◊ 03_OPEN_SOURCE
Open Source
Building blocks for multi-agent systems.
A2A communication protocol with 3x semantic density. Natural language is inefficient for agent coordination—ambiguity, wasted tokens, latency.
Symbols trigger pre-trained statistical patterns from math, programming, and config files.
Self-improving agent framework with evolutionary pressure. Weak behaviors die, strong behaviors survive. Published to PyPI, integrated into HeyContext.
Hackathon winner (Weavehacks RL Track). Production deployed.
method
Evolutionary selection
validation
Hackathon winner · Production deployed
distribution
PyPI · GitHub