Turning a 1-Line Idea Into a 40-Second Short with a 10-Beat Local Video Pipeline

Full pipeline: Gemma 4 31B expands a one-liner into a 10-beat script, HiDream generates images, LTX-2 I2V renders clips, and ffmpeg assembles everything — all on one local GPU in 25–30 min.

Raccontata dadev.to