
In scope: quantization, mixture-of-experts, distillation, context handling, evals — and the specific-and-local cluster: fine-tuning, personalisation, open-weight releases, and running models on your own compute. Out: general AI research that moves neither cost nor capability per token, and the system around the model, which lives in harnesses.