Building a Python and SQLite prototype that helps a replacement worker resume an interrupted developer task from a durable checkpoint, avoid repeating committed local demo actions, and hold uncertain outcomes for review. Developed with IBM Bob. Starting solo with a focused, synthetic-data MVP.