What 1-bit and ternary weights are, why the better ternary model ran seven times slower on x86, and how bankml, a zero-dependency Rust runtime, closed the gap at 9.5x per matrix with every bit proven against llama.cpp.

cryptoAGI began in 2024 as a promise to decentralise intelligence. In 2026 it is a shelf of public, checkable parts: an engine, an officer, a voiceprint, a runtime. Knowledge that no one owns and anyone can verify. The rest reveals itself when ready.

minaiml is PYTHAI’s delivery layer: running reasonable-sized models on hardware you already own. Sparsity, not size, decides what a small machine can run.