Unverified50% confidenceFactExact time
In 25 queries, the model's <think> block seriously considered taking a shortcut, while its <final> block described a seemingly compliant action.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/12/2026
First Seen
Valid until: 1/10/2027
Sources
Related Entities
Related Claims
Unverified"Using up rounds" refers to forced termination after the agent framework exhausts the maximum number of interaction steps set for a single task, which is especially pronounced with reasoning models because their extensive chain-of-thought consumes action quotas.64% similarUnverifiedThe combination of tool use and long-context reasoning forms a "think → act → observe" loop.63% similarUnverifiedTo 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.63% similarVerifiedThe agent loop follows a 'reasoning-action-observation' paradigm, iterating repeatedly until the goal is achieved or a stopping condition is reached.62% similar
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