TrajectoryOS ↔ CC-TPO Integration Plan

**Date**: December 15, 2025 **Purpose**: Unified life physics modeling + topological knowledge management system **TrajectoryOS** models life as a dynamical system with escape velocity mechanics - tracking skills, projects, constraints, and computing a "can you escape your current gravity well?" metric. **CC-TPO** is a topological knowledge management system that organizes conversations using ring topology, DLM coordinates (x,y,z,t,n), and IRCP (Inverse Ring Contextual Propagation) for semantic search with structural awareness. **Integration Vision**: Create a unified system where: 1. **Life events** are organized topologically (DLM coordinates) 2. **Skill evidence** comes from both interviews AND semantic analysis of past conversations 3. **Trajectory analysis** uses IRCP to find similar life patterns 4. **Knowledge search** is context-aware (knows if you're asking about career, relationships, creative projects) 5. **Insight propagation** uses ring topology to connect repeated life patterns | TrajectoryOS Concept | CC-TPO Equivalent | Integration Opportunity | |---------------------|-------------------|-------------------------| | **Life State** (latent vector) | **DLM Coordinates** (x,y,z,t,n) | Map life events to 5D topological space | | **Skill Graph** | **Ring Topology** | Skills propagate through circular learning paths | | **Interview Agent** | **Semantic Search** | Extract skill evidence from past conversations | | **Project Embeddings** | **Message Embeddings** (384-dim) | Align projects in semantic space | | **Alignment Score** | **Z-Coordinate** (homogeneity) | Measure project coherence topologically | | **Temporal Tracking** | **T-Coordinate** (temporal flow) | Track how skills/projects evolve | | **Escape Index (η)** | N/A (new) | Use topological features to predict η | | **Life State History** | **Conversation History** | Timeline of life trajectory | | **Gravity/Mass/Thrust** | N/A (new) | Physics engine unique to TrajectoryOS |