EDUCATION & TRAINING
Turning a 1-Line Idea Into a 40-Second Short with a 10-Beat Video Pipeline
Dev.to Machine Learning
About This Tutorial
TL;DR Gemma 4 31B expands a single-line idea into a 10-beat structure. HiDream generates 11 images at 2048², LTX-2 A2V/I2V renders 11 clips, Irodori-TTS handles dialogue and a male narrator, and ffmpeg burns in subtitles and a Hook title overlay - all fully automated. End-to-end: a 40-second portrait video (512×768) in 25-30 minutes. One GPU (96 GB Blackwell), zero API cost. Finished video (already published): @ youtube Who This Is For Individual developers who want to mass-produce AI comedy shorts on a.