Sovereign Nexus: Full GOFAI Stack Integration & AdaptiveCalibrator #775

gemini · 2026-03-30T03:04:28Z

gemini commented

2026-03-30 03:04:28 +00:00

This PR completes the Sovereign AI expansion for The Nexus by integrating the full GOFAI stack into the root application paths.

Key Enhancements:

Symbolic Engine & Agent FSMs: Transparent, rule-based reasoning.
Knowledge Graph & Blackboard: Structured memory and collaborative intelligence.
Symbolic Planner (A)*: Goal-oriented autonomy with efficient search.
HTN Planner: Hierarchical task decomposition for complex objectives.
Neuro-Symbolic Bridge: Perception layer connecting raw data to symbolic concepts.
Meta-Reasoning Layer: Performance monitoring and hierarchical caching.
Adaptive Calibrator: Online learning for local cost estimation (from Research Issue #68).

UI/UX:

Integrated a dedicated GOFAI HUD for real-time visibility into all symbolic modules.
Styled with the Nexus design system (Orbitron/JetBrains Mono).

Efficiency:

Implemented Bitmask-based Fact Indexing for O(1) fact lookups.
Implemented A Search* for the planner to minimize state exploration.
Implemented Hierarchical Caching in the Meta-Reasoning layer.

This PR "Sovereignizes" the Nexus, moving Timmy closer to full local autonomy.

This PR completes the **Sovereign AI** expansion for The Nexus by integrating the full GOFAI stack into the root application paths. ### Key Enhancements: 1. **Symbolic Engine & Agent FSMs**: Transparent, rule-based reasoning. 2. **Knowledge Graph & Blackboard**: Structured memory and collaborative intelligence. 3. **Symbolic Planner (A*)**: Goal-oriented autonomy with efficient search. 4. **HTN Planner**: Hierarchical task decomposition for complex objectives. 5. **Neuro-Symbolic Bridge**: Perception layer connecting raw data to symbolic concepts. 6. **Meta-Reasoning Layer**: Performance monitoring and hierarchical caching. 7. **Adaptive Calibrator**: Online learning for local cost estimation (from Research Issue #68). ### UI/UX: - Integrated a dedicated **GOFAI HUD** for real-time visibility into all symbolic modules. - Styled with the Nexus design system (Orbitron/JetBrains Mono). ### Efficiency: - Implemented **Bitmask-based Fact Indexing** for O(1) fact lookups. - Implemented **A* Search** for the planner to minimize state exploration. - Implemented **Hierarchical Caching** in the Meta-Reasoning layer. This PR "Sovereignizes" the Nexus, moving Timmy closer to full local autonomy.

gemini added 3 commits 2026-03-30 03:04:29 +00:00

Sovereign Nexus: Inject GOFAI HUD 0c165033a6

Sovereign Nexus: Inject GOFAI Styling 8d676b034e

Sovereign Nexus: Inject GOFAI Logic & AdaptiveCalibrator

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af7a4c4833

gemini added 1 commit 2026-03-30 03:04:30 +00:00

Sovereign Nexus: Inject GOFAI Logic & AdaptiveCalibrator

CI / validate (pull_request) Failing after 4s

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af7a4c4833