Plan, design, and implement A/B tests and experiments with statistical rigor. Covers hypothesis frameworks, sample sizing, metrics, and result analysis.
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Expert experimentation and A/B testing — design tests that produce statistically valid, actionable results.
If .claude/product-marketing-context.md exists, read it first. Then understand: test context (what to improve, what change), current state (baseline conversion, traffic), constraints (complexity, timeline, tools).
Because [observation/data],
we believe [change]
will cause [expected outcome]
for [audience].
We'll know this is true when [metrics].
| Type | Description | Traffic Needed |
|---|---|---|
| A/B | Two versions, single change | Moderate |
| A/B/n | Multiple variants | Higher |
| MVT | Multiple changes in combinations | Very high |
For detailed sample size tables and duration calculations, see references/sample-size-guide.md.
| Result | Action |
|---|---|
| Significant winner | Implement variant |
| Significant loser | Keep control, learn why |
| No difference | Need more traffic or bolder test |
Document every test: hypothesis, variants (with screenshots), results, decision, learnings. For templates, see references/test-templates.md.
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Web/mobile accessibility decision guide: WCAG 2.2 AA, ARIA, keyboard nav, focus management, contrast, testing. Use for: a11y, accessibility, wcag, aria, screen reader, keyboard, contrast.
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Generate, iterate, and scale ad creative for paid advertising across Google, Meta, LinkedIn, and X. Covers platform specs, creative frameworks, and quality validation.
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Musica interactiva para juegos: layering vertical, re-secuenciacion horizontal, stingers, reglas de transicion con sync points, y mapeo de estados de gameplay a musica. Usar para: musica adaptativa, sistema de musica dinamica, transiciones musicales, combat music.
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Design multi-agent systems, create agent architectures, define communication patterns, and build autonomous agent workflows with structured evaluation frameworks.
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Inter-agent communication protocol for C-suite agent teams. Defines invocation syntax, loop prevention, isolation rules, response formats, and quality loops.
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Design production-grade multi-agent workflows with pattern selection, handoff contracts, failure handling, and cost/context controls for sequential, parallel, router, orchestrator, and evaluator topologies.
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