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- identity prompt 缓存: LazyLock<RwLock<HashMap>> 缓存已构建的 identity prompt, soul.md 更新时自动失效, 省去每次请求的 mutex + 磁盘 I/O (~0.5-1s) - pre-conversation hook 并行化: tokio::join! 并行执行 identity build 和 continuity context 查询, 不再串行等待 (~1-2s) - suggestion context 预取: 流式回复期间提前启动 fetchSuggestionContext, 回复结束时 context 已就绪 (~0.5-1s) - 建议生成与 memory extraction 解耦: generateLLMSuggestions 不再等待 memory extraction LLM 调用完成, 独立启动 (~3-8s) - Path B (agent stream) 补全 context: lifecycle:end 路径使用预取 context, 修复零个性化问题 - 上下文窗口扩展: slice(-6) → slice(-20), 每条截断 200 字符 - suggestion prompt 重写: 1 深入追问 + 1 实用行动 + 1 管家关怀, 明确角色定位, 禁止空泛建议