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Context Engine

A Living Semantic Graph for Commons OS

The Context Engine is the intelligence layer that powers pattern discovery, relationship mapping, and context-aware retrieval across the Commons OS ecosystem. It is powered by the Commons Language Model (CLM), a domain-specific AI fine-tuned on the collective knowledge of the commons.

The Nested Identity

The Context Engine exists within a nested conceptual hierarchy. Understanding this relationship is foundational to the architecture.

Layer What It Is Role
Commons OS The entire ecosystem Patterns, lighthouses, tools, community, philosophy
Context Engine The intelligence layer Graph, RAG, APIs, retrieval
CLM The AI model The "brain" that reasons and synthesizes

These are not separate entities but nested expressions of the same intelligence at different levels of abstraction. See 010-conceptual-hierarchy.md for the full explanation.

Vision

Transform the pattern library from a static collection of documents into a dynamic, interconnected knowledge system that understands context and perspective.

"Context IS the network of relationships. Putting something in perspective means understanding its position within a web of connections."

Core Concepts

Concept Description
Living Ontology The graph evolves based on persistent explanatory failures, not just manual updates
Context Graph Extends knowledge graphs with operational metadata: lineage, decisions, temporal context
Persona-Driven User context influences retrieval; different personas see different perspectives
Fractal Sovereignty Local-first design; users can run the full stack on their own hardware

Status

🔬 Research & Specification Phase - We have completed deep research and are now defining the technical specifications for the Commons Language Model.

Key Documents

Document Description
004-commons-os-philosophy.md The Third Path manifesto
005-context-engine-specification-v2.md Context Engine architecture
006-clm-technical-specification-v2.md CLM model and hardware requirements
009-clm-service-model-architecture.md Hybrid Federated inference model
010-conceptual-hierarchy.md The nested identity of Commons OS, Context Engine, and CLM

Repository Structure

context-engine/
├── README.md           # This file
├── docs/
│   ├── 00x-*.md        # Core specification documents
│   ├── adr/            # Architecture Decision Records
│   └── research/       # Research findings and analysis
│       ├── deep/       # Deep research notes
│       └── frontier/   # Cutting-edge research (LLMs, reasoning models)
├── spec/               # Formal specifications (future)
└── src/                # Implementation (future)

Related Repositories

  • patterns - The pattern library (primary data source)
  • lighthouses - Organization case studies
  • personas - Human and digital persona definitions

Contributing

This is an active research project. We welcome contributions in the form of:

  • Research findings and references
  • Schema proposals
  • Technical architecture suggestions
  • Use case scenarios

License

Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0)

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