[KongchangAI]
Unverified50% confidenceFactExact time

For products that call large model APIs, version pinning needs to be paired with a regression test set: before switching versions, use fixed prompts and scoring criteria to verify whether performance on key tasks (such as structured output, tool calling, and long-context retrieval) has degraded.

1
Sources
50%
Confidence
Long-term
Relevance
10/19/2026
First Seen

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