{"type":"video","version":"1.0","html":"<iframe src=\"https://www.loom.com/embed/3fd7a3cfa7f5461b982ff799f49dc817\" frameborder=\"0\" width=\"1728\" height=\"1296\" webkitallowfullscreen mozallowfullscreen allowfullscreen></iframe>","height":1296,"width":1728,"provider_name":"Loom","provider_url":"https://www.loom.com","thumbnail_height":1296,"thumbnail_width":1728,"thumbnail_url":"https://cdn.loom.com/sessions/thumbnails/3fd7a3cfa7f5461b982ff799f49dc817-9a1d40563f91cfa4.gif","duration":390.435,"title":"Preventing AI Agent State Drift with Rewind","description":"This Loom explains how Rahul Balakanti’s Rewind Python SDK mitigates state drift in AI coding agents by checkpointing memory and filesystem changes for safe rollbacks. He describes using a Linux container and overlay FS stacking so developers can add a few lines of code to automatically revert when agent commands fail, even for non-text data like databases. In a demo migration script, the agent fails verification twice, and Rewind rolls back to restore the database and supplies patch notes so it can succeed without restarting. He says the $1000 MediGrant would help expand distribution and speed development, especially under strict free tool rate limits."}