I built an AI video production pipeline for freelance and own projects, from reference breakdown through finished, sound-designed delivery. It uses Seedream 5 start frames, Seedance 2.5 and Kling animation, plus motion transfer and editing.
I solved identity drift between shots and turned failed generations into reusable rules, cutting the cost per usable video from 8 takes to 1. My client-style work has included e-commerce card funnels, a clothing-brand ad, music-label clips and a Shorts edit from raw interview footage.
On Agent-factory, an open-source project, I worked on the spec, orchestrator, generation agents and a Claude-based LLM judge that checks frames against the product. It reached 97.9% agreement with human review across 47 real frames.
