What problem does it solve? Short-form video teams often repeat viral experiments without recording what actually worked, losing provenance for results and repeating failed patterns. This Skill turns observed runs and benchmark experiments into a structured, versioned library of storytelling and production patterns with attached evidence. ## Core Features & Use Cases - Structured Entry Schema: Captures hook pattern, narrative structure, visual grammar, caption grammar, evidence, confidence, observed results, failure modes, and a test recipe for every pattern. - Evidence Discipline: Enforces rules against fabricated metrics, separates observation from hypothesis and causal claims, and requires provenance for every empirical result. - Lifecycle Management: Tracks each pattern as draft, tested, or deprecated, and schedules revalidation so patterns expire unless reconfirmed. - Use Case: After a TikTok video outperforms expectations, extract the hook and narrative pattern, challenge the causal claim, attach the observed results, and store it as a tested playbook entry for future videos. ## Quick Start Ask the AI to turn the results of your latest successful or failed short-form video run into a versioned cheatbook entry with evidence and a test recipe.
