{"type":"video","version":"1.0","html":"<iframe src=\"https://www.loom.com/embed/5d862560d52a4e7a9515f14a8ac80201\" frameborder=\"0\" width=\"1920\" height=\"1440\" webkitallowfullscreen mozallowfullscreen allowfullscreen></iframe>","height":1440,"width":1920,"provider_name":"Loom","provider_url":"https://www.loom.com","thumbnail_height":1440,"thumbnail_width":1920,"thumbnail_url":"https://cdn.loom.com/sessions/thumbnails/5d862560d52a4e7a9515f14a8ac80201-af88460e8f3b32db.gif","duration":119.083,"title":"Adaptive Change Harness for Self-Evolving Bug Fixes 🤖","description":"Hi everyone. I built the Adaptive Change Harness, a self evolving loop to find bugs in a code base, evaluate them, and repair them using LAMs. It runs in a pending state, discovers issues, and then triggers an open API to solve them. When the repair button is pressed, it shows the current bug as repairing, then completed, and it creates a scale so future repeats like idempotency retry duplicate charge can be handled faster. I did not request any specific viewer action beyond watching the demo."}