hermes - 💡(How to fix) Fix [Windows 原生] 微信 Gateway 回复延迟偏高(8-13s vs CLI 3-5s) [1 participants]

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NousResearch/hermes-agent#25056Fetched 2026-05-14 03:49:27
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Code Example

session=20260512_204739_6173a864 platform=weixin
API call: in=~28,000 tokens, cache=99-100%, latency=2.6-9.1s(波动大)
RAW_BUFFERClick to expand / collapse

问题描述

Windows 原生版 Hermes,通过微信 Gateway 收发消息时,回复延迟明显偏高。

环境信息

  • 系统:Windows 11 原生(非 WSL2)
  • 版本:最新 hermes-agent
  • Provider:DeepSeek (deepseek-v4-pro)
  • 平台:Weixin(微信)
  • Gateway 启动方式:Startup 文件夹开机自启,pythonw.exe 无窗口运行

延迟数据

平台简单回复延迟说明
CLI3-5 秒Agent 在进程内,直连
微信 Gateway8-13 秒多 5-8 秒 overhead

时间拆解(来自 gateway.log)

微信端对端延迟 = 消息路由(~1s) + Gateway turn 初始化(2-3s) + DeepSeek API(3-9s) + 回复推送(~1s) ≈ 8-13s

每次微信 turn 都需要重新执行 _run_agent 里的初始化流程(load config、setup callbacks、校验签名等),这部分开销在 CLI 模式下不存在。Agent 缓存(_agent_cache)已命中,但 _init_cached_agent_for_turn 仍有不可忽略的耗时。

API 调用数据(agent.log)

session=20260512_204739_6173a864 platform=weixin
API call: in=~28,000 tokens, cache=99-100%, latency=2.6-9.1s(波动大)

输入 28K token 主要是系统级上下文(74 skills + memory + system prompt),缓存命中率 99%+,但即使 100% 缓存命中,API 延迟也可能到 9 秒。

期望

  1. 提供微信平台的轻量/精简模式,跳过不必要的 turn 初始化
  2. 或对 Gateway session 做 Agent 预热,消除首次/每 turn 的初始化开销
  3. 考虑给 messaging platform 提供 skip_context_filesminimal_context 配置项

对比参考

之前使用 OpenClaw 时微信回复在 3-5 秒内,因为它没有独立的 Gateway 层,Agent 直连消息通道。理解 Hermes Gateway 是多平台中间件的架构取舍,但希望微信这种高频即时通讯场景能得到针对性的延迟优化。

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hermes - 💡(How to fix) Fix [Windows 原生] 微信 Gateway 回复延迟偏高(8-13s vs CLI 3-5s) [1 participants]