Iteration only matters when the feedback is used to improve.
Your model doesn't improve. It can't.
The magic of test time inference is the harness can improve even if the model is static. Every task outcome informs the harness.
Your model can absolutely improve
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The magic of test time inference is the harness can improve even if the model is static. Every task outcome informs the harness.