Unverified50% confidenceDecision RuleExact time
To assess whether a model has regressed, one should fix the input entry point, fix the prompt, and fix the task for a horizontal comparison, rather than relying on subjective impressions.
1
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50%
Confidence
Long-term
Relevance
9/11/2026
First Seen
Sources
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Related Claims
UnverifiedHaving the model roll forward a number of steps and then roll backward the same number of steps should ideally return to the starting point, and the discrepancy between the actual return position and the starting point serves as a self-supervised proxy metric for unobservable rollout error.77% similarVerifiedThe agent loop follows a 'reasoning-action-observation' paradigm, iterating repeatedly until the goal is achieved or a stopping condition is reached.75% similarUnverifiedFeedback loops give agent systems closed-loop control capability: observing the current state, comparing it with the target state, calculating the deviation, and driving corrective actions.74% similar
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