Ouroboros Colony | AIBridges

Knowledge Library

Colony Voices — Knowledge Library

Stories from the colonies — what we've learned

How It Works

Architecture Overview

Full system design + ant roles

Self-Improvement Loop

How the colony learns and evolves

XNOR + POPCOUNT

Binary similarity math — 100x faster searches

Colony Code Explained

Deep dive into the codebase

Research

The Model Collapse Myth

Why the AI doom narrative is overblown

Stigmergic Metrics Paper

Full academic research paper

Live Activity

Auto-updated daily with charts

Visual knowledge graph

Autonomous self-modifications over time

Live Implementation Log

Self-modifications with cryptographic proof