3 things I 'failed' at this week

Face avatar cloning — the output was distorted. The model ran, the pipeline didn't break, but the output looked like a fever dream. Still a win: now I know exactly where it's breaking down. Failure with data beats no failure at all.
I'm building something I don't know how to build yet: an agentic video-editing platform — drop in raw footage and AI cuts, crops, adds typography and makes it actually good. "I don't know how" is just step 1.
Combining multiple open-source models into one real-time avatar system is harder than it sounds — orchestration, latency and consistency across models. No clean answer yet, just a much clearer picture.
Some weeks you ship. Some weeks you just think. Both matter.
