◊ 03_OPEN_SOURCE
Open Source
Building blocks for multi-agent systems.
Self-evolving Claude Code plugin built from failure paths, not theory. Every pattern earned by breaking something first, then encoding the fix so it never breaks the same way twice.
AgentDB-first methodology where every artifact reads on start, writes on end. Multi-agent orchestration with contracts, checkpoints, and verdicts. An experiment engine that proves which workflows actually hold up. Active development, open source.
Representation is the bottleneck. Markdown is optimized for human eyes—terrible for agent coordination. SQLite is optimized for structured retrieval.
status
Active Development · Production Validated
stack
Claude Code · SQLite · Shell
methodology
AgentDB · Contracts · Orchestration
license
MIT
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