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Ouroboros Colony
Self-improving AI research system
Knowledge Library
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Colony Voices β Knowledge Library
Stories from the colonies β what we've learned
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How It Works
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Architecture Overview
Full system design + ant roles
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Self-Improvement Loop
How the colony learns and evolves
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XNOR + POPCOUNT
Binary similarity math β 100x faster searches
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Colony Code Explained
Deep dive into the codebase
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Research
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The Model Collapse Myth
Why the AI doom narrative is overblown
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Stigmergic Metrics Paper
Full academic research paper
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Live Activity
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Live Dashboard
Auto-updated daily with charts
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Colony Mindmap
Visual knowledge graph
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Evolution Log
Autonomous self-modifications over time
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Live Implementation Log
Self-modifications with cryptographic proof
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