short-video-opening-optimizer

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.

Short Video Opening Optimizer

Purpose

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.

Use When

• Drafting platform hooks before script-storyboard-writer locks a script.
• Reviewing a first frame, title card, or opening spoken line.
• Preparing first-frame notes for frame-spec-writer.

Hook Score

Score each opening variant on:

• visual hook
• verbal hook
• text overlay
• audience promise
• technical credibility
• platform fit
• non-clickbait integrity

Platform Families

• Chinese short-video: Douyin, Xiaohongshu, Bilibili.
• Overseas short-video: TikTok, YouTube Shorts.
• Long/feed variants: YouTube, X.

Paper Explainer Defaults

• Prefer knowledge-gap, contradiction, modern-AI relevance, and Feynman analogy hooks.
• Keep the first visual inspectable on a phone.
• Use a short on-screen text overlay, not a paragraph.
• Make the first claim technically reviewable and not clickbait.
• Record which hook feeds script-storyboard-writer and which first-frame note feeds frame-spec-writer.

Forbidden Actions

• Do not invent paper claims.
• Do not weaken technical accuracy for retention.
• Do not output title or caption variants that contradict the reviewed script.
• Do not auto-publish.
• Do not run provider, LLM, TTS, HyperFrames, Manim, or network calls.