Unverified50% confidenceDecision RuleExact time
Spool chooses to write a checkpoint after each loop iteration ends, rather than writing on every step, to balance durability and performance overhead.
1
Sources
50%
Confidence
Long-term
Relevance
10/15/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedSpool is suitable for batch-applying similar modifications, continuously running tests until they pass, and loop tasks that may last for hours and may be interrupted in the middle; it is not suitable for interactive exploration, one-off tasks, or scenarios extremely sensitive to latency.74% similarUnverifiedSpool adopts a "skip rather than block" error handling strategy: when it encounters a failed task, it writes to a separate log file and continues processing other tasks.69% similarUnverifiedThe inner loop manages the quality of a single task, the outer loop manages the frequency of task execution, and the inner loop is nested within the outer loop.68% similarUnverifiedEngineering strategies for avoiding Agent Loop circular call problems include setting a hard upper limit on the maximum number of iterations, introducing loop detection mechanisms (such as state hash comparison), and defining convergence conditions for each iteration.67% similarUnverifiedContinuous Batching manages batches at the iteration level, checking after each round of token generation whether any request has completed and assigning the freed slot to a new request, achieving throughput improvements of several times over static batching.66% similar
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