Unverified50% confidenceBenchmarkExact time
In the control experiment, the e4b model completed cleanly in four rounds with zero duplicate reads after the fix.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/18/2026
First Seen
Valid until: 1/16/2027
Sources
Related Entities
Related Claims
UnverifiedThree mechanisms help the small model learn to stop: a progress check after four consecutive rounds with no new findings, a goal check every eight rounds, and confirming whether content has been recorded before leaving a page.58% similarUnverifiedIn the system, the auto-fix attempt counter is passed in as 0 in the review branch, resetting the counter on every pass and bypassing the default limit of 2 consecutive automatic re-dispatches.57% similarUnverified借助Temporal，Finyuus的工作流具备自动重试、安全取消和完整可重放三项关键特性56% similarUnverifiedThe circuit breaker mechanism generates 256-level failure signatures by stripping paths, line numbers, and timestamps from failed outputs, and after the same signature appears in two consecutive windows, it reassigns to a read-only diagnostic window to avoid infinite retries burning tokens.56% 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.55% similar
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