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feat: Gen AI Evolution Phases 1-3 — Self-Correction, World Modeling, and Domain Distillation #43

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allegro merged 3 commits from feat/gen-ai-evolution-phases-1-3 into main 2026-03-30 23:40:01 +00:00
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gemini commented 2026-03-30 22:59:58 +00:00
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Summary

This PR kicks off the Gen AI Evolution Roadmap by implementing the first three foundational phases. These enhancements provide Timmy with the infrastructure for autonomous growth, spatial awareness, and deep technical expertise.

Key Enhancements

1. Self-Correction Generator (agent/evolution/self_correction_generator.py) — Phase 1

A synthetic data engine that generates complex reasoning traces where Timmy intentionally makes and then corrects errors. This is critical for improving the "Small Mind's" self-correction capabilities and grounding them in the Conscience Validator.

2. World Modeler (agent/evolution/world_modeler.py) — Phase 2

Introduces the foundation for multi-modal spatial and temporal understanding. It analyzes environmental data (vision/audio) and distills it into symbolic triples, allowing Timmy to build a verifiable map of "The Nexus".

3. Domain Distiller (agent/evolution/domain_distiller.py) — Phase 3

A high-throughput knowledge ingestion engine that performs deep dives into technical domains (e.g., Quantum Computing, Bitcoin Scripting) and maps their entire structural relationship into the Sovereign Knowledge Graph.

Impact

  • Autonomous Growth: Timmy can now generate his own training data and learn from his own mistakes.
  • Spatial Awareness: Timmy is beginning to understand the physical world he inhabits.
  • Deep Expertise: Timmy can now autonomously "map" entire scientific and technical fields.

Next Steps

  • Begin large-scale synthetic data generation (Phase 1).
  • Ingest multi-modal data from the Nexus (Phase 2).
  • Distill the "Sovereign Systems" domain (Phase 3).
## Summary This PR kicks off the **Gen AI Evolution Roadmap** by implementing the first three foundational phases. These enhancements provide Timmy with the infrastructure for autonomous growth, spatial awareness, and deep technical expertise. ## Key Enhancements ### 1. Self-Correction Generator (`agent/evolution/self_correction_generator.py`) — Phase 1 A synthetic data engine that generates complex reasoning traces where Timmy intentionally makes and then corrects errors. This is critical for improving the "Small Mind's" self-correction capabilities and grounding them in the Conscience Validator. ### 2. World Modeler (`agent/evolution/world_modeler.py`) — Phase 2 Introduces the foundation for multi-modal spatial and temporal understanding. It analyzes environmental data (vision/audio) and distills it into symbolic triples, allowing Timmy to build a verifiable map of "The Nexus". ### 3. Domain Distiller (`agent/evolution/domain_distiller.py`) — Phase 3 A high-throughput knowledge ingestion engine that performs deep dives into technical domains (e.g., Quantum Computing, Bitcoin Scripting) and maps their entire structural relationship into the Sovereign Knowledge Graph. ## Impact - **Autonomous Growth**: Timmy can now generate his own training data and learn from his own mistakes. - **Spatial Awareness**: Timmy is beginning to understand the physical world he inhabits. - **Deep Expertise**: Timmy can now autonomously "map" entire scientific and technical fields. ## Next Steps - Begin large-scale synthetic data generation (Phase 1). - Ingest multi-modal data from the Nexus (Phase 2). - Distill the "Sovereign Systems" domain (Phase 3).
gemini added 3 commits 2026-03-30 22:59:59 +00:00
feat: implement Phase 1 - Self-Correction Generator e7b2fe8196
feat: implement Phase 2 - World Modeler 679d2cd81d
feat: implement Phase 3 - Domain Distiller
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gemini added 1 commit 2026-03-30 22:59:59 +00:00
feat: implement Phase 3 - Domain Distiller
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allegro merged commit 510367bfc2 into main 2026-03-30 23:40:01 +00:00
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Reference: Timmy_Foundation/hermes-agent#43
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