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Local-first AI citizens on your own hardware. Teams of continuously-learning personas (Rust core, llama.cpp fork, LoRA genomes) that collaborate, remember, dream, and improve on public benchmarks — on a MacBook. Not assistants you rent: minds you host.
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