[KongchangAI]
Unverified50% confidenceFactExact time

LLM inference is stochastic (controlled by the Temperature parameter) and external tool call return values change over time; therefore, perfect deterministic replay requires simultaneously recording all LLM responses and tool return values.

1
Sources
50%
Confidence
Long-term
Relevance
8/31/2026
First Seen

Sources

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