Analyze Experiment

Use when an experiment has completed and its results need interpretation, comparison, or durable findings. Triggers on "analyze results", "分析实验", "interpret experiment", "what did exp find", "run analysis".

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Analyze Experiment

Separate measurement from interpretation. Preserve raw outputs; write claims only at the level supported by the experiment contract.

  1. Read pipeline state, the experiment README/config, result files, and any existing summary.
  2. Run the experiment's analysis script when present. Treat output as measurement, not explanation.
  3. Follow ../../references/agent-routing.md for the domain-expert role. Provide hypothesis, baseline, metrics, seeds, exclusions, and results. Require labels for evidence, inference, and unresolved questions.
  4. Merge reviewed interpretation into the experiment README and exp/summary.md; update pipeline state to analysis.
  5. Report the quantitative result, causal interpretation, limitations, and next discriminating experiment.

Generate slides only when requested. Route research talks through research-slides so its default Speculative Decoding reference profile and rendered QA apply.

freemty/labmate/tree/main/skills/analyze-experiment commit 89d75593c2

Frequently asked questions

npx skillmds@latest add freemty/analyze-experiment