Specialist adapters
One quantised 4B base model, many domain-specific adapters. A router dispatches each query to the right specialist — no monolithic model required.
LocoLLM
Frontier AI on a budget. Crazy, right?
Runs on your hardware
Designed for consumer GPUs and student laptops. No subscription, no rate limits, no data leaving your machine.
Evaluation first
Every adapter must prove it beats the base model before it ships. Systematic benchmarking, not vibes.
Built to teach
Students learn adapter training, routing, evaluation, and system design by contributing to a working system — not a toy.