SYSE.45:4.2 - Obtain experience with interpretable feedback

Collect observation/action trajectories whose inputs, source/configuration and outcomes can be recovered. Include successful alternatives, informative failures, required restraint and changed-condition cases. Use SYSE.49 when the needed experience must be constructed; qualify its feedback before using it as a training signal.

Separate the agent’s actions from tool observations and the judge’s conclusions. For each selected target, identify what counts as correct and why. A failed trace can teach a corrected action or a failure condition; blindly imitating its actions teaches the failure.

Partition construction, adaptive validation and final evaluation by the dependencies that could leak the answer, such as shared scenarios, source instances or near-duplicate trajectories. Keep the final cases outside training and repeated candidate selection. Generated labels remain provisional until their result meaning is qualified.