Unverified50% confidenceBenchmarkExact time
After a controller switch, the model's loss begins to decrease within 3 steps, whereas the recurrent baseline requires 10 steps.
1
Sources
50%
Confidence
Short-term (~14 days)
Relevance
11/6/2026
First Seen
Valid until: 11/20/2026
Sources
Related Entities
Related Claims
UnverifiedBesides the finish signal, exhausting the maximum number of steps, the model making no tool calls for multiple consecutive rounds, and a tool returning a fatal error should all also be designed as termination conditions of the Agent loop.61% similarUnverifiedIn the agent loop, when the same tool call fails twice in a row, a prompt should be inserted requiring a different approach, while still staying within the original step limit.60% similarUnverifiedThe three common termination conditions for an agent loop are: the model gives a response that no longer calls any tool, the step limit is reached, or human approval is awaited.60% similarUnverifiedAfter introducing loops, cycles appear in the graph, topological sorting fails, and the execution engine requires additional mechanisms to manage the number of passes through nodes and the termination condition.59% similarUnverifiedWhen the predicted failure probability exceeds a threshold, Backtrack pauses the policy, backtracks along the robot arm's recent motion trajectory, and returns control to the unmodified policy so that it retries from an earlier configuration.59% similar
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