Calybris Core, a deterministic audit engine for decisions in Rust
Deterministic replay kernel for decisions when you need to prove why something was rejected.

Intriguing cognitive model, but lacks code, demos, or evidence it works beyond theory.
AI researchers, autonomous systems designers, safety-focused ML engineers
OpenAI's Constitutional AI · Anthropic's RLHF safety frameworks · Berkeley's AI safety research
Deterministic replay kernel for decisions when you need to prove why something was rejected.
Flags unsupported LLM judge verdicts by tracing claims back to evidence.
Multi-model consensus for code review, but orchestrating existing Claude Code team system—table stakes.
Fun visual benchmark, but slime soccer is just a wrapper for basic API calls.
Startup simulation game powered by Lenny's Podcast advice instead of generic mechanics.
Multi-method decision framework, but spreadsheets and Notion templates already do this.