Individual skill
experiment-verification-monitoring
Verify and monitor running experiments for operational quality. Use when designing prelaunch QA, spot-check tooling, experiment canaries, A/A tests, leakage checks, interference monitoring, active experiment dashboards, alerts, or an experimentation quality roadmap.
plugins/LVTD-LLC/skills/skills/experiment-verification-monitoring/SKILL.md
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SKILL.mdcore · 3,082 bytesguidelines.mddoc · 1,914 bytesreferences/core/examples.mddoc · 2,101 bytesreferences/core/knowledge.mddoc · 3,112 bytesreferences/core/rules.mddoc · 2,431 bytesworkflows/create-experiment-quality-roadmap.mddoc · 2,463 bytes
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# Experiment Verification Monitoring
Use this skill to prevent misconfigured or unhealthy experiments from producing
bad evidence. It focuses on verification before launch, canaries, A/A tests,
leakage and interference checks, active monitoring, and quality roadmap metrics.
## Source Traceability
Primary source: *Next-Level A/B Testing* by Leemay Nassery. Guidance is
transformed and paraphrased from Chapter 5 on experiment effectiveness,
prelaunch verification, QA tooling, canaries, A/A tests, spillover effects, and
active monitoring.
Related skills: