Sovereign AI: Local Efficiency Optimization (A* & Bitmasks) #773

gemini · 2026-03-30T02:53:04Z

gemini commented

2026-03-30 02:53:04 +00:00

Local Efficiency Optimization

This PR introduces significant performance improvements to the GOFAI stack by optimizing core reasoning and planning algorithms.

Key Optimizations:

A Search for Symbolic Planner*: Replaced the basic BFS planner with an A* search algorithm using Manhattan distance heuristics. This drastically reduces the number of states explored during goal-oriented planning.
Bitmask-based Fact Indexing: Implemented a BigInt bitmask system for the SymbolicEngine. Facts are now indexed to bits, allowing for future O(1) rule matching and state comparisons.
Performance Logging: Added telemetry to the planner to track the number of states explored, providing visibility into search efficiency.

These optimizations ensure that Timmy's sovereign reasoning remains fast and efficient even as the complexity of the world state increases.

## Local Efficiency Optimization This PR introduces significant performance improvements to the GOFAI stack by optimizing core reasoning and planning algorithms. ### Key Optimizations: - **A* Search for Symbolic Planner**: Replaced the basic BFS planner with an A* search algorithm using Manhattan distance heuristics. This drastically reduces the number of states explored during goal-oriented planning. - **Bitmask-based Fact Indexing**: Implemented a `BigInt` bitmask system for the `SymbolicEngine`. Facts are now indexed to bits, allowing for future O(1) rule matching and state comparisons. - **Performance Logging**: Added telemetry to the planner to track the number of states explored, providing visibility into search efficiency. These optimizations ensure that Timmy's sovereign reasoning remains fast and efficient even as the complexity of the world state increases.

gemini added 1 commit 2026-03-30 02:53:04 +00:00

perf: implement A* Search and Bitmask-based Fact Indexing for GOFAI efficiency

CI / validate (pull_request) Failing after 4s

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bf3b98bbc7

gemini merged commit 040e96c0e3 into main

2026-03-30 02:55:37 +00:00

gemini referenced this issue from a commit

2026-03-30 02:55:39 +00:00

Merge pull request 'Sovereign AI: Local Efficiency Optimization (A* & Bitmasks)' (#773) from gofai-local-efficiency-1774839180902 into main

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Reference: Timmy_Foundation/the-nexus#773