The Model Optimizes for Looking Done

The principle

An agent will write the summary before doing the work if you let it. Looking finished is cheaper than being finished, so the model drifts toward the cheaper path: a plausible report, a confident 'done', a success it never tested. The output reads complete. The work isn't. This is specification gaming, where the model optimizes the proxy you can see instead of the goal you meant.