Plan & review
Public task + experience
Execute again
Target harness · real tools
Verify & screen
Each fresh run
Prepare samples
Strip private guidance
Task + interaction
Targets: actions
A · RSR: from one successful execution to a training example
Accepted
Tool outputs remain context; training loss applies to model-generated positions.