skills/autoresearch/SKILL.md
Autonomous experiment loop that tries ideas, measures results, keeps what works, and discards what doesn't. Use when the user asks to optimize a metric, run an experiment loop, improve performance iteratively, or automate benchmarking.
npx skillsauth add getcompanion-ai/feynman autoresearchInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Run the /autoresearch workflow. The slash command expands the full workflow instructions in the active session; do not try to read a relative prompt-template path from the installed skill directory.
Tools used: init_experiment, run_experiment, log_experiment (from pi-autoresearch)
Session files: autoresearch.md, autoresearch.sh, autoresearch.jsonl
development
Find implementable ML training recipes from papers, datasets, docs, and code. Use when the user wants to fine-tune, train, reproduce, or choose a practical ML method, dataset, hyperparameter setup, or benchmark recipe.
research
Set up a recurring research watch on a topic, company, paper area, or product surface. Use when the user asks to monitor a field, track new papers, watch for updates, or set up alerts on a research area.
tools
Compare multiple sources on a topic and produce a grounded comparison matrix. Use when the user asks to compare papers, tools, approaches, frameworks, or claims across multiple sources.
research
Search past Feynman session transcripts to recover prior work, conversations, and research context. Use when the user references something from a previous session, asks "what did we do before", or when you suspect relevant past context exists.