

| Component | Status | Location | Completion | |-----------|--------|----------|------------| | **IRCP Embedder** | ✅ Complete | `dlm/core/embeddings.py` | 100% | | **IRCP Coordinate Prediction** | ✅ Complete | `dlm/core/embeddings.py` | 100% | | **IRCP Weighting** | ⚠️ Placeholder | `dlm/response/embedding_provider.py` | 20% | | **RCP Integration** | ❌ Missing | N/A | 0% | | **TPO Integration** | ⚠️ Partial | `dlm/core/coordinates.py` | 30% | | **Unified Config** | ✅ Complete | `dlm/config.py` | 100% |

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| Component | Status | Location | Completion | |-----------|--------|----------|------------| | **IRCP Embedder** | ✅ Complete | `dlm/core/embeddings.py` | 100% | | **IRCP Coordinate Prediction** | ✅ Complete | `dlm/core/embeddings.py` | 100% | | **IRCP Weighting** | ⚠️ Placeholder | `dlm/response/embedding_provider.py` | 20% | | **RCP Integration** | ❌ Missing | N/A | 0% | | **TPO Integration** | ⚠️ Partial | `dlm/core/coordinates.py` | 30% | | **Unified Config** | ✅ Complete | `dlm/config.py` | 100% | ### ✅ Already Done - [x] IRCPEmbedder class with coordinate prediction - [x] DLMCoordinate system with IRCP enhancement hooks - [x] Unified configuration system - [x] Base embedding provider interface - [x] IRCP module re-exports ### ⚠️ Needs Implementation - [ ] `_apply_ircp_weighting()` - Use actual IRCP coordinates - [ ] `_apply_temporal_weighting()` - Implement temporal decay - [ ] `_apply_context_awareness()` - Use RCP context flow - [ ] RCP context propagator class - [ ] RCP ring topology builder - [ ] RCP attention mechanism - [ ] RCP flow dynamics solver - [ ] TPO path analyzer - [ ] TPO quality calculator - [ ] TPO preference generator 1. **IRCP → DLM**: Coordinate enhancement in `DLMCoordinateCalculator` 2. **DLM → RCP**: Coordinate usage in `RCPContextPropagator` 3. **RCP → DLM**: Context flow in similarity calculations 4. **TPO → DLM**: Path quality in response generation 5. **All → Similarity**: Multi-dimensional similarity calculation - [ ] Test IRCP coordinate prediction - [ ] Test IRCP weighting in similarity - [ ] Test temporal weighting - [ ] Test RCP ring topology construction - [ ] Test RCP attention computation - [ ] Test RCP context propagation - [ ] Test TPO path extraction - [ ] Test TPO quality calculation - [ ] Test integrated pipeline

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