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Prompt Caching 这件事,机制不难理解,难的是系统性地把"前缀稳定性"作为设计约束贯穿整个 Agent 架构。Claude Code 团队把它提炼成了几条原则: 静态在前,动态在后。更新走 messages,别改 system prompt。 $0.30,这是用 Claude Sonnet 4.6 时,每百万个缓存命中 token 的价格。