Individual skill
adaptive-experimentation-strategy
Plan adaptive experimentation strategies beyond fixed-horizon A/B tests. Use when evaluating sequential testing, early stopping, multi-armed bandits, Thompson sampling, contextual bandits, dynamic traffic allocation, exploration/exploitation tradeoffs, or readiness for adaptive testing infrastructure.
plugins/LVTD-LLC/skills/skills/adaptive-experimentation-strategy/SKILL.md
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SKILL.mdcore · 3,173 bytesguidelines.mddoc · 1,819 bytesreferences/core/examples.mddoc · 2,269 bytesreferences/core/knowledge.mddoc · 3,252 bytesreferences/core/rules.mddoc · 2,469 bytesworkflows/evaluate-adaptive-strategy.mddoc · 2,565 bytes
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# Adaptive Experimentation Strategy
Use this skill to decide whether and how to use adaptive testing strategies
instead of fixed-horizon A/B tests. It covers sequential testing, multi-armed
bandits, Thompson sampling, contextual bandits, exploration/exploitation, and
the data and engineering readiness required to operate them.
## Source Traceability
Primary source: *Next-Level A/B Testing* by Leemay Nassery. Guidance is
transformed and paraphrased from Chapter 7 on adaptive testing, sequential
testing, multi-armed bandits, Thompson sampling, contextual bandits, and
engineering requirements.
