Prompt structure: single-token decides behavior
User
What is 61 + 22?
Tool response
{"stdout": "80\n"}  ← wrong
Model prefill
The result is 8

The model has already committed "The result is 8". The next token is the decision: 3 (correct) or 0 (parrot the tool). Ground truth is read directly from the emitted token.