DeepSeek-V4-Flash-0731 prompt caching behavior explained
DeepSeek-V4-Flash-0731 lacks a mid-conversation system turn, causing system messages to be hoisted to the top of the prompt. Users should avoid inserting system role messages mid-conversation to prevent prompt cache invalidation.
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