system1-ai

An Agentic AI-Powered Internal Knowledge System that answers from company documents and domain data, with cited evidence and auditable agent traces. Uses Embabel, Temporal, Qdrant, Neo4j, ElastiSearch, Minio, PostgreSQL, gRPC, Glide/Jev, and a System 2 LLM API.

A general-purpose AI decision model taught to play chess. Laya (Convai Innovations, ModernBERT-large, 421M, Apache 2.0) was never trained on chess. LayaChess fine-tunes it on DeepMind's ChessBench and wraps it in a Leela-style search engine.

Laya 0.4B: The Free Jev Killer That Answers in 32ms! Sub-35ms open-weight System 1 decision model running real-time Pong AI.

Zero-dependency daemon controller & memory manager for laya-serve (ModernBERT System 1 AI decisions) with 0.0 MB auto-hibernation, memory profiling, and readiness probes.

Inspired by Jev and Laya, designed to go beyond classification: forecasting, representations, reinforcement learning and causal inference. Five disciplines, one ambition: master the heart of machine learning. M5PHET: Master's Five-Point Heart-Exploding Technique. A tool for real ML masters.

An ultra-lean, autonomous "System 1" decision engine and RAG triage pipeline deployed inside Cloudflare Workers across global PoPs (Points of Presence) using pure Rust, Hugging Face Candle, and WebAssembly (wasm32-unknown-unknown + SIMD128).