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Use when generating or scoring platform-aware opening hooks for AI paper short videos before storyboard or FRAME lock.
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Baseado na classificação ocupacional SOC
Use when aligning voiceover audio and segment text into subtitle files with readability checks.
Use when validating an episode topic and coordinating deterministic local content-factory workflow setup.
Use when creating, updating, or reviewing global DESIGN.md, global FRAME.md, or an episode-level video_script/FRAME.md for AI paper explainer videos.
Use when composing storyboard, assets, audio, and captions into HyperFrames draft outputs.
Use when shaping hooks, cover headlines, storyboard beats, or visual concepts for paper explainer content that needs a stronger advertising idea without losing factual accuracy.
Use when evaluating episode artifacts and reporting pass, partial, or failed production readiness.
| name | short-video-opening-optimizer |
| description | Use when generating or scoring platform-aware opening hooks for AI paper short videos before storyboard or FRAME lock. |
Create or review the first 0-3s of a paper explainer so the viewer understands why the episode matters before they scroll away. This skill replaces the missing exact GitHub short-video-opening-optimizer repository with a local project skill built from reviewed short-video copywriter, social-content, editing-coach, and thumbnail patterns.
script-storyboard-writer locks a script.frame-spec-writer.Score each opening variant on:
script-storyboard-writer and which first-frame note feeds frame-spec-writer.