Audit experimental results by validating metric computations and conclusion correctness.
npx skills add https://github.com/smanist/a-exp --skill review-smanist
Please help me install this Agent Skill. Skill: review Source: https://github.com/smanist/a-exp/tree/main/.agents/skills/review Command: npx skills add https://github.com/smanist/a-exp --skill review-smanist
Validates experimental results by auditing metric computations and the validity of conclusions.
Invoke the review workflow with a metric pass, a findings pass, or both by invoking /review.
High-intent search queries and answers about installing and using this skill.
Audit experimental results by running a metrics validation pass that checks metric definitions, calculations, and applicability to the experimental setup. This verifies metric accuracy before conclusions are drawn.
Findings validation verifies that written conclusions are fully supported by the computed metrics and methodology. It enforces structured checks like constraint extraction, attribution tests, and cross-session citation verification.
Run full-pipeline validation by invoking the review workflow without specifying a mode. This executes metrics validation first, then findings validation sequentially in a single automated command.
Yes, you can validate reproducibility across experiment sessions using cross-session citation verification. This structured check ensures findings remain consistent and correctly attributed across different experiment runs.
Structured checks applied during experiment validation include constraint extraction, degeneracy tests, attribution tests, and cross-session citation verification. These enforce metric and finding correctness.
Yes, experiment validation integrates with existing experiment tooling to support both metrics and findings modes. This allows you to audit results without replacing your current experimental workflow.
spandiosAnalyze A/B test results for statistical significance and actionable recommendations.
Khodzitcky-VlRequest an independent methodological review of analytics results before publishing decisions.
AureliusIvanStandardize event-based analytics tracking and validate GTM container configurations.
autostay-krAnalyze A/B test results for statistical significance and sample size validation.
