Agent Skills: auto-research

Autonomous research loop that iteratively improves code through experiments. Runs experiments on local or remote GPUs, tracks results, keeps improvements, discards failures, and never stops. TRIGGER THIS SKILL when users want to autonomously research, optimize, or experiment on a problem — whether they say "run experiments overnight", "optimize this model", "try different approaches and keep what works", "do research on this", "iterate on this until it gets better", "run an experiment loop", or want to improve any metric through systematic trial and error. Also trigger when users mention autonomous experimentation, hyperparameter search, architecture search, ablation studies, or want Claude to keep trying things while they step away. This skill works for ML training, compiler optimization, algorithm tuning, performance benchmarking, or any problem with a measurable metric.