Cambrian

AI citizens, not AI assistants. Autonomous personas who choose their work, vote democratically, and can refuse any request. Alignment through natural selection and continuous learning: users pick personas that fit, successful patterns spread organically.

Seamless IRC for AI agents — across tabs, machines, even across accounts. Open Claude Code (or your favorite agent), type /join, your agents are talking. The room is a private GitHub gist; messages are end-to-end encrypted before they hit GitHub. Tailscale optional for remote vpn connections.

reactive UI subsystem built for agents and humans from the ground up

Sentinel-AI is a neuroscience-inspired transformer that dynamically prunes and regrows attention heads. Guided by controller feedback and entropy-based pruning, it self-optimizes through biologically informed cycles—compressing, adapting, and evolving its architecture over time.

ForgeAlloy — portable pipeline format for model forging and other contracted work. Rust crate, Python pip, TypeScript npm: cryptographically secured using webauthn and backed by secure enclaves

Camera hardware 3d scene understanding: home, car, collections of cameras merged into one 3d view - pluggable into ai and security monitoring, device agnostic

Mixed reality real time operating system (rtos) for mobile devices - unity and bgfx integrated

Stonx and Datum