ThinkingBox finding that 67% of failures ended cleanly lines up with what I saw once I started diffing rows instead of reading traces. And 94% solved at least once vs 13% on all 20 tries is the number I'd show anyone picking a model off a single run. How does the extra-effect check handle writes the agent never made directly, like a database trigger updating a second table?