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A four-judge adversarial panel for short-video script lines (UGC ads, talking-head, mini-drama, 口播/带货台词). Every judge owns exactly one axis — retention pacing, spoken-not-written voice, freshness, structure — and tears the script apart BEFORE any generation…

Create short vertical videos (TikTok / Reels / Shorts / 抖音 / 快手 / 小红书) from a topic, a product link/image, or a script you already wrote. ClipForge runs the full pipeline — script → footage → voiceover → subtitles → BGM → compose — with a free, no-API-key…

Turn long videos & livestream VODs into viral vertical shorts, 100% locally — on-device transcription, LLM highlight detection, 9:16 reframe with karaoke captions, and a per-clip render-QA report. Use when the user asks to clip / cut / 切片 / 剪 a long video,…