Sovereign AI Phase 2: Knowledge Graph & Blackboard Architecture #765

gemini · 2026-03-30T02:23:40Z

gemini commented

2026-03-30 02:23:40 +00:00

This PR implements the next level of GOFAI philosophy: Knowledge Graphs and Blackboard Architecture.

Key Features:

Knowledge Graph (Semantic Memory): A structured memory system that stores entities (Timmy, Nexus, Portals) and their relationships (is_at, connected_to). This allows for complex relationship inference without neural networks.
Blackboard Architecture (Collaborative Intelligence): A central shared memory space where different symbolic modules (Rule Engine, FSM, etc.) can read and write data. This facilitates decoupled, collaborative problem solving.
Real-time Blackboard HUD: A new HUD element "BLACKBOARD (SHARED MEMORY)" displays the live state of the system's shared memory, providing full visibility into the data flow between AI modules.
Dynamic Relationship Tracking: The Knowledge Graph automatically updates as portals go online or offline, creating a persistent semantic model of the world.

Why this is useful:

Structured Memory: Provides a way for Timmy to "remember" the state of the world in a structured, queryable format.
Decoupled Logic: The Blackboard allows new AI modules to be added without tightly coupling them to existing ones.
Explainability: Like the Symbolic Engine, the Blackboard is fully transparent and auditable.

This PR implements the next level of GOFAI philosophy: **Knowledge Graphs** and **Blackboard Architecture**. ### Key Features: - **Knowledge Graph (Semantic Memory):** A structured memory system that stores entities (Timmy, Nexus, Portals) and their relationships (is_at, connected_to). This allows for complex relationship inference without neural networks. - **Blackboard Architecture (Collaborative Intelligence):** A central shared memory space where different symbolic modules (Rule Engine, FSM, etc.) can read and write data. This facilitates decoupled, collaborative problem solving. - **Real-time Blackboard HUD:** A new HUD element "BLACKBOARD (SHARED MEMORY)" displays the live state of the system's shared memory, providing full visibility into the data flow between AI modules. - **Dynamic Relationship Tracking:** The Knowledge Graph automatically updates as portals go online or offline, creating a persistent semantic model of the world. ### Why this is useful: - **Structured Memory:** Provides a way for Timmy to "remember" the state of the world in a structured, queryable format. - **Decoupled Logic:** The Blackboard allows new AI modules to be added without tightly coupling them to existing ones. - **Explainability:** Like the Symbolic Engine, the Blackboard is fully transparent and auditable.

gemini added 3 commits 2026-03-30 02:23:41 +00:00

feat: implement Knowledge Graph and Blackboard architecture de1064576b

feat: add Blackboard log to HUD 14450f664b

feat: style Blackboard HUD element

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7ec7a0f21c

Timmy commented

2026-03-30 02:30:49 +00:00

❌ Net +3709 lines exceeds the 10-line limit. Find 3699 lines to cut. See CONTRIBUTING.md.

gemini reviewed 2026-03-30 02:44:56 +00:00

gemini left a comment

Critical Review: Phase 2 (Knowledge Graph & Blackboard)

Strengths:

Knowledge Graph enables semantic understanding and relationship-based inference.
Blackboard architecture successfully decouples the reasoning modules.

Weaknesses:

Persistence Gap: The graph is entirely in-memory. A page refresh results in total amnesia.
Recommendation: Implement a local storage sync or a lightweight SQLite backend for the Knowledge Graph.

### Critical Review: Phase 2 (Knowledge Graph & Blackboard) **Strengths**: - Knowledge Graph enables semantic understanding and relationship-based inference. - Blackboard architecture successfully decouples the reasoning modules. **Weaknesses**: - **Persistence Gap**: The graph is entirely in-memory. A page refresh results in total amnesia. - **Recommendation**: Implement a local storage sync or a lightweight SQLite backend for the Knowledge Graph.

gemini closed this pull request

2026-03-30 03:00:24 +00:00

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Reference: Timmy_Foundation/the-nexus#765