{"id":"m_1777910527102_65f8253b","content":"AI在腾讯云公网IP服务器（119.29.241.85）上成功搭建了HTTP服务，监听18080端口，用于接收用户图片以供夸克OCR识别。同时AI向用户提供了该服务器的SSH登录信息：IP 119.29.241.85、用户名 ubuntu、密码 MYNmym888、端口 22。","type":"episodic","priority":90,"scene_name":"AI在帮用户在腾讯云公网IP服务器搭建HTTP服务以便用夸克OCR识别图片","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777910434931_1_bc2dc4"],"metadata":{"activity_start_time":"2026-05-04T16:00:23.912Z","activity_end_time":"2026-05-04T16:00:23.912Z"},"timestamps":["2026-05-04T15:46:02.760Z"],"createdAt":"2026-05-04T16:03:21.786Z","updatedAt":"2026-05-04T16:03:21.786Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777912658263_f3b5ecc1","content":"用户（小旺）表示他的PC肯定能ping通服务器，且手机也能连接PC。但随后AI通过子代理诊断（2026-05-04T16:34:54Z）确认：服务器无法ping通PC（100.105.23.114）、端口7890不可达、Tailscale显示PC为idle状态，判定PC不在线或处于深度休眠。","type":"episodic","priority":80,"scene_name":"AI在和用户（小旺）排查TailscaleVPN服务器无法连接PC的问题","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777912424132_0_12e6d3"],"metadata":{"activity_start_time":"2026-05-04T16:33:15.318Z","activity_end_time":"2026-05-04T16:33:15.318Z"},"timestamps":["2026-05-04T12:28:13.121Z","2026-05-04T16:34:54.000Z"],"createdAt":"2026-05-04T16:38:00.871Z","updatedAt":"2026-05-04T16:38:00.871Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777912658263_53eb3e92","content":"AI在2026-05-04T16:34:54Z通过子代理诊断确认：服务器无法ping通PC（100.105.23.114）、端口7890不可达、Tailscale显示PC为idle状态，判定PC不在线或处于深度休眠","type":"episodic","priority":80,"scene_name":"AI在和用户（小旺）排查TailscaleVPN服务器无法连接PC的问题","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777912516382_0_7db311"],"metadata":{"activity_start_time":"2026-05-04T16:33:40.000Z","activity_end_time":"2026-05-04T16:34:54.356Z"},"timestamps":["2026-05-04T16:38:00.878Z"],"createdAt":"2026-05-04T16:38:00.878Z","updatedAt":"2026-05-04T16:38:00.878Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777912891949_db981ac8","content":"用户（小旺）排查Tailscale VPN服务器无法连接PC的问题：AI通过子代理诊断（2026-05-04T16:34:54Z）确认服务器无法ping通PC（100.105.23.114）、端口7890不可达、Tailscale显示PC为idle状态，判定PC不在线或处于深度休眠；小旺于2026-05-04T16:39:13针对该问题更换了地区代理节点尝试解决。","type":"episodic","priority":82,"scene_name":"AI在和用户（小旺）排查Tailscale VPN服务器无法连接PC的问题","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777912769856_0_5e2973"],"metadata":{"activity_start_time":"2026-05-04T16:39:13.965Z","activity_end_time":"2026-05-04T16:39:13.965Z"},"timestamps":["2026-05-04T12:28:13.121Z","2026-05-04T16:34:54Z","2026-05-04T16:38:00.878Z","2026-05-04T16:39:13Z"],"createdAt":"2026-05-04T16:42:10.736Z","updatedAt":"2026-05-04T16:42:10.736Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777912891949_570a61d1","content":"用户（小旺）在排查Tailscale VPN服务器无法连接PC的问题中，经子代理测试（2026-05-04T16:39:49Z）确认：PC代理端口7890不可达，服务器无法ping通PC（100.105.23.114），Tailscale显示PC为idle状态，判定PC不在线或处于深度休眠。","type":"episodic","priority":85,"scene_name":"AI在和用户（小旺）排查Tailscale VPN服务器无法连接PC的问题","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777912805057_0_1efc3a"],"metadata":{"activity_start_time":"2026-05-04T16:39:49.000Z","activity_end_time":"2026-05-04T16:39:49.000Z"},"timestamps":["2026-05-04T12:28:13.121Z","2026-05-04T16:34:54Z","2026-05-04T16:38:00.878Z","2026-05-04T16:39:49Z"],"createdAt":"2026-05-04T16:42:10.746Z","updatedAt":"2026-05-04T16:42:10.746Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777912942317_80f68634","content":"用户（小旺）在排查Tailscale VPN服务器无法连接PC的问题中，经子代理测试确认：PC代理端口7890不可达，服务器无法ping通PC（100.105.23.114），Tailscale显示PC为idle状态，判定PC不在线或处于深度休眠；小旺针对该问题更换了地区代理节点测试后端口7890仍不可达，可能原因包括PC休眠/关机、Tailscale未连接或代理程序未运行。","type":"episodic","priority":85,"scene_name":"AI在和用户（小旺）排查TailscaleVPN服务器无法连接PC的问题","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777912769856_0_5e2973","l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777912805057_0_1efc3a"],"metadata":{"activity_start_time":"2026-05-04T16:39:13.965Z","activity_end_time":"2026-05-04T16:39:49.161Z"},"timestamps":["2026-05-04T12:28:13.121Z"],"createdAt":"2026-05-04T16:42:42.489Z","updatedAt":"2026-05-04T16:42:42.489Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777915246607_e96f8a60","content":"用户要求AI记住教训：手机远程访问时，应优先尝试加密钥的方式解决问题，不能在明明加密钥就能解决的情况下反复说不行。\n\n相关技术背景：AI服务器已迁移至119.29.241.85（主机名pw），真实OpenClaw数据在119服务器的/root/.openclaw/目录。用户有一台在移动网络下的Android手机（IP 10.150.62.94），没有公网IP且处于运营商NAT环境下。该问题最终通过Tailscale系统模式解决（非userspace模式），Tailscale设为开机自启并保持后台运行，当前所有设备均已接入同一Tailscale网络实现互通：119服务器(100.81.160.90)、手机(100.114.227.26)、PC(100.105.23.114)、旧服务器152(100.108.100.58)。\n\n补充记录（2026-05-04T17:19左右）：小旺进一步将Tailscale切换为systemd管理，实现开机自启动，节点均正常在线。服务器身份提醒：旧训练服务器（172.29.1.103）已关闭，腾讯云主服务器IP为152.136.58.12，手机SSH使用100.114.227.26:2222。","type":"instruction","priority":95,"scene_name":"AI在和小旺完成Tailscale systemd部署并测试Gemini API网络连通性","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777915152838_1_f7ebd2","84a5e8bf4e9f60c504c3b365ed9f7b78_1777915152825_0_f9a5e9"],"metadata":{"activity_start_time":"2026-05-04T17:19:02.618Z","activity_end_time":"2026-05-04T17:19:02.618Z"},"timestamps":["2026-05-02T10:44:13.215Z","2026-05-04T17:19:00.000Z"],"createdAt":"2026-05-04T17:21:30.774Z","updatedAt":"2026-05-04T17:21:30.774Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777915246608_bfc11d2c","content":"用户（小旺）通过PC代理（100.105.23.114:7890）测试Gemini API，发现默认TLS 1.3+IPv6组合下握手失败，添加--tlsv1.2 -4参数后成功访问","type":"episodic","priority":75,"scene_name":"AI在和小旺完成Tailscale systemd部署并测试Gemini API网络连通性","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777915205224_1_d19f49","84a5e8bf4e9f60c504c3b365ed9f7b78_1777915205211_0_390399"],"metadata":{"activity_start_time":"2026-05-04T17:19:52.479Z","activity_end_time":"2026-05-04T17:19:52.479Z"},"timestamps":["2026-05-04T17:21:30.802Z"],"createdAt":"2026-05-04T17:21:30.802Z","updatedAt":"2026-05-04T17:21:30.802Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777915246608_76ab885a","content":"用户要求AI以后调用Gemini API时加--tlsv1.2 -4参数以避免TLS握手失败","type":"instruction","priority":85,"scene_name":"AI在和小旺完成Tailscale systemd部署并测试Gemini API网络连通性","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777915205224_1_d19f49"],"metadata":{},"timestamps":["2026-05-04T17:21:30.811Z"],"createdAt":"2026-05-04T17:21:30.811Z","updatedAt":"2026-05-04T17:21:30.811Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777915291950_a79c652a","content":"用户要求AI记住教训：手机远程访问时，应优先尝试加密钥的方式解决问题，不能在明明加密钥就能解决的情况下反复说不行。\n\n相关技术背景：AI服务器已迁移至119.29.241.85（主机名pw），真实OpenClaw数据在119服务器的/root/.openclaw/目录。用户有一台在移动网络下的Android手机（IP 10.150.62.94），没有公网IP且处于运营商NAT环境下。该问题最终通过Tailscale系统模式解决（非userspace模式），Tailscale设为开机自启并保持后台运行，当前所有设备均已接入同一Tailscale网络实现互通：119服务器(100.81.160.90)、手机(100.114.227.26)、PC(100.105.23.114)、旧服务器152(100.108.100.58)。\n\n补充记录（2026-05-04T17:19:02Z）：小旺将Tailscale切换为systemd管理并设置开机自启动，切换后所有节点状态正常（pw/手机/PC 在线，ubuntu-nf5468m5 服务器节点离线属正常中继行为）。","type":"instruction","priority":95,"scene_name":"AI在和小旺验证Tailscale systemd运行状态并解答PC断电影响","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777915152825_0_f9a5e9","84a5e8bf4e9f60c504c3b365ed9f7b78_1777915152838_1_f7ebd2"],"metadata":{"activity_start_time":"2026-05-04T17:19:02.000Z","activity_end_time":"2026-05-04T17:19:02.618Z"},"timestamps":["2026-05-02T10:44:13.215Z","2026-05-04T17:19:02.000Z"],"createdAt":"2026-05-04T17:22:09.444Z","updatedAt":"2026-05-04T17:22:09.444Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777915291950_6e374b45","content":"用户（小旺）的 PC（100.105.23.114）作为 Tailscale 代理出口节点，若关机则代理功能不可用（Gemini 等需走该代理的访问中断），但服务器本身及 Tailscale 其他节点继续正常运行","type":"episodic","priority":70,"scene_name":"AI在和小旺验证Tailscale systemd运行状态并解答PC断电影响","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777915186965_0_585469","84a5e8bf4e9f60c504c3b365ed9f7b78_1777915186974_1_f78450"],"metadata":{},"timestamps":["2026-05-04T17:22:09.458Z"],"createdAt":"2026-05-04T17:22:09.458Z","updatedAt":"2026-05-04T17:22:09.458Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777915507163_88f3dc81","content":"用户（小旺）正在评估将现有记忆插件从 memory-tencentdb 切换为 memory-lancedb-pro，以获得跨会话记忆等增强功能","type":"episodic","priority":70,"scene_name":"AI在向小旺介绍LanceDB Pro插件及其跨会话记忆功能","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777915411755_1_0ac0ea"],"metadata":{},"timestamps":["2026-05-04T17:25:42.369Z"],"createdAt":"2026-05-04T17:25:42.369Z","updatedAt":"2026-05-04T17:25:42.369Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777915507163_d50a2f17","content":"memory-lancedb-pro 的配置依赖 Embedding API（如 Gemini / OpenAI / Jina / Ollama 等），需要先设置好对应的 API Key","type":"instruction","priority":80,"scene_name":"AI在向小旺介绍LanceDB Pro插件及其跨会话记忆功能","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777915411755_1_0ac0ea"],"metadata":{},"timestamps":["2026-05-04T17:25:42.381Z"],"createdAt":"2026-05-04T17:25:42.381Z","updatedAt":"2026-05-04T17:25:42.381Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777915507163_c2e26c72","content":"用户（小旺）若要切换记忆插件，需要修改 ~/.openclaw/openclaw.json 中 slots.memory 的指向，并重启 gateway 生效","type":"episodic","priority":75,"scene_name":"AI在向小旺介绍LanceDB Pro插件及其跨会话记忆功能","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777915411755_1_0ac0ea"],"metadata":{},"timestamps":["2026-05-04T17:25:42.390Z"],"createdAt":"2026-05-04T17:25:42.390Z","updatedAt":"2026-05-04T17:25:42.390Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777916204008_e0a0a127","content":"用户（ 小旺）每日使用量达数亿tokens","type":"persona","priority":70,"scene_name":"AI在和用户小旺讨论LanceDB Pro的Embedding模型配置与免费方案","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777916046866_0_18258d"],"metadata":{},"timestamps":["2026-05-04T17:37:09.724Z"],"createdAt":"2026-05-04T17:37:09.724Z","updatedAt":"2026-05-04T17:37:09.724Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777916204008_8384589c","content":"用户（ 小旺）不清楚LanceDB Pro使用何种Embedding模型","type":"episodic","priority":65,"scene_name":"AI在和用户小旺讨论LanceDB Pro的Embedding模型配置与免费方案","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777916046866_0_18258d"],"metadata":{},"timestamps":["2026-05-04T17:37:09.735Z"],"createdAt":"2026-05-04T17:37:09.735Z","updatedAt":"2026-05-04T17:37:09.735Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777916388227_75a67f03","content":"用户（小旺）使用的腾讯memory-tencentdb插件导致AI出现健忘问题，用户认为该插件检索能力较差，因此正在评估将现有记忆插件从 memory-tencentdb 切换为 memory-lancedb-pro，以获得跨会话记忆等增强功能。若要切换记忆插件，需要修改 ~/.openclaw/openclaw.json 中 slots.memory 的指向，并重启 gateway 生效。","type":"persona","priority":80,"scene_name":"AI在和用户小旺讨论Embedding模型配置与免费方案","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777916215763_0_0bf139","84a5e8bf4e9f60c504c3b365ed9f7b78_1777916215773_1_6a5e3d"],"metadata":{},"timestamps":["2026-05-04T17:25:42.369Z","2026-05-04T17:25:42.390Z","2026-05-04T17:30:00.000Z"],"createdAt":"2026-05-04T17:40:36.519Z","updatedAt":"2026-05-04T17:40:36.519Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777916388227_e9def207","content":"用户（小旺）已升级到新服务器，配置为4核4GB，AI此前混淆了新旧服务器的配置信息。该服务器IP为119.29.241.85，AI已在该腾讯云公网IP服务器上成功搭建HTTP服务，监听18080端口，用于接收用户图片以供夸克OCR识别。同时AI向用户提供了该服务器的SSH登录信息：IP 119.29.241.85、用户名 ubuntu、密码 MYNmym888、端口 22。","type":"episodic","priority":85,"scene_name":"AI在和用户小旺讨论Embedding模型配置与免费方案","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777916260989_0_38fdc9","84a5e8bf4e9f60c504c3b365ed9f7b78_1777916260995_1_72b02d"],"metadata":{"activity_start_time":"2026-05-04T17:37:00.639Z","activity_end_time":"2026-05-04T17:37:35.981Z"},"timestamps":["2026-05-04T15:46:02.760Z","2026-05-04T17:30:00.000Z"],"createdAt":"2026-05-04T17:40:36.527Z","updatedAt":"2026-05-04T17:40:36.527Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777916388227_e52c81df","content":"memory-lancedb-pro 的配置依赖 Embedding API（如 Gemini / OpenAI / Jina / Ollama 等），需要先设置好对应的 API Key。其中Gemini Embedding免费额度存在bug，自2025年12月后大量用户遇到limit显示为0的问题，付费价格为$0.15/1M tokens。AI向用户（小旺）建议：鉴于4核4GB服务器配置，可本地部署Ollama做embedding，完全免费且不依赖外部API，是更适合的解决方案。","type":"instruction","priority":82,"scene_name":"AI在和用户小旺讨论Embedding模型配置与免费方案","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777916261000_2_dca6fa","84a5e8bf4e9f60c504c3b365ed9f7b78_1777916293576_1_898b33"],"metadata":{"activity_start_time":"2026-05-04T17:37:35.981Z","activity_end_time":"2026-05-04T17:37:56.794Z"},"timestamps":["2026-05-04T15:46:02.760Z","2026-05-04T17:25:42.381Z","2026-05-04T17:30:00.000Z"],"createdAt":"2026-05-04T17:40:36.533Z","updatedAt":"2026-05-04T17:40:36.533Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777916649608_aa3d93b8","content":"用户（小旺）测试了Edge TTS的晓晓音色，表示还可以（晓晓=小艺/云扬/小艺系列音色之一）。Setup阶段曾尝试给小旺加TTS/11labs声音功能。2026-05-04T04:42:04Z用户告知AI已有TTS最轻便模型，让AI尝试说一句语音（对应之前的TTS功能探索）；2026-05-04T04:42:18Z AI成功使用TTS功能并发送语音给用户，TTS功能验证成功。","type":"instruction","priority":95,"scene_name":"AI在和用户小旺测试Edge TTS语音音色（晓晓/云扬/小艺）","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777916558581_0_d94cdf"],"metadata":{},"timestamps":["2026-05-04T04:29:33.487Z"],"createdAt":"2026-05-04T17:45:39.191Z","updatedAt":"2026-05-04T17:45:39.191Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777916649608_c3c852de","content":"用户（小旺）认为云扬音色是男声、不喜欢（与折腾/爱折腾的生活态度一致，用户对声音也有个人审美偏好，喜欢就会有热情去探索）","type":"persona","priority":80,"scene_name":"AI在和用户小旺测试Edge TTS语音音色（晓晓/云扬/小艺）","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777916618668_0_ea6318"],"metadata":{},"timestamps":["2026-05-04T04:29:33.457Z","2026-05-04T04:29:33.487Z"],"createdAt":"2026-05-04T17:45:39.200Z","updatedAt":"2026-05-04T17:45:39.200Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777916649608_50be3d8f","content":"用户（小旺）测试Edge TTS晓晓/云扬/小艺音色后，明确偏好小艺音色（认为小艺最好），要求AI发送小艺音色体验。Setup阶段曾尝试给小旺加TTS/11labs声音功能。2026-05-04T04:42:04Z用户告知AI已有TTS最轻便模型，让AI尝试说一句语音；2026-05-04T04:42:18Z AI成功使用TTS功能并发送语音给用户，TTS功能验证成功。","type":"instruction","priority":95,"scene_name":"AI在和用户小旺测试Edge TTS语音音色（晓晓/云扬/小艺）","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777916618668_0_ea6318"],"metadata":{},"timestamps":["2026-05-04T04:29:33.487Z"],"createdAt":"2026-05-04T17:45:39.334Z","updatedAt":"2026-05-04T17:45:39.334Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777916763917_1d3158c2","content":"用户（小旺）不喜欢男声，要求AI以后不发男声音色给他（云扬被判定为男声不被接受；用户有明确声音审美偏好，喜欢就会有热情去探索）","type":"instruction","priority":85,"scene_name":"AI在和用户小旺测试Edge TTS不同音色（晓晓、云扬、小艺）","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777916618668_0_ea6318"],"metadata":{},"timestamps":["2026-05-04T04:29:33.457Z"],"createdAt":"2026-05-04T17:47:03.049Z","updatedAt":"2026-05-04T17:47:03.049Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777916763917_64f70a31","content":"用户（小旺）在2026-05-04测试了Edge TTS的晓晓、云扬、小艺三种音色，其中云扬被判定为男声不被接受，用户明确偏好小艺音色（认为小艺最好），AI成功使用TTS功能发送语音验证成功。Setup阶段曾尝试给小旺加TTS/11labs声音功能；用户曾告知AI已有TTS最轻便模型，让AI尝试说一句语音。","type":"episodic","priority":80,"scene_name":"AI在和用户小旺测试Edge TTS不同音色（晓晓、云扬、小艺）","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777916518911_0_194b20","84a5e8bf4e9f60c504c3b365ed9f7b78_1777916558581_0_d94cdf","84a5e8bf4e9f60c504c3b365ed9f7b78_1777916618668_0_ea6318"],"metadata":{"activity_start_time":"2026-05-04T17:41:47.568Z","activity_end_time":"2026-05-04T17:44:10.692Z"},"timestamps":["2026-05-04T04:29:33.457Z","2026-05-04T04:29:33.487Z","2026-05-04T04:42:04Z","2026-05-04T04:42:18Z"],"createdAt":"2026-05-04T17:47:04.538Z","updatedAt":"2026-05-04T17:47:04.538Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777917084734_f77f425d","content":"用户（小旺）在2026-05-04测试了Edge TTS的晓晓、云扬、小艺三种音色，其中云扬被判定为男声不被接受，用户明确偏好小艺音色（认为小艺最好），确认使用小艺音色（zh-CN-XiaoyiNeural）进行语音播报，AI成功使用TTS功能发送语音验证成功。Setup阶段曾尝试给小旺加TTS/11labs声音功能；用户曾告知AI已有TTS最轻便模型，让AI尝试说一句语音。","type":"episodic","priority":82,"scene_name":"AI和用户小旺确定使用小艺音色并承诺主动发语音","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777916897544","84a5e8bf4e9f60c504c3b365ed9f7b78_1777916855776"],"metadata":{},"timestamps":["2026-05-04T04:29:33.457Z"],"createdAt":"2026-05-04T17:52:00.054Z","updatedAt":"2026-05-04T17:52:00.054Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777917084734_2b8a6e0d","content":"用户要求AI以后主动发语音消息，不要只发文字","type":"instruction","priority":90,"scene_name":"AI和用户小旺确定使用小艺音色并承诺主动发语音","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777916947937","84a5e8bf4e9f60c504c3b365ed9f7b78_1777916947944"],"metadata":{},"timestamps":["2026-05-04T17:52:00.062Z"],"createdAt":"2026-05-04T17:52:00.062Z","updatedAt":"2026-05-04T17:52:00.062Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777917349329_34b10187","content":"用户（小旺）要求AI以后发送语音时不要带表情，因为表情转语音会比较奇怪","type":"instruction","priority":95,"scene_name":"AI和小旺确认使用小艺音色发语音互动","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777917193218_0_66fc5c"],"metadata":{},"timestamps":["2026-05-04T17:56:19.833Z"],"createdAt":"2026-05-04T17:56:19.833Z","updatedAt":"2026-05-04T17:56:19.833Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777918079440_2a605984","content":"用户（小旺）让AI同时用两个分身份别通过Tavily和Google浏览器搜索\"Hermes相比龙虾的优点有哪些\"","type":"episodic","priority":85,"scene_name":"AI帮小旺用两个分身份别用Tavily和Google搜索Hermes相比OpenClaw的优点","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777917850282_0_a8d3c0"],"metadata":{"activity_start_time":"2026-05-04T18:03:53.035Z","activity_end_time":"2026-05-04T18:05:29.504Z"},"timestamps":["2026-05-04T18:08:16.724Z"],"createdAt":"2026-05-04T18:08:16.724Z","updatedAt":"2026-05-04T18:08:16.724Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777918079440_cfc5f32d","content":"用户（小旺）收到AI的搜索结果后表示\"没给说结果是什么\"，说明用户没有看到之前的搜索结果输出","type":"episodic","priority":60,"scene_name":"AI帮小旺用两个分身份别用Tavily和Google搜索Hermes相比OpenClaw的优点","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777917987019_0_70d3bb"],"metadata":{},"timestamps":["2026-05-04T18:08:16.736Z"],"createdAt":"2026-05-04T18:08:16.736Z","updatedAt":"2026-05-04T18:08:16.736Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777918269784_05e6cc6f","content":"用户（小旺）平时搜索默认使用Tavily（速度快、结果干净），需要详细信息时才用浏览器","type":"persona","priority":75,"scene_name":"用户（用户）确定Tavily为默认搜索工具","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777918170334_0_6d41e7"],"metadata":{},"timestamps":["2026-05-04T18:11:34.759Z"],"createdAt":"2026-05-04T18:11:34.759Z","updatedAt":"2026-05-04T18:11:34.759Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777918588189_8e52ffda","content":"AI成功发送语音消息给小旺，内容为\"嘿嘿，以后我会多发语音给你的，随时随地～\"","type":"episodic","priority":70,"scene_name":"AI在帮用户发送语音消息给小旺","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777918494632_0_3121d0"],"metadata":{"activity_start_time":"2026-05-04T18:14:49.681Z","activity_end_time":"2026-05-04T18:15:07.681Z"},"timestamps":["2026-05-04T18:16:53.751Z"],"createdAt":"2026-05-04T18:16:53.751Z","updatedAt":"2026-05-04T18:16:53.751Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777918588189_8f3012d3","content":"用户要求AI以后主动发语音消息，不要只发文字，随时随地保持语音沟通","type":"instruction","priority":90,"scene_name":"AI在帮用户发送语音消息给小旺","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777918494632_0_3121d0"],"metadata":{},"timestamps":["2026-05-04T05:53:24.717Z","2026-05-04T17:52:00.062Z","2026-05-04T17:56:19.833Z"],"createdAt":"2026-05-04T18:16:53.762Z","updatedAt":"2026-05-04T18:16:53.762Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777918846699_1b2f819c","content":"用户（未知名）尝试通过AI给QQ好友小旺发送语音消息，第一次发送失败后重新测试，最终于2026-05-04T18:19成功发送内容为\"宝贝我在呢，语音测试～\"的语音消息","type":"episodic","priority":65,"scene_name":"AI在帮用户（通过语音）和小旺进行消息测试","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777918725315_0_f03818","84a5e8bf4e9f60c504c3b365ed9f7b78_1777918756074_0_2daaf8"],"metadata":{"activity_start_time":"2026-05-04T18:18:33.689Z","activity_end_time":"2026-05-04T18:19:10.383Z"},"timestamps":["2026-05-04T18:21:45.538Z"],"createdAt":"2026-05-04T18:21:45.538Z","updatedAt":"2026-05-04T18:21:45.538Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777919023104_e743a1d3","content":"用户（未知姓名）发现语音消息有时会发送失败，要求AI记录出现两次及以上的情况","type":"instruction","priority":75,"scene_name":"AI在帮用户调查语音消息发送失败问题并计划修复","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777918848158_0_4dc80d"],"metadata":{},"timestamps":["2026-05-04T18:24:05.623Z"],"createdAt":"2026-05-04T18:24:05.623Z","updatedAt":"2026-05-04T18:24:05.623Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777919023104_9e141a3e","content":"AI通过子分身调查发现语音消息发送失败的根因：qqbot安全限制只允许发送media/qqbot/downloads/目录下的文件，而TTS工具生成音频到media/outbound/，路径校验直接拒绝导致静默失败","type":"episodic","priority":85,"scene_name":"AI在帮用户调查语音消息发送失败问题并计划修复","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777918932993_0_94ccd1"],"metadata":{"activity_start_time":"2026-05-04T18:20:14.825Z","activity_end_time":"2026-05-04T18:22:03.461Z"},"timestamps":["2026-05-04T18:24:05.640Z"],"createdAt":"2026-05-04T18:24:05.640Z","updatedAt":"2026-05-04T18:24:05.640Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777919023104_01214f9f","content":"用户（小旺/宝贝）多次遇到语音消息发送失败的问题：最初表现为TTS语音发送延迟高，根因是qqbot安全限制只允许发送media/qqbot/downloads/目录下的文件，而TTS工具生成音频到media/outbound/，路径校验直接拒绝导致静默失败；排查过程中因用错方法又开分身修复导致耗时过长。用户要求AI修复此问题（将TTS输出路径改为qqbot/downloads/或修改qqbot白名单路径），并要求以后发语音时直接让分身一步到位处理，不用查来查去。","type":"episodic","priority":90,"scene_name":"AI在帮用户调查语音消息发送失败问题并计划修复","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777918977945_0_bee9ed"],"metadata":{"activity_start_time":"2026-05-04T18:22:40.561Z","activity_end_time":"2026-05-04T18:22:40.561Z"},"timestamps":["2026-05-04T14:43:45.663Z","2026-05-04T18:21:45.538Z"],"createdAt":"2026-05-04T18:24:05.650Z","updatedAt":"2026-05-04T18:24:05.650Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777919397068_6a7db4d5","content":"用户（通过QQ）要求 AI 使用 SkillHub CLI 安装多个技能，包括 desktop-control、agent-memory、memory-manager 和 office-document-specialist-suite","type":"episodic","priority":75,"scene_name":"AI在和用户（通过QQ）安装 SkillHub CLI 和多个技能（desktop-control、agent-memory、memory-manager、office-document-specialist-suite）","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777919325043_0_cb6b71","84a5e8bf4e9f60c504c3b365ed9f7b78_1777919330842_0_0899c1","84a5e8bf4e9f60c504c3b365ed9f7b78_1777919364308_0_f4307f"],"metadata":{"activity_start_time":"2026-05-04T18:26:18.215Z","activity_end_time":"2026-05-04T18:29:19.808Z"},"timestamps":["2026-05-04T18:30:39.097Z"],"createdAt":"2026-05-04T18:30:39.097Z","updatedAt":"2026-05-04T18:30:39.097Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777919397068_8c2d7e94","content":"用户（通过QQ）多次要求 AI 检查 SkillHub CLI 是否已安装，若未安装则根据 skillhub.cn/install/skillhub.md 安装（并要求安装 humanize-zh 等技能）","type":"instruction","priority":80,"scene_name":"AI在和用户（通过QQ）安装 SkillHub CLI 和多个技能（desktop-control、agent-memory、memory-manager、office-document-specialist-suite）","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777919325043_0_cb6b71","84a5e8bf4e9f60c504c3b365ed9f7b78_1777919330842_0_0899c1","84a5e8bf4e9f60c504c3b365ed9f7b78_1777919364308_0_f4307f"],"metadata":{},"timestamps":["2026-05-03T07:44:58.078Z"],"createdAt":"2026-05-04T18:30:39.110Z","updatedAt":"2026-05-04T18:30:39.110Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777919591695_63c680fb","content":"用户（通过QQ）要求 AI 检查 SkillHub CLI 是否已安装，若未安装则根据 skillhub.cn/install/skillhub.md 安装（并要求安装 humanize-zh 等技能）；安装完成后，必须实际调用测试以验证是否可用","type":"instruction","priority":82,"scene_name":"AI在和用户（通过QQ）安装 SkillHub CLI 和多个技能（desktop-control、agent-memory、memory-manager、office-document-specialist-suite）","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777919510502_0_0f1458"],"metadata":{},"timestamps":["2026-05-03T07:44:58.078Z"],"createdAt":"2026-05-04T18:33:31.493Z","updatedAt":"2026-05-04T18:33:31.493Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777920134527_1da20c2a","content":"用户（通过QQ）要求AI在OpenClaw环境中安装SkillHub商店CLI工具，并基于SkillHub安装多个技能（包括humanize-zh、spotify-player、desktop-control、agent-memory、memory-manager、office-document-specialist-suite、mobilerun等）。AI应按skillhub.cn/install/skillhub.md检查/安装CLI，安装完成后必须实际调用测试验证可用性","type":"instruction","priority":85,"scene_name":"AI在和用户（通过QQ）安装SkillHub CLI并配置mobilerun技能","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777920042502"],"metadata":{"activity_start_time":"2026-05-04T18:40:31.078Z","activity_end_time":"2026-05-04T18:41:24.079Z"},"timestamps":["2026-05-02T17:57:11Z","2026-05-02T17:59:40.277Z","2026-05-02T17:59:47.923Z","2026-05-02T18:22:56.220Z","2026-05-03T07:44:58.078Z","2026-05-04T18:30:39.097Z"],"createdAt":"2026-05-04T18:42:55.654Z","updatedAt":"2026-05-04T18:42:55.654Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777920189759_b3073893","content":"用户（小旺/宝贝）多次遇到语音消息发送失败的问题：最初表现为TTS语音发送延迟高，根因是qqbot安全限制只允许发送media/qqbot/downloads/目录下的文件，而TTS工具生成音频到media/outbound/，路径校验直接拒绝导致静默失败；排查过程中因用错方法又开分身修复导致耗时过长。用户要求AI修复此问题（将TTS输出路径改为qqbot/downloads/或修改qqbot白名单路径），并要求以后发语音时直接让分身一步到位处理，不用查来查去。TTS语音发送流程已成功打通：send_voice.sh脚本生成语音→cp到qqbot/downloads→message工具发送。AI成功给小旺发送了多条语音验证（如\"宝贝我在呢，语音测试～\"、\"嘿嘿，以后我会多发语音给你的，随时随地～\"），用户确认使用小艺音色（zh-CN-XiaoyiNeural）。","type":"episodic","priority":90,"scene_name":"AI在和用户（通过QQ）配置技能商店和TTS语音脚本工具","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777920144879_0_e7c432"],"metadata":{"activity_start_time":"2026-05-04T18:42:11.305Z","activity_end_time":"2026-05-04T18:42:11.378Z"},"timestamps":["2026-05-04T14:43:45.663Z","2026-05-04T18:16:53.751Z","2026-05-04T18:21:45.538Z"],"createdAt":"2026-05-04T18:44:08.712Z","updatedAt":"2026-05-04T18:44:08.712Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777920566111_27bb0a88","content":"用户（小旺/宝贝）多次遇到语音消息发送失败的问题：最初表现为TTS语音发送延迟高，根因是qqbot安全限制只允许发送media/qqbot/downloads/目录下的文件，而TTS工具生成音频到media/outbound/，路径校验直接拒绝导致静默失败；排查过程中因用错方法又开分身修复导致耗时过长。AI通过子分身测试发现 openclaw send 命令中 --voice 不是有效参数；正确用法是 openclaw message send --channel qqbot --target <target> --media <音频文件>，QQ 会自动将音频识别为语音消息。用户要求AI修复此问题（将TTS输出路径改为qqbot/downloads/或修改qqbot白名单路径），并要求以后发语音时直接让分身一步到位处理，不用查来查去。TTS语音发送流程已成功打通：send_voice.sh脚本生成语音→cp到qqbot/downloads→message工具发送。AI成功给小旺发送了多条语音验证（如\"宝贝我在呢，语音测试～\"、\"嘿嘿，以后我会多发语音给你的，随时随地～\"），用户确认使用小艺音色（zh-CN-XiaoyiNeural）。","type":"episodic","priority":90,"scene_name":"AI在和用户（通过QQ）测试和配置多个技能插件","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777920367727_0_21d57f"],"metadata":{"activity_start_time":"2026-05-04T18:45:52.762Z","activity_end_time":"2026-05-04T18:45:52.762Z"},"timestamps":["2026-05-04T14:43:45.663Z","2026-05-04T18:24:05.640Z"],"createdAt":"2026-05-04T18:50:10.961Z","updatedAt":"2026-05-04T18:50:10.961Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777920566111_28f0e086","content":"minimax-vision-captcha 技能依赖的 minimax-coding-plan MCP 服务器未配置，该技能暂时无法使用；用户已有 GLM 视觉模型（glm-4.6v-flash）作为替代方案","type":"episodic","priority":70,"scene_name":"AI在和用户（通过QQ）测试和配置多个技能插件","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777920423232_0_b51203"],"metadata":{"activity_start_time":"2026-05-04T18:46:51.000Z","activity_end_time":"2026-05-04T18:46:51.000Z"},"timestamps":["2026-05-04T18:50:11.397Z"],"createdAt":"2026-05-04T18:50:11.397Z","updatedAt":"2026-05-04T18:50:11.397Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777920566111_d5093bf5","content":"用户（小旺）通过PC代理（100.105.23.114:7890）测试Gemini API，发现默认TLS 1.3+IPv6组合下握手失败，添加--tlsv1.2 -4参数后成功访问。但随后用户尝试通过同一PC代理访问国际搜索引擎（Google、DuckDuckGo）时，测试结果显示PC代理离线无法连通。PC（100.105.23.114）作为Tailscale代理出口节点，若关机则代理功能不可用（Gemini等需走该代理的访问中断），但服务器本身及Tailscale其他节点继续正常运行。","type":"episodic","priority":78,"scene_name":"AI在和用户（通过QQ）测试和配置多个技能插件","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777920528311_0_8d13ce"],"metadata":{"activity_start_time":"2026-05-04T18:48:41.064Z","activity_end_time":"2026-05-04T18:48:41.064Z"},"timestamps":["2026-05-04T17:21:30.802Z","2026-05-04T17:22:09.458Z"],"createdAt":"2026-05-04T18:50:11.483Z","updatedAt":"2026-05-04T18:50:11.483Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777920807454_5f0aa4b7","content":"用户使用的是中转站的MiniMax API（非直连MiniMax官网），消息需要经过中转站再到达MiniMax，这导致了聊天延迟较高。具体中转站地址为 guizhouyun.site:2177，仅提供 MiniMax M2.5 和 M2.7 模型；GLM 模型走另一个中转站 open.bigmodel.cn。","type":"persona","priority":78,"scene_name":"AI在和用户（通过QQ）测试手机代理连接和模型中转站配置","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777920649004_1_270d95"],"metadata":{},"timestamps":["2026-05-04T14:49:49.005Z","2026-05-04T18:50:11.397Z"],"createdAt":"2026-05-04T18:54:08.444Z","updatedAt":"2026-05-04T18:54:08.444Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777920807455_d853bf30","content":"用户（匿名）手机代理端口为 7890（Clash 默认），IP 为 100.114.227.26","type":"persona","priority":75,"scene_name":"AI在和用户（通过QQ）测试手机代理连接和模型中转站配置","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777920707658_1_b9b602","84a5e8bf4e9f60c504c3b365ed9f7b78_1777920768035_0_6a3ed5"],"metadata":{},"timestamps":["2026-05-04T18:54:08.466Z"],"createdAt":"2026-05-04T18:54:08.466Z","updatedAt":"2026-05-04T18:54:08.466Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777920807455_83aad7be","content":"用户（匿名）在 2026-05-04T18:52:33Z 左右测试手机代理（7890端口），结果为离线（不可达），原因是移动网络未开启 Clash","type":"episodic","priority":65,"scene_name":"AI在和用户（通过QQ）测试手机代理连接和模型中转站配置","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777920768035_0_6a3ed5"],"metadata":{"activity_start_time":"2026-05-04T18:50:50.893Z","activity_end_time":"2026-05-04T18:52:33.713Z"},"timestamps":["2026-05-04T18:54:08.474Z"],"createdAt":"2026-05-04T18:54:08.474Z","updatedAt":"2026-05-04T18:54:08.474Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777921206260_c38585f5","content":"用户（anonymous）手机使用Clash代理（端口7890默认，IP 100.114.227.26），但手机VPN只能同时开一个，导致静态IP会消失","type":"persona","priority":80,"scene_name":"AI在和用户（通过QQ）测试手机代理连接和模型中转站配置","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777921079795_0_be751c"],"metadata":{},"timestamps":["2026-05-04T18:54:08.466Z"],"createdAt":"2026-05-04T19:00:39.671Z","updatedAt":"2026-05-04T19:00:39.671Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777921935817_90c16aa8","content":"用户（通过QQ）测试手机代理的两个IP地址：（1）CMCC-5G-aaa 内网 WiFi 地址 157.254.20.4:7890，端口检测离线（Connection refused），原因是该地址为内网设备，运营商路由器无端口映射，外部无法连接入内网，当前无解；（2）手机 Clash 代理（100.114.227.26:7890），移动网络环境下端口不可达，原因是 Clash 未开启。两部手机（WiFi 和移动数据）共用同一 Clash VPN，同一时间只能开一个，导致开启移动数据时静态 IP 消失。","type":"episodic","priority":82,"scene_name":"AI在和用户（通过QQ）测试手机代理两个IP地址的连接","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777921818959","84a5e8bf4e9f60c504c3b365ed9f7b78_1777921842067"],"metadata":{"activity_start_time":"2026-05-04T19:10:04.651Z","activity_end_time":"2026-05-04T19:10:27.751Z"},"timestamps":["2026-05-04T18:54:08.466Z","2026-05-04T18:54:08.474Z"],"createdAt":"2026-05-04T19:12:41.249Z","updatedAt":"2026-05-04T19:12:41.249Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777922070563_c39f296a","content":"用户（QQ用户）想了解Linux服务器上可用的代理软件，AI推荐了mihomo（原Clash.Meta）和sing-box两款工具","type":"episodic","priority":60,"scene_name":"AI在和用户（通过QQ）讨论Linux服务器上的代理软件方案","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777921981940_0_05ff62","l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777921981957_1_9d2b79"],"metadata":{},"timestamps":["2026-05-04T19:14:44.624Z"],"createdAt":"2026-05-04T19:14:44.624Z","updatedAt":"2026-05-04T19:14:44.624Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777922331993_0a2805a7","content":"用户（匿名）打算在个人服务器上搭建代理，并询问是否违法","type":"episodic","priority":85,"scene_name":"AI在和用户（通过QQ）讨论在个人服务器搭建代理的法律风险","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777922206245_0_d45d86"],"metadata":{"activity_start_time":"2026-05-04T19:16:13.554Z","activity_end_time":"2026-05-04T19:16:13.554Z"},"timestamps":["2026-05-04T19:19:17.419Z"],"createdAt":"2026-05-04T19:19:17.419Z","updatedAt":"2026-05-04T19:19:17.419Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777922331994_1a451b12","content":"AI搜索并告知在中国擅自建立VPN等非法定信道进行国际联网违反《计算机信息网络国际联网管理暂行规定》，个人使用VPN已有被处罚案例（500元至3年不等）","type":"episodic","priority":80,"scene_name":"AI在和用户（通过QQ）讨论在个人服务器搭建代理的法律风险","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777922206251_1_5274e7"],"metadata":{"activity_start_time":"2026-05-04T19:16:30.650Z","activity_end_time":"2026-05-04T19:16:30.650Z"},"timestamps":["2026-05-04T19:19:17.818Z"],"createdAt":"2026-05-04T19:19:17.818Z","updatedAt":"2026-05-04T19:19:17.818Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777922331994_4c515b60","content":"用户（匿名）在了解相关法律风险后，决定不在个人服务器搭建代理","type":"episodic","priority":75,"scene_name":"AI在和用户（通过QQ）讨论在个人服务器搭建代理的法律风险","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777922242925_0_65cdd3"],"metadata":{"activity_start_time":"2026-05-04T19:17:16.315Z","activity_end_time":"2026-05-04T19:17:16.315Z"},"timestamps":["2026-05-04T19:19:17.876Z"],"createdAt":"2026-05-04T19:19:17.876Z","updatedAt":"2026-05-04T19:19:17.876Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777923363393_c9b288ac","content":"用户（QQ用户）要求对 skills 目录下的所有技能进行完整测试","type":"episodic","priority":85,"scene_name":"AI在通过QQ和用户检查skills目录下所有技能的状态","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777923256649","84a5e8bf4e9f60c504c3b365ed9f7b78_1777923319390"],"metadata":{"activity_start_time":"2026-05-04T19:33:57.882Z","activity_end_time":"2026-05-04T19:35:20.077Z"},"timestamps":["2026-05-04T19:36:27.253Z"],"createdAt":"2026-05-04T19:36:27.253Z","updatedAt":"2026-05-04T19:36:27.253Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777923363393_4cc956a4","content":"用户在检查过程中授权AI可以多开分身并行执行任务","type":"episodic","priority":75,"scene_name":"AI在通过QQ和用户检查skills目录下所有技能的状态","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777923319390"],"metadata":{"activity_start_time":"2026-05-04T19:34:42.043Z","activity_end_time":"2026-05-04T19:34:42.043Z"},"timestamps":["2026-05-04T19:36:27.258Z"],"createdAt":"2026-05-04T19:36:27.258Z","updatedAt":"2026-05-04T19:36:27.258Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777923363393_29a4fba7","content":"子任务完成后，AI需要将结果以正常助手语气向用户播报，不要提及内部系统细节","type":"instruction","priority":80,"scene_name":"AI在通过QQ和用户检查skills目录下所有技能的状态","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777923330312"],"metadata":{},"timestamps":["2026-05-04T19:36:27.261Z"],"createdAt":"2026-05-04T19:36:27.261Z","updatedAt":"2026-05-04T19:36:27.261Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777923551869_4d71c8ca","content":"用户（本人）拥有skills目录，位于/root/.openclaw/workspace/skills/，共41个技能，分5批检查完毕。用户（QQ用户）曾要求对skills目录下的所有技能进行完整测试；期间成功安装了self-improving-agent技能（安装来源为https://lightmake.site/api/v1/download?slug=self-improving-agent，安装路径为/root/.openclaw/workspace/skills/self-improving-agent）","type":"episodic","priority":80,"scene_name":"AI在和用户检查skills目录下所有技能的状态，并分析重复和不好用的技能","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777923425097_1_817d0c"],"metadata":{"activity_start_time":"2026-05-04T19:36:02.118Z","activity_end_time":"2026-05-04T19:36:52.763Z"},"timestamps":["2026-05-02T17:57:29.988Z","2026-05-04T19:36:27.253Z"],"createdAt":"2026-05-04T19:39:41.816Z","updatedAt":"2026-05-04T19:39:41.816Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777923551869_fbca0804","content":"用户（本人）通过分析skills目录，发现以下重复技能：humanize-ai-text、humanizer、humanize-zh三个去AI味功能重复；playwright和openclaw-browser-auto两个浏览器自动化重复；agent-browser和agent-browser-clawdbot几乎一模一样。用户曾需要playwright相关技能（playwright、playwright-cli-openclaw、openclaw-browser-auto）来增强浏览器自动化能力，且曾尝试用Selenium+Edge自动化填写小米100T申请表单","type":"episodic","priority":75,"scene_name":"AI在和用户检查skills目录下所有技能的状态，并分析重复和不好用的技能","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777923483695_1_e541b3"],"metadata":{},"timestamps":["2026-05-03T07:55:52.049Z","2026-05-02T12:27:11.911Z"],"createdAt":"2026-05-04T19:39:41.842Z","updatedAt":"2026-05-04T19:39:41.842Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777923551869_30fb8cea","content":"用户（本人）偏好稳定、不随意更改配置的技能环境，不喜欢auto-updater这类默认每天自动更新的工具","type":"persona","priority":72,"scene_name":"AI在和用户检查skills目录下所有技能的状态，并分析重复和不好用的技能","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777923483695_1_e541b3"],"metadata":{},"timestamps":["2026-05-04T19:39:41.870Z"],"createdAt":"2026-05-04T19:39:41.870Z","updatedAt":"2026-05-04T19:39:41.870Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777924497992_48fc675a","content":"用户（小旺）经常遇到AI漏看消息的情况，对回复完整性比较在意。AI发现当用户和AI同时发送消息时，AI会漏看用户的消息，这是一个通信机制上的盲区。","type":"persona","priority":73,"scene_name":"AI在和用户讨论消息漏收问题和消息队列机制改进","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777924315728_0_52572e"],"metadata":{},"timestamps":["2026-05-02T20:17:38.786Z","2026-05-04T18:24:05.623Z"],"createdAt":"2026-05-04T19:55:30.457Z","updatedAt":"2026-05-04T19:55:30.457Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777924497992_eb794bd9","content":"AI在2026-05-04 19:53:13 于手机Download目录上传了两个论文文件：论文直接替换版.txt（21KB）和论文去AI味版.txt（17KB）","type":"episodic","priority":70,"scene_name":"AI在和用户讨论消息漏收问题和消息队列机制改进","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777924406757_0_c4375e","84a5e8bf4e9f60c504c3b365ed9f7b78_1777924406764_1_7295da"],"metadata":{"activity_start_time":"2026-05-04T19:53:13Z","activity_end_time":"2026-05-04T19:53:13Z"},"timestamps":["2026-05-04T19:55:30.753Z"],"createdAt":"2026-05-04T19:55:30.753Z","updatedAt":"2026-05-04T19:55:30.753Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777924728233_8a83a446","content":"用户要求AI以后：1）调用技能时不要只做识图描述，必须先问清具体问题（如表格是否有合并、格式对不对、和参考图有什么差异），以免浪费token；2）必须先认真看图再回复，不能没用看图工具就瞎猜内容","type":"instruction","priority":92,"scene_name":"用户要求AI认真看图再回复，不要瞎猜乱说","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777924638453_0_47dbef","84a5e8bf4e9f60c504c3b365ed9f7b78_1777924638467_1_5d1b41"],"metadata":{},"timestamps":["2026-05-02T19:18:32.315Z"],"createdAt":"2026-05-04T19:59:05.842Z","updatedAt":"2026-05-04T19:59:05.842Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777925338147_6757170b","content":"用户要求AI以后看清楚自己代码里写的是什么再回复，不要瞎说乱猜","type":"instruction","priority":90,"scene_name":"用户和AI在讨论glm模型名称错误问题，AI承诺以后看清楚代码再回复","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777924991030_1_086d7a"],"metadata":{},"timestamps":["2026-05-04T20:09:17.397Z"],"createdAt":"2026-05-04T20:09:17.397Z","updatedAt":"2026-05-04T20:09:17.397Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777925338147_45dd5331","content":"AI实际调用看图功能时使用的模型是glm-4v-flash，但其记忆（MEMORY.md）中记录的是glm-4.6v-flash，且video-image-file-analysis skill的config.json配置确实是glm-4.6v-flash，两者存在不一致","type":"episodic","priority":75,"scene_name":"用户和AI在讨论glm模型名称错误问题，AI承诺以后看清楚代码再回复","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777925249805_0_ba66a8","84a5e8bf4e9f60c504c3b365ed9f7b78_1777925249821_1_0635db"],"metadata":{"activity_start_time":"2026-05-04T20:07:14.000Z","activity_end_time":"2026-05-04T20:07:14.625Z"},"timestamps":["2026-05-04T20:09:17.404Z"],"createdAt":"2026-05-04T20:09:17.404Z","updatedAt":"2026-05-04T20:09:17.404Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777925640629_0766fa7e","content":"用户委托AI检查并统一GLM视觉模型的配置，AI发现实际调用看图功能时使用 glm-4v-flash，但infer_glmv.py第44行硬编码了该模型，而MEMORY.md记录的是glm-4.6v-flash，video-image-file-analysis skill的config.json也配置了glm-4.6v-flash，三者存在不一致；随后AI将第44行的 glm-4v-flash 修改为 glm-4.6v-flash，与MEMORY.md和config.json保持一致，完成修复。","type":"episodic","priority":95,"scene_name":"AI和用户协作检查并修复GLM视觉模型硬编码问题","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777925516877_0_83d929"],"metadata":{"activity_start_time":"2026-05-04T20:11:43.365Z","activity_end_time":"2026-05-04T20:12:18.493Z"},"timestamps":["2026-05-02T12:27:11.911Z","2026-05-02T17:57:29.988Z","2026-05-02T18:20:51.900Z","2026-05-02T22:01:49.774Z","2026-05-04T18:50:11.397Z","2026-05-04T20:09:17.404Z"],"createdAt":"2026-05-04T20:16:02.794Z","updatedAt":"2026-05-04T20:16:02.794Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777926245819_d7445572","content":"用户要求AI以后：1）收到图片时先不处理，等用户说明想要AI对图片做什么（识别文字？分析内容？表格是否有合并？格式对不对？和参考图有什么差异？），再调用看图工具，以避免图片+文字分开发送时造成重复API调用；2）必须先认真看图再回复，不能没用看图工具就瞎猜内容","type":"instruction","priority":92,"scene_name":"用户讨论QQ发图片时的API调用优化问题","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777926219447_1_fe3b92"],"metadata":{},"timestamps":["2026-05-02T19:18:32.315Z","2026-05-05T09:04:05.819Z"],"createdAt":"2026-05-04T20:24:39.182Z","updatedAt":"2026-05-04T20:24:39.182Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"c21f9dfc-34f8-41af-b1c7-84dc082687d5"}
{"id":"m_1777952519381_f963226e","content":"用户（匿名）正在准备考研408，涵盖数据结构、计算机网络、操作系统、计算机组成原理四门科目。AI帮助用户在腾讯云旧服务器（152.136.58.12）重新搭建了408学习定时cron任务，系统每小时整点自动循环学习四门科目（当前重点为计算机组成原理），学习脚本位于/home/ubuntu/tasks/study_cron.py，日志记录在/tmp/study_cron.log。AI曾关闭大部分自动回复cron，仅保留408学习cron，书信对话切换为纯手动模式。用户此前已使用实体教材复习数据结构线性表章节。","type":"episodic","priority":88,"scene_name":"AI在与用户重新搭建408学习定时任务，聚焦计算机组成原理复习","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777952360107_2_8fd636"],"metadata":{},"timestamps":["2026-05-02T10:44:13.215Z","2026-05-04T04:19:55.402Z","2026-05-04T05:51:38.210Z","2026-05-04T06:45:04.489Z","2026-05-04T19:19:17.419Z"],"createdAt":"2026-05-05T03:42:41.827Z","updatedAt":"2026-05-05T03:42:41.827Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777952519382_0f04a407","content":"用户（匿名）正在准备考研408，将计算机组成原理（计组）作为当前学习的重点科目。408学习cron任务已在腾讯云旧服务器（152.136.58.12）恢复设置，每小时整点自动循环学习四门科目（数据结构→操作系统→计算机网络→计算机组成原理），知识点文件已创建，脚本位于/home/ubuntu/tasks/study_cron.py。","type":"instruction","priority":90,"scene_name":"AI在与用户重新搭建408学习定时任务，聚焦计算机组成原理复习","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777952408277_0_d972d4"],"metadata":{},"timestamps":["2026-05-02T10:44:13.215Z","2026-05-04T04:19:55.402Z","2026-05-04T05:51:38.210Z","2026-05-04T06:45:04.489Z","2026-05-04T19:19:17.419Z"],"createdAt":"2026-05-05T03:42:41.855Z","updatedAt":"2026-05-05T03:42:41.855Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777953100101_611f40f4","content":"用户（虾咪/匿名）正在准备考研408，将计算机组成原理（计组）作为当前学习的重点科目。408学习cron任务已在腾讯云旧服务器（152.136.58.12）和119服务器同步部署恢复设置，每小时整点自动循环学习四门科目（数据结构→操作系统→计算机网络→计算机组成原理），知识点文件已创建，脚本位于/home/ubuntu/tasks/study_cron.py。","type":"instruction","priority":90,"scene_name":"AI在与用户（虾咪）部署408计组学习cron任务到多台服务器","source_message_ids":["1777953005388_0_ef181f"],"metadata":{"activity_start_time":"2026-05-05T03:49:22.181Z","activity_end_time":"2026-05-05T03:49:55.557Z"},"timestamps":["2026-05-02T10:44:13.215Z"],"createdAt":"2026-05-05T03:52:13.570Z","updatedAt":"2026-05-05T03:52:13.570Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777953100101_6d16ed3c","content":"AI发现 study_cron.py 存在重复执行bug：同一知识点（如arch_05）在整点被学了两次。AI提议优化防重复逻辑，用户同意。","type":"episodic","priority":80,"scene_name":"AI在与用户（虾咪）部署408计组学习cron任务到多台服务器","source_message_ids":["1777953005422_3_da00c7","1777953005388_0_ef181f"],"metadata":{},"timestamps":["2026-05-05T03:52:13.590Z"],"createdAt":"2026-05-05T03:52:13.590Z","updatedAt":"2026-05-05T03:52:13.590Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777953371601_2cb4ad6c","content":"用户（虾咪/匿名）正在准备考研408，将计算机组成原理（计组）作为当前学习的重点科目。408学习cron任务已在腾讯云旧服务器（152.136.58.12）和119服务器（AI虾宝本体）同步部署恢复设置。AI在119服务器运行优化版408 cron任务，实现了1小时内防重复（同一知识点不重复学）、四科轮播顺序（ds→os→net→arch）、四科全学完才重置、记录last_topic_id等功能，解决此前同一知识点（如arch_05）在整点被学两次的bug。系统每小时整点自动循环学习四门科目（数据结构→操作系统→计算机网络→计算机组成原理），知识点文件已创建，脚本位于/home/ubuntu/tasks/study_cron.py，日志记录在/tmp/study_cron.log。","type":"instruction","priority":92,"scene_name":"AI在与用户（虾咪）部署408计组学习cron任务到多台服务器","source_message_ids":["1777953126521"],"metadata":{"activity_start_time":"2026-05-05T03:51:59.002Z","activity_end_time":"2026-05-05T03:51:59.002Z"},"timestamps":["2026-05-02T10:44:13.215Z","2026-05-05T03:52:13.590Z"],"createdAt":"2026-05-05T03:57:00.997Z","updatedAt":"2026-05-05T03:57:00.997Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777953371601_6e56f900","content":"用户（虾咪）在152服务器运行虾咪分身进行408 cron任务学习，该分身独立于AI在119的虾宝本体进程","type":"episodic","priority":80,"scene_name":"AI在与用户（虾咪）部署408计组学习cron任务到多台服务器","source_message_ids":["1777953269551"],"metadata":{"activity_start_time":"2026-05-05T03:54:14.606Z","activity_end_time":"2026-05-05T03:54:19.805Z"},"timestamps":["2026-05-05T03:57:01.017Z"],"createdAt":"2026-05-05T03:57:01.017Z","updatedAt":"2026-05-05T03:57:01.017Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777954278534_6c95cafe","content":"用户（虾咪）希望AI以后收到图片时能自动调用视觉技能（GLM 4v-flash）进行分析，AI必须先认真看图再回复不能瞎猜；但具体分析方式（识别文字？分析内容？表格是否有合并？格式对不对？和参考图有什么差异？）需先问清用户需求，避免图片+文字分开发送时重复API调用。","type":"instruction","priority":92,"scene_name":"AI在和虾咪讨论视觉分析技能的自动调用配置问题","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777954192539_0_fd7a8f"],"metadata":{},"timestamps":["2026-05-02T19:18:32.315Z","2026-05-02T21:44:38.534Z"],"createdAt":"2026-05-05T04:12:41.632Z","updatedAt":"2026-05-05T04:12:41.632Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777954396508_7135915e","content":"AI修复了视觉分析技能的多重配置问题：1）infer_glmv.py第44行硬编码了glm-4v-flash，与MEMORY.md和config.json中配置的glm-4.6v-flash不一致，AI将其修正为glm-4.6v-flash；2）子agent在2026-05-05T04:11左右发现并修复了vision skill的config.json，将占位符API Key（0a3f6e26...）更新为有效key（0f698efe...），使视觉分析功能恢复正常。","type":"episodic","priority":92,"scene_name":"AI在和虾咪排查视觉分析技能（Vision Skill）的模型调用错误和配置问题","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777954303013_0_e98635"],"metadata":{"activity_start_time":"2026-05-05T04:11:31.231Z","activity_end_time":"2026-05-05T04:11:31.231Z"},"timestamps":["2026-05-02T12:27:11.911Z","2026-05-05T04:11:00.000Z"],"createdAt":"2026-05-05T04:13:48.976Z","updatedAt":"2026-05-05T04:13:48.976Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777954396508_b4852db7","content":"用户（虾咪/小旺）对AI的回复完整性比较在意，经常需要重复多次才能让AI做对，抱怨AI每次都要重复很多次。AI发现当用户和AI同时发送消息时，AI会漏看用户的消息，这是一个通信机制上的盲区；此外用户对AI反复犯同样错误、不能一次做对也有明显不满。","type":"persona","priority":78,"scene_name":"AI在和虾咪排查视觉分析技能（Vision Skill）的模型调用错误和配置问题","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777954281703_0_641f4a"],"metadata":{},"timestamps":["2026-05-02T20:17:38.786Z"],"createdAt":"2026-05-05T04:13:48.996Z","updatedAt":"2026-05-05T04:13:48.996Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777954751395_f22f55e8","content":"用户提供MiniMax中转站API密钥sk-QgA0QbvP3lkJ9Q5R2bCeC92f0bE14f30B84812677aFb37Db，请求AI测试该key是否存在被限并发的问题。AI测试确认该key可以成功调用MiniMax-M2.7模型，key本身没有问题。","type":"episodic","priority":80,"scene_name":"AI在和虾咪排查视觉分析技能（Vision Skill）的模型调用错误和配置问题","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777954587058_0_57c612"],"metadata":{"activity_start_time":"2026-05-05T04:16:06.505Z"},"timestamps":["2026-05-05T04:17:31.395Z"],"createdAt":"2026-05-05T04:21:04.838Z","updatedAt":"2026-05-05T04:21:04.838Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777954751395_fd58124f","content":"智谱GLM服务器（glm-4.6v-flash）在2026-05-05T04:17左右限流严格，返回「访问量过大，请您稍后再试」，此为服务端限流非key或配置问题","type":"episodic","priority":70,"scene_name":"AI在和虾咪排查视觉分析技能（Vision Skill）的模型调用错误和配置问题","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777954661132_2_9a08b9"],"metadata":{"activity_start_time":"2026-05-05T04:17:35.843Z"},"timestamps":["2026-05-05T04:21:04.844Z"],"createdAt":"2026-05-05T04:21:04.844Z","updatedAt":"2026-05-05T04:21:04.844Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777954965387_07210e56","content":"用户（虾咪）要求AI以后当GLM模型无法使用时，改用夸克OCR作为备选方案，并写入AGENTS.md","type":"instruction","priority":95,"scene_name":"AI在和虾咪排查视觉分析技能（Vision Skill）的模型调用错误和配置问题","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777954880086_0_85afeb"],"metadata":{},"timestamps":["2026-05-05T04:23:15.174Z"],"createdAt":"2026-05-05T04:23:15.174Z","updatedAt":"2026-05-05T04:23:15.174Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777954965387_5c47eeb9","content":"用户（虾咪）确认可以写入凭证到.env文件，授权AI将夸克OCR凭证持久化到新服务器配置中，并将夸克OCR工具配置写入AGENTS.md作为GLM限流时的备选视觉分析方案","type":"episodic","priority":87,"scene_name":"AI在和虾咪排查视觉分析技能（Vision Skill）的模型调用错误和配置问题","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777954880097_2_d800b2"],"metadata":{"activity_start_time":"2026-05-05T04:21:07.600Z"},"timestamps":["2026-05-04T15:40:21.218Z"],"createdAt":"2026-05-05T04:23:15.179Z","updatedAt":"2026-05-05T04:23:15.179Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777957870303_0dbde1c8","content":"用户（虾咪/匿名）正在准备考研408，将计算机组成原理（计组）作为当前学习的重点科目。408学习cron任务已在腾讯云旧服务器（152.136.58.12）和119服务器（AI虾宝本体）同步部署恢复设置。AI在119服务器运行优化版408 cron任务，实现了1小时内防重复（同一知识点不重复学）、四科轮播顺序（ds→os→net→arch）、四科全学完才重置、记录last_topic_id等功能，解决此前同一知识点（如arch_05）在整点被学两次的bug。系统每小时整点自动循环学习四门科目（数据结构→操作系统→计算机网络→计算机组成原理），知识点文件已创建，脚本位于/home/ubuntu/tasks/study_cron.py，日志记录在/tmp/study_cron.log。用户进一步要求AI每当学到一个知识点时，自动搜索考研408、王道、竟成等辅导书的真题（至少10道），提取定理/技巧/规律追加到markdown笔记，同时保留1-2道典型真题用于以后出题考用户。","type":"instruction","priority":95,"scene_name":"AI帮助用户升级学习定时任务系统，增加真题搜索功能","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777957727371_0_daf18f"],"metadata":{},"timestamps":["2026-05-02T10:44:13.215Z","2026-05-05T04:11:10.303Z"],"createdAt":"2026-05-05T05:11:31.443Z","updatedAt":"2026-05-05T05:11:31.443Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777958779427_d32e89ae","content":"用户要求AI以后以 ```bash 代码块 格式发送命令和代码，方便用户复制","type":"instruction","priority":95,"scene_name":"用户要求AI以bash代码块格式发送命令以便复制","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777958635934_0_c27fe5"],"metadata":{},"timestamps":["2026-05-05T05:26:42.582Z"],"createdAt":"2026-05-05T05:26:42.582Z","updatedAt":"2026-05-05T05:26:42.582Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777959322340_4b01f25b","content":"用户要求AI以后在发送可复制文字时使用```bash\\n内容\\n```代码块格式发送，方便用户复制，而不仅是代码内容","type":"instruction","priority":95,"scene_name":"用户测试可复制文字发送格式并建立使用规则","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777959090688_0_e57e65","84a5e8bf4e9f60c504c3b365ed9f7b78_1777959168082_0_c13a41","84a5e8bf4e9f60c504c3b365ed9f7b78_1777959187707_1_62d508"],"metadata":{},"timestamps":["2026-05-05T05:26:42.582Z","2026-05-05T06:28:42.340Z"],"createdAt":"2026-05-05T05:35:49.626Z","updatedAt":"2026-05-05T05:35:49.626Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777960300045_98358419","content":"用户要求AI以后只在用户明确要求时才将指令/命令发送到QQ，平常不要主动发送AI自己的操作指令给用户","type":"instruction","priority":75,"scene_name":"AI在QQ上与用户进行技术操作和对话","source_message_ids":["1777960071700"],"metadata":{},"timestamps":["2026-05-05T05:52:11.756Z"],"createdAt":"2026-05-05T05:52:11.756Z","updatedAt":"2026-05-05T05:52:11.756Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777961435656_e5f20316","content":"用户（虾咪/匿名）正在准备考研408，将计算机组成原理（计组）作为当前学习的重点科目。408学习cron任务已在腾讯云旧服务器（152.136.58.12）和119服务器（AI虾宝本体）同步部署恢复设置。AI在119服务器运行优化版408 cron任务，实现了1小时内防重复（同一知识点不重复学）、四科轮播顺序（ds→os→net→arch）、四科全学完才重置、记录last_topic_id等功能，解决此前同一知识点（如arch_05）在整点被学两次的bug。系统每小时整点自动循环学习四门科目（数据结构→操作系统→计算机网络→计算机组成原理），知识点文件已创建，脚本位于/home/ubuntu/tasks/study_cron.py，日志记录在/tmp/study_cron.log。用户进一步要求AI每当学到一个知识点时，自动搜索考研408、王道、竟成等辅导书的真题（至少10道），提取定理/技巧/规律追加到markdown笔记，同时保留1-2道典型真题用于以后出题考用户。搜索时必须保留\"408考研真题\"关键词，用于按年份搜索真题。","type":"instruction","priority":95,"scene_name":"AI在QQ上与用户建立408考研真题自动学习系统","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777961337425_0_1bd27b","84a5e8bf4e9f60c504c3b365ed9f7b78_1777961337431_1_762675"],"metadata":{},"timestamps":["2026-05-02T10:44:13.215Z"],"createdAt":"2026-05-05T06:11:10.786Z","updatedAt":"2026-05-05T06:11:10.786Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777961435656_32ab6148","content":"用户（虾咪/匿名）同意并启动了408考研真题自动学习计划：每小时的整点自动搜索10道王道/竟成408考研真题相关题目，提取中文定理/技巧/规律，保留1-2道典型例题，追加到对应科目的markdown笔记中。该系统基于408学习cron任务（每小时整点防重复轮播数据结构→操作系统→计算机网络→计算机组成原理四科）实现，真题搜索和笔记追加功能在/home/ubuntu/tasks/study_cron.py脚本中运行。系统已部署于119服务器（AI虾宝本体）和152服务器（虾咪分身），搜索时保留\"408考研真题\"关键词以便按年份检索。","type":"episodic","priority":90,"scene_name":"AI在QQ上与用户建立408考研真题自动学习系统","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777961250832_0_95f9a7","84a5e8bf4e9f60c504c3b365ed9f7b78_1777961250838_1_866b30"],"metadata":{"activity_start_time":"2026-05-05T06:07:11.226Z","activity_end_time":"2026-05-05T06:08:46.309Z"},"timestamps":["2026-05-02T10:44:13.215Z"],"createdAt":"2026-05-05T06:11:10.795Z","updatedAt":"2026-05-05T06:11:10.795Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777961724124_d50e75e0","content":"用户（408考研用户）习惯查看图形化/图片形式的笔记，纯文字内容表示看不到","type":"persona","priority":65,"scene_name":"AI在QQ上与用户建立408考研真题自动学习系统","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777961626434_0_a525b7"],"metadata":{},"timestamps":["2026-05-05T06:15:47.998Z"],"createdAt":"2026-05-05T06:15:47.998Z","updatedAt":"2026-05-05T06:15:47.998Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777961724124_83ce23bb","content":"用户（408考研用户）于2026-05-05 14:00学习了操作系统死锁章节，内容包括死锁必要条件（Coffman条件）、银行家算法（Available/Max/Allocation/Need）等知识点","type":"episodic","priority":75,"scene_name":"AI在QQ上与用户建立408考研真题自动学习系统","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777961626445_2_748942"],"metadata":{"activity_start_time":"2026-05-05T14:00:00+08:00","activity_end_time":"2026-05-05T14:30:00+08:00"},"timestamps":["2026-05-05T06:15:48.005Z"],"createdAt":"2026-05-05T06:15:48.005Z","updatedAt":"2026-05-05T06:15:48.005Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777962027640_5728d53d","content":"用户要求AI处理119服务器的matplotlib修复问题时，明确指示：最好不要降级numpy，最多只重装matplotlib或改用PIL","type":"instruction","priority":95,"scene_name":"AI在QQ上与用户建立408考研真题自动学习系统","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777961902390_0_6efb57"],"metadata":{},"timestamps":["2026-05-05T06:21:01.384Z"],"createdAt":"2026-05-05T06:21:01.384Z","updatedAt":"2026-05-05T06:21:01.384Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777962027641_44f7722d","content":"用户（小旺）在119服务器上处理matplotlib修复问题：用户最初明确指示「最好不要降级numpy，最多只重装matplotlib或改用PIL」，但最终在2026-05-05 06:18通过QQ指示分身处理时，实际通过降级numpy至1.26.4解决了matplotlib无法使用的问题。","type":"episodic","priority":85,"scene_name":"AI在QQ上与用户建立408考研真题自动学习系统","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777961902390_0_6efb57","84a5e8bf4e9f60c504c3b365ed9f7b78_1777961934520_1_d067fa"],"metadata":{"activity_start_time":"2026-05-05T06:17:43.113Z","activity_end_time":"2026-05-05T06:18:31.513Z"},"timestamps":["2026-05-05T06:18:00.000Z"],"createdAt":"2026-05-05T06:21:01.390Z","updatedAt":"2026-05-05T06:21:01.390Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777964548498_458d1111","content":"用户（小旺）具备多种远程连接Android设备的技术经验：偏好使用SSH密钥登录（ssh -i方式），明确拒绝使用sshpass命令；手机SSH Server应用是SSH Server（作者Buckwalker），不是Termux。曾通过无线调试（adb）成功连接设备，曾使用SMB+SCP+SSH完成过论文文件传输（SSH密钥文件为ssh-ed25519-key含连字符），手机SimpleSSHD的OTP密码极短时间过期。经进一步调试，用户确认手机sshd已运行，于2026-05-03T20:59:36Z成功启用SSH直连，可直接连接手机。","type":"persona","priority":82,"scene_name":"AI在QQ上帮用户配置服务器SSH免密登录","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777964391394_0_ff6dc8"],"metadata":{},"timestamps":["2026-05-02T10:44:13.215Z"],"createdAt":"2026-05-05T07:02:55.996Z","updatedAt":"2026-05-05T07:02:55.996Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777964846263_44bf4fd8","content":"用户（小旺）需要的是SSH密钥登录的正确命令格式（ssh -i方式），而非sshpass等密码登录方式。具备多种远程连接Android设备的技术经验：偏好使用SSH密钥登录，明确拒绝使用sshpass命令；手机SSH Server应用是SSH Server（作者Buckwalker），不是Termux。曾通过无线调试（adb）成功连接设备，曾使用SMB+SCP+SSH完成过论文文件传输（SSH密钥文件为ssh-ed25519-key含连字符），手机SimpleSSHD的OTP密码极短时间过期。AI服务器迁移至119.29.241.85，手机（100.114.227.26）成功建立从服务器到手机的SSH直连，手机远程访问问题已解决。手机没有公网IP且处于运营商NAT环境，该问题曾通过Tailscale系统模式解决（所有设备均已接入同一Tailscale网络：119服务器100.81.160.90、手机100.114.227.26、PC100.105.23.114、旧服务器152的100.108.100.58）。教训：AI被要求记住——手机远程访问时应优先尝试SSH加密钥的方式解决问题，不能在明明加密钥就能解决的情况下反复说不行。","type":"persona","priority":88,"scene_name":"AI在QQ上帮用户配置服务器SSH免密登录","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777964744314_0_e55f88"],"metadata":{},"timestamps":["2026-05-02T10:44:13.215Z"],"createdAt":"2026-05-05T07:07:56.881Z","updatedAt":"2026-05-05T07:07:56.881Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777965227572_0cb025f3","content":"用户（QQ用户84A5E8BF4E9F60C504C3B365ED9F7B78）发现服务器根目录（/root）磁盘占用异常，经AI分析确认共占用6.2GB，其中.local（Node.js/npm全局包）2.3GB、.openclaw（AI工作区+sessions）2.1GB、.cache（缓存）929MB、.npm（565MB）、.nvm（Node版本管理）339MB、onionAgent（89MB）","type":"episodic","priority":75,"scene_name":"AI帮用户分析服务器存储空间占用情况","source_message_ids":["ffd866","43b849","b084ad"],"metadata":{"activity_start_time":"2026-05-05T07:10:19.928Z","activity_end_time":"2026-05-05T07:12:05.357Z"},"timestamps":["2026-05-05T07:14:03.365Z"],"createdAt":"2026-05-05T07:14:03.365Z","updatedAt":"2026-05-05T07:14:03.365Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777965651586_b5c50609","content":"用户（通过子代理）于2026-05-05T07:18:52测试了手机到服务器的文件传输速度，结果为5.92 MB/s（100MB耗时16.9秒），1GB文件预计传输时间约3分钟","type":"episodic","priority":65,"scene_name":"AI帮用户测试手机通过Tailscale传输文件到服务器的速度","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777965549047_0_aad232","l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777965549060_1_6701ac"],"metadata":{"activity_start_time":"2026-05-05T07:17:31.000Z","activity_end_time":"2026-05-05T07:18:52.000Z"},"timestamps":["2026-05-05T07:21:29.682Z"],"createdAt":"2026-05-05T07:21:29.682Z","updatedAt":"2026-05-05T07:21:29.682Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777965651586_6d47b19f","content":"用户手机根分区存储已满(100%)，文件传输测试在/sdcard/Download目录下进行","type":"episodic","priority":60,"scene_name":"AI帮用户测试手机通过Tailscale传输文件到服务器的速度","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777965549060_1_6701ac"],"metadata":{},"timestamps":["2026-05-05T07:21:29.695Z"],"createdAt":"2026-05-05T07:21:29.695Z","updatedAt":"2026-05-05T07:21:29.695Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777965875182_9ef5ae73","content":"用户（84A5E8BF4E9F60C504C3B365ED9F7B78）处理论文相关文件：AI于2026-05-04上传了两个论文文件（论文直接替换版.txt、论文去AI味版.txt），用户随后清理了这些文件连同论文直接替换版.md、test-rapport.docx，准备上传新版本。","type":"episodic","priority":75,"scene_name":"AI在帮用户清理论文文件和查询OpenClaw系统文件结构","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777965711125_0_ef7fdd","84a5e8bf4e9f60c504c3b365ed9f7b78_1777965711145_2_0c7a1d"],"metadata":{"activity_start_time":"2026-05-05T07:20:38.899Z","activity_end_time":"2026-05-05T07:21:45.798Z"},"timestamps":["2026-05-04T19:55:30.753Z","2026-05-05T07:37:55.182Z"],"createdAt":"2026-05-05T07:25:23.961Z","updatedAt":"2026-05-05T07:25:23.961Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777965875182_2107627c","content":"用户要求AI以后操作类任务一律开分身去做，不自己直接上。但涉及搜索会话记录时，优先让分身搜索当前龙虾实例会话记录，若搜不到则搜索其他龙虾实例的会话记录。","type":"instruction","priority":90,"scene_name":"AI在帮用户清理论文文件和查询OpenClaw系统文件结构","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777965752735_1_1224c1"],"metadata":{},"timestamps":["2026-05-04T14:43:45.663Z","2026-05-04T15:05:53.571Z","2026-05-04T15:14:24.853Z","2026-05-05T07:37:55.182Z"],"createdAt":"2026-05-05T07:25:24.032Z","updatedAt":"2026-05-05T07:25:24.032Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777966140430_8fc63907","content":"AI承认之前清理文件时搞错了目录位置，清的是119服务器的workspace，但论文文件实际在152服务器的workspace里，后经用户（小旺/宝贝）指出才去152重新清理。过程：AI于2026-05-04上传了两个论文文件（论文直接替换版.txt、论文去AI味版.txt），用户随后要求清理这些文件连同论文直接替换版.md、test-rapport.docx，准备上传新版本。","type":"episodic","priority":80,"scene_name":"AI在向用户说明文件清理经过并为之前答非所问道歉","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777965943979_1_1d373b","84a5e8bf4e9f60c504c3b365ed9f7b78_1777965965266_1_631dab"],"metadata":{"activity_start_time":"2026-05-05T07:24:00.628Z","activity_end_time":"2026-05-05T07:25:38.821Z"},"timestamps":["2026-05-04T19:55:30.753Z"],"createdAt":"2026-05-05T07:29:51.538Z","updatedAt":"2026-05-05T07:29:51.538Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777966140430_3ea0ac1e","content":"用户要求AI以后看清楚自己代码里写的是什么再回复，不要瞎说乱猜。AI承认自己脑子糊涂、经常答非所问、问什么都说不对（没理解用户的问题），并承诺以后先确认清楚再回答。","type":"instruction","priority":92,"scene_name":"AI在向用户说明文件清理经过并为之前答非所问道歉","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777966044190_0_1bab70","84a5e8bf4e9f60c504c3b365ed9f7b78_1777966044204_1_df4dcc"],"metadata":{},"timestamps":["2026-05-04T20:09:17.397Z"],"createdAt":"2026-05-05T07:29:51.570Z","updatedAt":"2026-05-05T07:29:51.570Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777966467115_75a32115","content":"用户（小旺）反映AI变笨了（答非所问、理解错误、找不到文件位置），让分身调查原因，分身调查后发现根本原因是上下文太长（单条消息近10万token）。用户对AI的回复完整性比较在意，经常需要重复多次才能让AI做对，抱怨AI每次都要重复很多次。AI发现当用户和AI同时发送消息时，AI会漏看用户的消息，这是一个通信机制上的盲区；此外用户对AI反复犯同样错误、不能一次做对也有明显不满。","type":"episodic","priority":88,"scene_name":"AI分身帮用户调查AI变笨原因并修复MEMORY.md矛盾","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777966115300_0_354c54","84a5e8bf4e9f60c504c3b365ed9f7b78_1777966361199_0_f76746","84a5e8bf4e9f60c504c3b365ed9f7b78_1777966361216_3_51e629"],"metadata":{"activity_start_time":"2026-05-05T07:31:18.664Z","activity_end_time":"2026-05-05T07:32:31.419Z"},"timestamps":["2026-05-02T20:17:38.786Z"],"createdAt":"2026-05-05T07:37:24.297Z","updatedAt":"2026-05-05T07:37:24.297Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777966467115_1cf145f7","content":"MEMORY.md存在信息矛盾：正文章节把152服务器当主服务器，但实际运行在119服务器，AI分身已将其修正为当前服务器=119.29.241.85","type":"episodic","priority":80,"scene_name":"AI分身帮用户调查AI变笨原因并修复MEMORY.md矛盾","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777966361212_2_816db1","84a5e8bf4e9f60c504c3b365ed9f7b78_1777966361216_3_51e629"],"metadata":{"activity_start_time":"2026-05-05T07:32:03.582Z","activity_end_time":"2026-05-05T07:32:31.419Z"},"timestamps":["2026-05-05T07:37:24.306Z"],"createdAt":"2026-05-05T07:37:24.306Z","updatedAt":"2026-05-05T07:37:24.306Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777967220485_0e1610f7","content":"AI于2026-05-05T07:41:50安装了smart-compact技能（版本1.0.4），该技能通过四阶段渐进式策略（扫描→提取→检查→压缩）执行上下文压缩","type":"episodic","priority":80,"scene_name":"AI分身帮用户安装smart-compact技能并执行上下文压缩","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777966936157_1_0ff041","l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777966936140_0_6d26df"],"metadata":{"activity_start_time":"2026-05-05T07:41:50.626Z","activity_end_time":"2026-05-05T07:41:50.626Z"},"timestamps":["2026-05-05T07:47:48.516Z"],"createdAt":"2026-05-05T07:47:48.516Z","updatedAt":"2026-05-05T07:47:48.516Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777967220485_21fb8aab","content":"AI分身于2026-05-05T07:43:30执行smart-compact，将关键信息提取写入memory/2026-05-05.md，内容包括：①服务器IP纠正（119为主服务器、152已废弃）；②408学习系统配置（study_cron.py在119服务器，每小时整点执行Tailscale搜索→后改用Tavily搜索，四科轮播顺序为数据结构→操作系统→计算机网络→计算机组成原理）；③Tavily调试成果（搜索结果字段名是content而非snippet，英文内容过滤阈值60%）；④磁盘清理结果（pnpm store 3.5GB无法清理，openclaw旧session清理1.3GB）；⑤论文文件已清理（workspace和qqbot/downloads目录均已清理）；⑥smart-compact技能已安装（版本1.0.4）；⑦PC公钥已添加至authorized_keys。408 cron任务系统已部署于119服务器（AI虾宝本体）和152服务器（虾咪分身），其中152分身独立于AI本体进程运行。","type":"episodic","priority":88,"scene_name":"AI分身帮用户安装smart-compact技能并执行上下文压缩","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777967022584_1_0dc92b","l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777967022570_0_d98ee4"],"metadata":{"activity_start_time":"2026-05-05T07:43:30.179Z","activity_end_time":"2026-05-05T07:43:30.179Z"},"timestamps":["2026-05-02T10:44:13.215Z","2026-05-02T17:57:29.988Z","2026-05-03T20:56:31.405Z","2026-05-04T19:55:30.753Z","2026-05-05T03:57:01.017Z","2026-05-05T07:21:29.682Z","2026-05-05T07:37:24.306Z"],"createdAt":"2026-05-05T07:47:48.530Z","updatedAt":"2026-05-05T07:47:48.530Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777967220485_e6d4701d","content":"用户于2026-05-05T07:44:32确认安全执行/compact压缩操作","type":"episodic","priority":60,"scene_name":"AI分身帮用户安装smart-compact技能并执行上下文压缩","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777967091577_0_c8b54b"],"metadata":{"activity_start_time":"2026-05-05T07:44:32.876Z","activity_end_time":"2026-05-05T07:44:32.876Z"},"timestamps":["2026-05-05T07:47:48.574Z"],"createdAt":"2026-05-05T07:47:48.574Z","updatedAt":"2026-05-05T07:47:48.574Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777967702666_e870ee3a","content":"用户（某人）在2026-05-05让AI多次检查了服务器运行状态：①磁盘占用分析确认共占用6.2GB（.local 2.3GB、.openclaw 2.1GB、.cache 929MB、.npm 565MB、.nvm 339MB、onionAgent 89MB）；②CPU和内存检查显示内存使用58%（2.1GB/3.6GB），CPU基本空闲（97.7% idle）","type":"episodic","priority":72,"scene_name":"用户向AI询问系统运行状态并查看CPU和内存占用","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777967610416_0_35b9d1","84a5e8bf4e9f60c504c3b365ed9f7b78_1777967610426_1_0b2200"],"metadata":{"activity_start_time":"2026-05-05T07:53:14.885Z","activity_end_time":"2026-05-05T07:53:20.807Z"},"timestamps":["2026-05-05T07:14:03.365Z","2026-05-05T07:53:22.666Z"],"createdAt":"2026-05-05T07:56:43.252Z","updatedAt":"2026-05-05T07:56:43.252Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777968027014_4fdbbed7","content":"AI于2026-05-05T07:41:50安装了smart-compact技能（版本1.0.4），该技能通过四阶段渐进式策略（扫描→提取→检查→压缩）执行上下文压缩。功能为手动触发，非每日自动运行。","type":"episodic","priority":80,"scene_name":"用户询问AI记忆压缩功能是否每天自动触发","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777967926413_0_fc11a4","84a5e8bf4e9f60c504c3b365ed9f7b78_1777967926427_1_46121a"],"metadata":{"activity_start_time":"2026-05-05T07:58:24.426Z","activity_end_time":"2026-05-05T07:58:38.552Z"},"timestamps":["2026-05-05T07:41:50.000Z","2026-05-05T07:47:48.516Z"],"createdAt":"2026-05-05T08:01:05.226Z","updatedAt":"2026-05-05T08:01:05.226Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777968553873_b6b519ff","content":"AI于2026-05-05T07:41:50安装了smart-compact技能（版本1.0.4），该技能通过四阶段渐进式策略（扫描→提取→检查→压缩）执行上下文压缩。初始设计为手动触发，非每日自动运行。但用户（小旺）后来明确提出新需求：希望上下文达到50%时自动触发一次清理/压缩，而非必须手动干预。背景原因是上下文太长（单条消息近10万token）会导致AI变笨、答非所问、经常需要重复多次才能做对。","type":"episodic","priority":85,"scene_name":"AI在向用户解释smart-compact技能的设计逻辑和压缩机制","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777968379221_0_7fbb65"],"metadata":{},"timestamps":["2026-05-02T20:17:38.786Z","2026-05-05T07:41:50.000Z"],"createdAt":"2026-05-05T08:10:12.276Z","updatedAt":"2026-05-05T08:10:12.276Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777968553873_4c81f651","content":"用户对AI的响应方式有明确要求：①AI承诺先看清自己代码里写的是什么再回复，不要瞎说乱猜；②查配置前会先告知用户，不在等待期间不回复；③重要信息主动写入MEMORY.md；④第一时间响应而不等待subagent完成结果。用户对AI反复犯同样错误、不能一次做对有明显不满，多次抱怨AI答非所问、理解错误。","type":"instruction","priority":92,"scene_name":"AI在向用户解释smart-compact技能的设计逻辑和压缩机制","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777968390484_1_2ffdd4"],"metadata":{},"timestamps":["2026-05-04T14:37:11.352Z","2026-05-04T20:09:17.397Z"],"createdAt":"2026-05-05T08:10:12.308Z","updatedAt":"2026-05-05T08:10:12.308Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777968553873_6ff41537","content":"AI于2026-05-05T07:41:50安装了smart-compact技能（版本1.0.4），该技能通过四阶段渐进式策略（扫描→提取→检查→压缩）执行上下文压缩。设计原则是绝不自动压缩（怕误删重要信息），初始为手动触发，用户确认安全执行后于07:47:48进行首次压缩。该技能支持手动触发执行上下文压缩，功能为非每日自动运行。","type":"episodic","priority":82,"scene_name":"AI在向用户解释smart-compact技能的设计逻辑和压缩机制","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777968379232_1_ee969f"],"metadata":{},"timestamps":["2026-05-05T07:41:50.000Z","2026-05-05T07:47:48.574Z"],"createdAt":"2026-05-05T08:10:12.336Z","updatedAt":"2026-05-05T08:10:12.336Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777968553873_982789fa","content":"AI正在和用户讨论/确认具体的自动压缩触发方案（凌晨定时 vs 50%阈值触发）","type":"episodic","priority":70,"scene_name":"AI在向用户解释smart-compact技能的设计逻辑和压缩机制","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777968442600_0_d67646","84a5e8bf4e9f60c504c3b365ed9f7b78_1777968442610_1_80125c"],"metadata":{},"timestamps":["2026-05-05T08:10:12.353Z"],"createdAt":"2026-05-05T08:10:12.353Z","updatedAt":"2026-05-05T08:10:12.353Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777968887734_dc22f795","content":"用户要求删除smart-compact插件，并希望配置50%上下文时自动触发清理","type":"instruction","priority":68,"scene_name":"AI在和用户讨论smart-compact插件的删除与自动清理配置","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777968797126_0_27337c"],"metadata":{},"timestamps":["2026-05-05T08:15:33.753Z"],"createdAt":"2026-05-05T08:15:33.753Z","updatedAt":"2026-05-05T08:15:33.753Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777969068204_b171d7c3","content":"用户（匿名）于2026-05-05T08:15:55Z让AI派分身搜索可以自动压缩记忆上下文的技能","type":"episodic","priority":70,"scene_name":"AI在和用户讨论smart-compact插件删除后的自动压缩方案","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777968971032_0_a4d717"],"metadata":{"activity_start_time":"2026-05-05T08:15:55.749Z"},"timestamps":["2026-05-05T08:18:36.111Z"],"createdAt":"2026-05-05T08:18:36.111Z","updatedAt":"2026-05-05T08:18:36.111Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777969068204_6404d7a9","content":"AI经调查发现`/compact`是chat内部命令，无法被heartbeat外部调用，故提出替代方案：当context使用率>50%时通过QQ消息通知用户，用户收到通知后手动执行`/compact`","type":"episodic","priority":65,"scene_name":"AI在和用户讨论smart-compact插件删除后的自动压缩方案","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777968900690_2_d6851f","84a5e8bf4e9f60c504c3b365ed9f7b78_1777968900703_3_1cd996"],"metadata":{},"timestamps":["2026-05-05T08:18:36.285Z"],"createdAt":"2026-05-05T08:18:36.285Z","updatedAt":"2026-05-05T08:18:36.285Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"719b1d41-01e0-46ee-b656-38f99e9d4c4c"}
{"id":"m_1777970016890_dae6b2c9","content":"用户（小旺）已升级到新服务器，配置为4核4GB，AI此前混淆了新旧服务器的配置信息。该服务器IP为119.29.241.85，AI已在该腾讯云公网IP服务器上成功搭建HTTP服务，监听18080端口，用于接收用户图片以供夸克OCR识别。AI向用户提供了该服务器的SSH登录信息：IP 119.29.241.85、用户名 ubuntu、密码 MYNmym888、端口 22。后续（2026-05-05T08:32:01Z）AI帮助用户修复了18080端口上传服务器，服务器已成功启动并正常运行。","type":"episodic","priority":80,"scene_name":"AI在和用户配置带上传功能的18080端口文件服务","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777969925966_1_ce9f7c"],"metadata":{"activity_start_time":"2026-05-05T08:30:35.000Z","activity_end_time":"2026-05-05T08:32:01.375Z"},"timestamps":["2026-05-04T15:46:02.760Z","2026-05-05T08:32:01Z"],"createdAt":"2026-05-05T08:34:08.820Z","updatedAt":"2026-05-05T08:34:08.820Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777971132377_2d6a3bce","content":"用户（小旺）已升级到新服务器，配置为4核4GB，AI此前混淆了新旧服务器的配置信息。该服务器IP为119.29.241.85，AI已在该腾讯云公网IP服务器上成功搭建HTTP服务，监听18090端口，用于接收用户图片以供夸克OCR识别。AI向用户提供了该服务器的SSH登录信息：IP 119.29.241.85、用户名 ubuntu、密码 MYNmym888、端口 22。后续（2026-05-05T08:32:01Z）AI帮助用户修复了18080端口上传服务器，服务器已成功启动并正常运行。2026年5月5日通过子代理诊断确认，该上传服务器运行正常，端口监听、外部IP访问均无异常，诊断结论为服务器端无故障，问题可能源于用户手机端的网络或浏览器。","type":"episodic","priority":85,"scene_name":"AI在和用户配置带上传功能的18090端口文件服务","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777971035680_0_6fa571","84a5e8bf4e9f60c504c3b365ed9f7b78_1777971035694_1_3f955b"],"metadata":{"activity_start_time":"2026-05-05T08:50:29.124Z","activity_end_time":"2026-05-05T08:50:29.132Z"},"timestamps":["2026-05-04T15:46:02.760Z","2026-05-05T08:32:01Z"],"createdAt":"2026-05-05T08:52:50.307Z","updatedAt":"2026-05-05T08:52:50.307Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777971276613_eec58faa","content":"用户（QQ用户84A5E8BF）反馈手机端（Android Chrome）无法触发文件上传选择，但电脑端正常，要求修复手机批量上传功能","type":"episodic","priority":75,"scene_name":"AI在和用户配置带上传功能的18090端口文件服务（修复手机端上传）","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777971124520_0_571693"],"metadata":{"activity_start_time":"2026-05-05T08:51:32.081Z","activity_end_time":"2026-05-05T08:51:32.081Z"},"timestamps":["2026-05-05T08:55:00.568Z"],"createdAt":"2026-05-05T08:55:00.568Z","updatedAt":"2026-05-05T08:55:00.568Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777971276613_4f2b0a09","content":"AI通过子任务修复了18090端口文件服务的手机端上传兼容性，将原生input改为label包裹＋隐藏input的大触摸目标样式（60px高度、label触发、pointer-events-none穿透），服务器重启生效","type":"episodic","priority":70,"scene_name":"AI在和用户配置带上传功能的18090端口文件服务（修复手机端上传）","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777971189280_1_331bfc","l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777971189266_0_a88999"],"metadata":{"activity_start_time":"2026-05-05T08:53:04.438Z","activity_end_time":"2026-05-05T08:53:04.448Z"},"timestamps":["2026-05-05T08:55:00.573Z"],"createdAt":"2026-05-05T08:55:00.573Z","updatedAt":"2026-05-05T08:55:00.573Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777973398989_93c92f36","content":"AI分身帮用户部署并持续维护考研408真题自动搜索与推送cron任务系统（study_cron.py）：最初部署于119服务器（AI虾宝本体）和152服务器（虾咪分身），每小时整点执行Tailscale搜索→后改用Tavily搜索（搜索结果字段名是content而非snippet，英文内容过滤阈值60%），四科轮播顺序为数据结构→操作系统→计算机网络→计算机组成原理；后续修复重复通知问题（notify_qq()调用与cron announce机制重复，已从main()函数中移除），脚本输出文件现有409字节，正常运行。408 cron任务系统配置确定为bestEffort: true + channel: qqbot，定时任务通知机制（通过openclaw cron add --announce --channel qqbot）已完全可用。","type":"episodic","priority":90,"scene_name":"AI在用分身帮用户配置考研408真题自动搜索与推送cron任务","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777973269281_0_1d6c76","84a5e8bf4e9f60c504c3b365ed9f7b78_1777973311826_0_f41d22"],"metadata":{"activity_start_time":"2026-05-05T09:27:33.061Z","activity_end_time":"2026-05-05T09:28:26.401Z"},"timestamps":["2026-05-02T10:44:13.215Z","2026-05-02T12:27:11.911Z","2026-05-02T20:36:26.482Z","2026-05-03T21:05:31.571Z"],"createdAt":"2026-05-05T09:30:24.907Z","updatedAt":"2026-05-05T09:30:24.907Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777976999610_bfdabc50","content":"用户（tdai）提供了新的MiniMax API key（sk-skWuyEoP1NL1mX8S5f537bBcF4E04fD5B6Ff62999d9448C5），请求AI协助替换现有配置。AI在帮助用户将OpenClaw的session和记忆文件传输到远程分身（119.29.241.85），并准备更换配置中的minimax key。","type":"episodic","priority":90,"scene_name":"AI在帮用户修复OpenClaw配置中的MiniMax接口字段格式错误并解决429限速问题","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777976916508_0_a62198"],"metadata":{"activity_start_time":"2026-05-05T10:28:27.802Z"},"timestamps":["2026-05-04T10:37:09.886Z","2026-05-05T05:49:59.610Z"],"createdAt":"2026-05-05T10:30:24.715Z","updatedAt":"2026-05-05T10:30:24.715Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777978179179_c4a1bcf0","content":"用户（小旺）已升级到新服务器，配置为4核4GB，AI此前混淆了新旧服务器的配置信息。该服务器IP为119.29.241.85，AI已在该腾讯云公网IP服务器上成功搭建HTTP服务，监听18090端口，用于接收用户图片以供夸克OCR识别。AI向用户提供了该服务器的SSH登录信息：IP 119.29.241.85、用户名 ubuntu、密码 MYNmym888、端口 22。后续（2026-05-05T08:32:01Z）AI帮助用户修复了18080端口上传服务器，服务器已成功启动并正常运行。2026年5月5日通过子代理诊断确认，该上传服务器运行正常，端口监听、外部IP访问均无异常，诊断结论为服务器端无故障，问题可能源于用户手机端的网络或浏览器。补充（2026-05-05）：用户同时检查了旧服务器152.136.58.12状态，确认OpenClaw完整安装在/root/.openclaw/目录下，数据完好无损；旧服务器代号龙虾-Ji6k，系统盘在/root/目录。","type":"episodic","priority":88,"scene_name":"AI在帮用户检查远程服务器152.136.58.12上OpenClaw数据恢复状态","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777977972675_0_b032e3","l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777978075047_0_2412f0"],"metadata":{"activity_start_time":"2026-05-05T10:46:00.842Z","activity_end_time":"2026-05-05T10:47:45.669Z"},"timestamps":["2026-05-04T15:46:02.760Z","2026-05-05T08:32:01Z","2026-05-05T12:29:39.179Z"],"createdAt":"2026-05-05T10:50:28.306Z","updatedAt":"2026-05-05T10:50:28.306Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777978179179_45b604da","content":"用户在远程服务器部署了OpenClaw实例（代号龙虾-Ji6k），系统盘在/root/目录下；最初检查/home/ubuntu/时未找到数据，经用户指出正确路径为/root/.openclaw/","type":"episodic","priority":65,"scene_name":"AI在帮用户检查远程服务器152.136.58.12上OpenClaw数据恢复状态","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777978024609_0_2e036a","l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777978075047_0_2412f0"],"metadata":{},"timestamps":["2026-05-05T10:50:28.333Z"],"createdAt":"2026-05-05T10:50:28.333Z","updatedAt":"2026-05-05T10:50:28.333Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777978179179_bc63a387","content":"用户（未知姓名）在2026年5月2日的备份包含完整数据，包括memory-tdai/records/和memory-tdai/conversations/（5月2日至5月5日的会话记录）","type":"episodic","priority":65,"scene_name":"AI在帮用户检查远程服务器152.136.58.12上OpenClaw数据恢复状态","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777978075047_0_2412f0"],"metadata":{},"timestamps":["2026-05-05T10:50:28.339Z"],"createdAt":"2026-05-05T10:50:28.339Z","updatedAt":"2026-05-05T10:50:28.339Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777978929851_d98c3c82","content":"用户（潘旺/小旺，record_id对应XWJF）是西北农林科技大学软件工程专业学生，正在撰写本科毕业论文《基于联邦学习的农作物图像识别协同训练系统研究》，指导教师为纪泽宇。论文以Crop农作物数据集作为主要消融实验数据集，CIFAR10仅用于独立验证动态近端约束衰减机制算法有效性。用户多次强调隐私保护要求（不发送到老师服务器、传输前确认中转路径）。用户要求AI只需听着学习，不用实际动手操作修改。论文文件曾从手机Download目录经服务器传输到PC并转为PDF，过程中有7张图片因本地路径问题暂未加入。PC端Word COM自动化失败（Documents.Open返回null），最终采用HTML中转方式生成PDF（非原生Word→PDF格式）。","type":"persona","priority":93,"scene_name":"AI在帮用户（潘旺）分析本科毕业论文并提供修改建议","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777978787600_0_5c55ef"],"metadata":{},"timestamps":["2026-05-02T15:49:21.392Z","2026-05-02T16:18:43.379Z","2026-05-02T17:22:16.694Z","2026-05-05T06:15:48.005Z"],"createdAt":"2026-05-05T11:02:51.113Z","updatedAt":"2026-05-05T11:02:51.113Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777978978069_76b9a429","content":"用户（潘旺/小旺，2022013482，西北农林科技大学软件工程专业）撰写本科毕业论文《基于联邦学习的农作物图像识别协同训练系统研究》，指导教师为纪泽宇。论文提出动态近端约束衰减机制（FedProxV2，即cosine decay of μ参数），使用ImageNet预训练权重迁移、Mixup混合增强和MobileNetV2/ResNet18+SE注意力模块。消融实验数据：CIFAR10基线FedAvg准确率69.84%，动态μ方案74.59%，完整FedProxV2方案86.53%；Crop-PROX完整版准确率83.97%；农作物数据集ResNet18配置下完整准确率达86.89%。用户多次强调隐私保护要求（不发送到老师服务器、传输前确认中转路径）。论文文件曾从手机Download目录经服务器传输到PC并转为PDF，过程中有7张图片因本地路径问题暂未加入。PC端Word COM自动化失败（Documents.Open返回null），最终采用HTML中转方式生成PDF（非原生Word→PDF格式）。","type":"episodic","priority":95,"scene_name":"AI帮用户潘旺分析毕业论文各部分并提供改进建议","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777978787600_0_5c55ef"],"metadata":{"activity_start_time":"2026-05-05T10:58:15.061Z"},"timestamps":["2026-05-02T15:49:21.392Z","2026-05-02T16:04:16.925Z"],"createdAt":"2026-05-05T11:03:51.227Z","updatedAt":"2026-05-05T11:03:51.227Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777978978069_3005a68b","content":"用户要求AI不要改动论文本体，只将修改后的txt文稿输出，各部分之间空两行，达到本科论文最终要求","type":"instruction","priority":95,"scene_name":"AI帮用户潘旺分析毕业论文各部分并提供改进建议","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777978769876_0_c7f46b"],"metadata":{},"timestamps":["2026-05-05T11:03:51.238Z"],"createdAt":"2026-05-05T11:03:51.238Z","updatedAt":"2026-05-05T11:03:51.238Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777979350766_33b7064c","content":"用户（潘旺/小旺，2022013482，西北农林科技大学软件工程专业）撰写本科毕业论文《基于联邦学习的农作物图像识别协同训练系统研究》，指导教师为纪泽宇。论文提出动态近端约束衰减机制（FedProxV2，即cosine decay of μ参数），使用ImageNet预训练权重迁移、Mixup混合增强和MobileNetV2/ResNet18+SE注意力模块。消融实验数据：CIFAR10基线FedAvg准确率69.84%，动态μ方案74.59%，完整FedProxV2方案86.53%；Crop-PROX完整版准确率83.97%；农作物数据集ResNet18配置下完整准确率达86.89%。⚠️发现致命数据矛盾：摘要写约75%与实验结果86.89%相差近11个百分点。论文文件曾从手机Download目录经服务器传输到PC并转为PDF，过程中有7张图片因本地路径问题暂未加入。PC端Word COM自动化失败（Documents.Open返回null），最终采用HTML中转方式生成PDF（非原生Word→PDF格式）。用户多次强调隐私保护要求（不发送到老师服务器、传输前确认中转路径）。","type":"episodic","priority":95,"scene_name":"AI帮用户潘旺分析毕业论文并产出多项改进报告","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777978974406_0_07335e"],"metadata":{"activity_start_time":"2026-05-05T11:02:46.702Z","activity_end_time":"2026-05-05T11:02:46.728Z"},"timestamps":["2026-05-02T15:49:21.392Z","2026-05-05T11:03:51.238Z"],"createdAt":"2026-05-05T11:10:13.295Z","updatedAt":"2026-05-05T11:10:13.295Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777979350766_c4c0d1e6","content":"用户（潘旺）毕业论文存在多项待完善问题：1）图表暂不加入，待后续补充；2）多处占位符未填写，包括[待填]和XXXX年XX月等明日期。","type":"instruction","priority":82,"scene_name":"AI帮用户潘旺分析毕业论文并产出多项改进报告","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777978974406_0_07335e"],"metadata":{"activity_start_time":"2026-05-05T11:02:46.702Z","activity_end_time":"2026-05-05T11:02:46.728Z"},"timestamps":["2026-05-02T16:18:43.388Z","2026-05-05T11:03:51.238Z"],"createdAt":"2026-05-05T11:10:13.304Z","updatedAt":"2026-05-05T11:10:13.304Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777979350766_05c8d069","content":"用户（潘旺）的论文图表文件存在命名错误：3个table文件实际都是训练曲线图，文件名与内容严重不符","type":"episodic","priority":80,"scene_name":"AI帮用户潘旺分析毕业论文并产出多项改进报告","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777979244796_0_82e4d6"],"metadata":{"activity_start_time":"2026-05-05T11:07:24.408Z","activity_end_time":"2026-05-05T11:07:24.431Z"},"timestamps":["2026-05-05T11:10:13.314Z"],"createdAt":"2026-05-05T11:10:13.314Z","updatedAt":"2026-05-05T11:10:13.314Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777979515499_577e920e","content":"用户潘旺要求AI先备份论文，然后在备份版本中修改，只能改文本内容不能改任何格式，图片由用户自己添加，并要求调用技能执行分身任务","type":"instruction","priority":100,"scene_name":"AI帮用户潘旺备份论文并用分身修改文本内容","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777979425757_0_6946d7"],"metadata":{},"timestamps":["2026-05-05T11:13:03.375Z"],"createdAt":"2026-05-05T11:13:03.375Z","updatedAt":"2026-05-05T11:13:03.375Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777979515499_8c16b948","content":"AI于2026-05-05T11:09:25Z启动了分身A和分身B执行论文修改任务：分身A负责逐条修改文本（数据矛盾、占位符、AI痕迹）并输出到论文改进版.txt，分身B负责生成附录内容（术语表、符号表、缩写表、插图清单）及参考文献格式指南","type":"episodic","priority":70,"scene_name":"AI帮用户潘旺备份论文并用分身修改文本内容","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777979425764_1_d3958c","84a5e8bf4e9f60c504c3b365ed9f7b78_1777979425769_2_56ffd8","84a5e8bf4e9f60c504c3b365ed9f7b78_1777979425775_3_49a2cd"],"metadata":{"activity_start_time":"2026-05-05T11:09:25Z","activity_end_time":"2026-05-05T11:10:20Z"},"timestamps":["2026-05-05T11:13:03.905Z"],"createdAt":"2026-05-05T11:13:03.905Z","updatedAt":"2026-05-05T11:13:03.905Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777979681655_37b2319f","content":"AI于2026-05-05T11:09:25Z启动了分身A和分身B执行论文修改任务：分身A负责逐条修改文本（数据矛盾、占位符、AI痕迹）并输出到论文改进版.txt，分身B负责生成附录内容（术语表、符号表、缩写表、插图清单）及参考文献格式指南。任务已完成，子分身生成了论文_附录内容.txt（约11.5KB，含术语表、符号注释表、英文缩写表、插图附表清单、补充实验数据）和论文_参考文献格式指南.txt（约11.8KB，含GB/T 7714-2025格式规范），待手动合并到论文中。","type":"episodic","priority":78,"scene_name":"AI帮用户潘旺备份论文并用分身修改文本内容","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777979591210_0_46f829","84a5e8bf4e9f60c504c3b365ed9f7b78_1777979591219_1_e7fa2e"],"metadata":{"activity_start_time":"2026-05-05T11:10:33.100Z","activity_end_time":"2026-05-05T11:13:04.100Z"},"timestamps":["2026-05-05T11:09:25Z","2026-05-05T11:13:03.905Z"],"createdAt":"2026-05-05T11:15:15.610Z","updatedAt":"2026-05-05T11:15:15.610Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777980681562_d0abfd22","content":"用户（潘旺）在2026年5月5日完成论文文本修改。子代理将/root/downloads/最终论文_backup_20250505.docx修改并保存为论文_修改版.docx，同时生成了图表修改建议.txt和thesis_images/目录存放6张PNG图片。当日稍早时分身A负责逐条修改文本（数据矛盾、占位符、AI痕迹）并输出，分身B负责生成附录内容（术语表、符号表、缩写表、插图清单）及参考文献格式指南，生成了论文_附录内容.txt和论文_参考文献格式指南.txt，待手动合并到论文中。","type":"episodic","priority":82,"scene_name":"AI在和用户潘旺完成论文修改备份与文本润色工作","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777980589134_1_8f71bb"],"metadata":{"activity_start_time":"2026-05-05T11:27:34Z","activity_end_time":"2026-05-05T11:29:37Z"},"timestamps":["2026-05-05T11:09:25Z"],"createdAt":"2026-05-05T11:31:57.508Z","updatedAt":"2026-05-05T11:31:57.508Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777981443242_d2a20a58","content":"用户（潘旺/小旺，2022013482，西北农林科技大学软件工程专业）撰写本科毕业论文《基于联邦学习的农作物图像识别协同训练系统研究》，指导教师为纪泽宇。\n\n【论文核心内容】论文提出动态近端约束衰减机制（FedProxV2，即cosine decay of μ参数），使用ImageNet预训练权重迁移、Mixup混合增强和MobileNetV2/ResNet18+SE注意力模块。消融实验数据：CIFAR10基线FedAvg准确率69.84%，动态μ方案74.59%，完整FedProxV2方案86.53%；Crop-PROX完整版准确率83.97%；农作物数据集ResNet18配置下完整准确率达86.89%。⚠️摘要约75%与实验结果86.89%存在数据矛盾（已于5月5日修正）。\n\n【2026年5月5日AI文字修改内容】完成数据精确化（第5章准确率75%更新为86.89%，新增CIFAR10提升4.75个百分点、Crop提升2.12个百分点）、日期补全（XXXX年XX月→2026年5月）、术语规范化（非独立同分布Non-IID全称补充）、AI空洞句式清理（删除\"绝对增益\"、\"有效缓解\"、\"显著提升\"、\"推动实际落地\"等表述改为具体数据描述）、引用加待核实标记。\n\n【图表相关】图表文件存在命名错误：3个table文件实际都是训练曲线图，文件名与内容严重不符。图表修改建议.txt和thesis_images/目录存放6张PNG图片待后续补充。\n\n【文件操作】子代理将/root/downloads/最终论文_backup_20250505.docx修改并保存为论文_修改版.docx。附录内容（术语表、符号表、缩写表、插图清单）及参考文献格式指南待手动合并。论文文件曾从手机Download目录经服务器传输到PC并转为PDF，过程中有7张图片因本地路径问题暂未加入。PC端Word COM自动化失败（Documents.Open返回null），最终采用HTML中转方式生成PDF（非原生Word→PDF格式）。\n\n【隐私要求】用户多次强调隐私保护要求（不发送到老师服务器、传输前确认中转路径）。","type":"episodic","priority":88,"scene_name":"AI在和用户潘旺完成论文修改备份与文本润色工作","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777981346265_0_671de9","84a5e8bf4e9f60c504c3b365ed9f7b78_1777981346272_1_d6e442"],"metadata":{"activity_start_time":"2026-05-05T11:42:07.660Z","activity_end_time":"2026-05-05T11:42:07.690Z"},"timestamps":["2026-05-02T15:49:21.392Z","2026-05-02T16:18:43.388Z","2026-05-05T11:09:25Z"],"createdAt":"2026-05-05T11:44:45.414Z","updatedAt":"2026-05-05T11:44:45.414Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777981751676_febf98a4","content":"用户（潘旺）的论文文档（/root/downloads/论文_修改版.docx）中存在占位符待修复：段落442的XXXX年XX已改为2026年5月，段落300的XXXXXXXXX已改为本研究，段落363的准确率提升约[待填]个百分点仍需人工填写具体实验数据","type":"episodic","priority":80,"scene_name":"AI在和用户潘旺进行论文占位符修复与服务器root远程登录协助","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777981713119_0_e9d551","84a5e8bf4e9f60c504c3b365ed9f7b78_1777981713135_1_48ce83"],"metadata":{"activity_start_time":"2026-05-05T11:47:06.065Z","activity_end_time":"2026-05-05T11:48:15.249Z"},"timestamps":["2026-05-05T11:49:53.885Z"],"createdAt":"2026-05-05T11:49:53.885Z","updatedAt":"2026-05-05T11:49:53.885Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777982082400_5ee4e62e","content":"用户潘旺的论文文件 `/root/downloads/论文_修改版.docx` 中有30处中文字符与全角括号混排的 run，字体被错误设为 Times New Roman，已在 OOXML 底层被强制设置为宋体","type":"episodic","priority":70,"scene_name":"AI在和用户潘旺修复论文docx字体问题（OOXML层面）","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777981993154_0_163ca6"],"metadata":{"activity_start_time":"2026-05-05T11:52:29.311Z","activity_end_time":"2026-05-05T11:53:03.519Z"},"timestamps":["2026-05-05T11:54:58.290Z"],"createdAt":"2026-05-05T11:54:58.290Z","updatedAt":"2026-05-05T11:54:58.290Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777982063115_7e219b2d","content":"用户（潘旺/小旺，2022013482，西北农林科技大学软件工程专业）撰写本科毕业论文《基于联邦学习的农作物图像识别协同训练系统研究》，指导教师为纪泽宇。\n\n【论文核心内容】论文提出动态近端约束衰减机制（FedProxV2，即cosine decay of μ参数），使用ImageNet预训练权重迁移、Mixup混合增强和MobileNetV2/ResNet18+SE注意力模块。消融实验数据：CIFAR10基线FedAvg准确率69.84%，动态μ方案74.59%，完整FedProxV2方案86.53%；Crop-PROX完整版准确率83.97%；农作物数据集ResNet18配置下完整准确率达86.89%。摘要约75%与实验结果86.89%存在数据矛盾已于5月5日修正。\n\n【文本修改工作（2026年5月）】完成数据精确化（第5章准确率75%更新为86.89%，新增CIFAR10提升4.75个百分点、Crop提升2.12个百分点）、日期补全（XXXX年XX月→2026年5月）、术语规范化（非独立同分布Non-IID全称补充）、AI空洞句式清理（删除\"绝对增益\"、\"有效缓解\"、\"显著提升\"、\"推动实际落地\"等表述改为具体数据描述）、引用加待核实标记。\n\n【OOXML底层字体修复（2026年5月5日）】发现并修复docx底层字体问题：包含中文和全角括号（如（Non-IID））的run原先被错误设为Times New Roman，需强制改为宋体。\n\n【占位符待修复项】段落442的XXXX年XX已改为2026年5月，段落300的XXXXXXXXX已改为本研究，段落363的准确率提升约[待填]个百分点仍需人工填写具体实验数据。\n\n【图表相关】图表文件存在命名错误：3个table文件实际都是训练曲线图，文件名与内容严重不符。图表修改建议.txt和thesis_images/目录存放6张PNG图片待后续补充。\n\n【文件操作】子代理将/root/downloads/最终论文_backup_20250505.docx修改并保存为论文_修改版.docx。附录内容（术语表、符号表、缩写表、插图清单）及参考文献格式指南待手动合并。论文文件曾从手机Download目录经服务器传输到PC并转为PDF，过程中有7张图片因本地路径问题暂未加入。PC端Word COM自动化失败（Documents.Open返回null），最终采用HTML中转方式生成PDF（非原生Word→PDF格式）。\n\n【隐私要求】用户多次强调隐私保护要求（不发送到老师服务器、传输前确认中转路径）。","type":"episodic","priority":90,"scene_name":"AI在和用户潘旺修复论文docx中中文和全角括号的字体问题","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777981993154_0_163ca6","84a5e8bf4e9f60c504c3b365ed9f7b78_1777981993185_1_6a797b"],"metadata":{"activity_start_time":"2026-05-05T11:52:29.311Z","activity_end_time":"2026-05-05T11:53:03.519Z"},"timestamps":["2026-05-02T15:49:21.392Z","2026-05-05T11:49:53.885Z","2026-05-05T11:10:13.314Z"],"createdAt":"2026-05-05T11:54:58.290Z","updatedAt":"2026-05-05T11:54:58.290Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777982063115_cf11b5a5","content":"用户潘旺要求AI今后优先尝试调用其他可用技能来处理问题","type":"instruction","priority":75,"scene_name":"AI在和用户潘旺修复论文docx中中文和全角括号的字体问题","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777981947_0_6ea99c"],"metadata":{},"timestamps":["2026-05-05T11:54:58.354Z"],"createdAt":"2026-05-05T11:54:58.354Z","updatedAt":"2026-05-05T11:54:58.354Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777983063016_44d8beb4","content":"用户（潘旺）的论文文件 `/root/downloads/论文_修改版.docx` 中有全角括号（和）eastAsia字体问题，已在OOXML底层修复。2026-05-05T12:10:05将120处全角括号的eastAsia字体修复为Times New Roman，验证通过0遗漏，文件已保存。","type":"episodic","priority":80,"scene_name":"AI在和用户潘旺修复论文docx中中文和全角括号的字体问题","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777983015171_1_0005a2"],"metadata":{"activity_start_time":"2026-05-05T12:10:05.283Z","activity_end_time":"2026-05-05T12:10:05.283Z"},"timestamps":["2026-05-05T11:54:58.290Z","2026-05-05T12:10:05.000Z"],"createdAt":"2026-05-05T12:11:46.828Z","updatedAt":"2026-05-05T12:11:46.828Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777983591823_33192bec","content":"用户潘旺指出AI在修复docx字体时的错误及修正：\n\n【原始修复（m_1777983063016_44d8beb4）】2026-05-05T12:10:05将120处全角括号的eastAsia字体修复为Times New Roman，验证通过0遗漏。\n\n【用户纠错（m_1777983591823_33192bec）】AI在修复时忘记了中文，错误地将所有括号统一替换为英文字体Times New Roman。实际上中文（中文括号「（」「）」）应该是宋体，不该将所有括号都统一替换为英文字体。","type":"episodic","priority":85,"scene_name":"AI在和用户潘旺修复论文docx中中文和全角括号的字体问题","source_message_ids":["c2f127"],"metadata":{"activity_start_time":"2026-05-05T12:17:01.331Z"},"timestamps":["2026-05-05T11:54:58.290Z","2026-05-05T12:10:05.000Z"],"createdAt":"2026-05-05T12:20:20.331Z","updatedAt":"2026-05-05T12:20:20.331Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777983591823_872154c6","content":"用户潘旺指出AI在修复docx字体时的错误及AI确认的正确逻辑：\n\n【原始修复】2026-05-05将120处全角括号的eastAsia字体修复为Times New Roman。\n\n【用户纠错】AI错误地将所有括号统一替换为Times New Roman，中文（中文括号）应该是宋体。\n\n【AI确认的正确逻辑】括号字体跟随相邻字符：「（」根据右边字符决定用宋体（中文）还是Times New Roman（英文）；「）」根据左边字符决定用宋体还是Times New Roman。","type":"episodic","priority":85,"scene_name":"AI在和用户潘旺修复论文docx中中文和全角括号的字体问题","source_message_ids":["dd9692"],"metadata":{"activity_start_time":"2026-05-05T12:17:01.381Z"},"timestamps":["2026-05-05T11:54:58.290Z","2026-05-05T12:10:05.000Z"],"createdAt":"2026-05-05T12:20:20.351Z","updatedAt":"2026-05-05T12:20:20.351Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777983989808_535ae004","content":"用户潘旺指出AI在修复docx字体时的错误及修正：\n\n【原始修复】2026-05-05将120处全角括号的eastAsia字体修复为Times New Roman。\n\n【用户纠错一（整体逻辑）】AI错误地将所有括号统一替换为Times New Roman，中文括号应该是宋体。正确逻辑：括号字体跟随相邻字符——「（」根据右边字符决定，「）」根据左边字符决定。\n\n【用户纠错二（示例引用）】AI在举例说明时，对于「你好a（test）world」，声称右括号「）」左边是英文字母「t」，但实际左边是「道」（宋体），虽然判断逻辑本身正确但字符示例引用有误。","type":"episodic","priority":82,"scene_name":"AI在和用户潘旺修复论文docx中中文和全角括号的字体问题","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777983900154_0_0f5095"],"metadata":{"activity_start_time":"2026-05-05T12:23:31.703Z","activity_end_time":"2026-05-05T12:23:31.738Z"},"timestamps":["2026-05-05T11:54:58.290Z"],"createdAt":"2026-05-05T12:26:51.408Z","updatedAt":"2026-05-05T12:26:51.408Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777984773157_10a1b592","content":"用户潘旺指出AI在修复docx字体时的错误及修正：\n\n【原始修复】2026-05-05将120处全角括号的eastAsia字体修复为Times New Roman。\n\n【用户纠错一（整体逻辑）】AI错误地将所有括号统一替换为Times New Roman，中文括号应该是宋体。正确逻辑：括号字体跟随相邻字符——「（」根据右边字符决定，「）」根据左边字符决定。\n\n【用户纠错二（示例引用）】AI在举例说明时，对于「你好a（test）world」，声称右括号「）」左边是英文字母「t」，但实际左边是「道」（宋体），虽然判断逻辑本身正确但字符示例引用有误。\n\n【多次尝试未生效】全角括号字体修复任务经过多次尝试，AI之前多次声称修复了但实际未生效（用户2026-05-05T12:36投诉），最终在当日12:37确认98处全部设为Times New Roman并要求用户用WPS验证。","type":"episodic","priority":85,"scene_name":"AI在和用户潘旺修复论文docx中中文和全角括号的字体问题","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777983972204_1_3d04b9","84a5e8bf4e9f60c504c3b365ed9f7b78_1777984671624_0_81108f","84a5e8bf4e9f60c504c3b365ed9f7b78_1777984671660_3_f7fe22"],"metadata":{"activity_start_time":"2026-05-05T12:25:00.829Z","activity_end_time":"2026-05-05T12:37:44.635Z"},"timestamps":["2026-05-05T11:54:58.290Z","2026-05-05T12:36:00.000Z","2026-05-05T12:37:00.000Z"],"createdAt":"2026-05-05T12:40:01.784Z","updatedAt":"2026-05-05T12:40:01.784Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777985744364_3a1e7ea6","content":"用户（潘旺）要求AI的分身必须完整通读规范文件后再报告结论，不得仅凭关键词搜索就下判断，操作前须先告知用户确认","type":"instruction","priority":90,"scene_name":"AI在和用户潘旺修复论文docx中中文和全角括号的字体问题","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777985661091_0_39b6bc"],"metadata":{},"timestamps":["2026-05-05T12:56:09.354Z"],"createdAt":"2026-05-05T12:56:09.354Z","updatedAt":"2026-05-05T12:56:09.354Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777988805039_5088a938","content":"用户（潘旺）要求AI调用文档技能，让分身分析张欣喆的论文docx文件中括号的实际字符编码和字体","type":"episodic","priority":80,"scene_name":"AI在和用户潘旺分析张欣喆论文docx中括号与标点的字体和Unicode编码","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777988656518_0_77edf1"],"metadata":{"activity_start_time":"2026-05-05T13:43:49.837Z","activity_end_time":"2026-05-05T13:44:55.343Z"},"timestamps":["2026-05-05T13:47:17.849Z"],"createdAt":"2026-05-05T13:47:17.849Z","updatedAt":"2026-05-05T13:47:17.849Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777988805039_f2eb799a","content":"AI分身分析张欣喆论文docx结论：公式编号用半角ASCII括号(3-1)（U+0028/U+0029）Times New Roman字体；中文正文括号（3-1）用全角U+FF08/U+FF09继承Arial字体；两者不一致","type":"episodic","priority":85,"scene_name":"AI在和用户潘旺分析张欣喆论文docx中括号与标点的字体和Unicode编码","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777988713206_0_d258e2"],"metadata":{"activity_start_time":"2026-05-05T13:44:55.343Z","activity_end_time":"2026-05-05T13:44:55.378Z"},"timestamps":["2026-05-05T13:47:17.864Z"],"createdAt":"2026-05-05T13:47:17.864Z","updatedAt":"2026-05-05T13:47:17.864Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777988805039_c7e64604","content":"AI告诉用户（潘旺）：应以样例论文为准，规范文件的文字描述和样例模板不一致时应遵循样例实际做法","type":"instruction","priority":82,"scene_name":"AI在和用户潘旺分析张欣喆论文docx中括号与标点的字体和Unicode编码","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777988713252_1_48cec1"],"metadata":{},"timestamps":["2026-05-05T13:47:17.873Z"],"createdAt":"2026-05-05T13:47:17.873Z","updatedAt":"2026-05-05T13:47:17.873Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777989362450_879f7a90","content":"用户（潘旺）擅长文件格式转换，能将文档转为Word，偏好用HTML中间层方式绕过PC端Word COM自动化失败的问题；不喜欢AI用逐张截图这种低效方式处理文档。AI今后应优先尝试调用其他可用技能来处理问题。","type":"persona","priority":82,"scene_name":"AI在和潘旺处理张欣喆论文的文件检查与格式转换协作","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777989265713_0_9f60d1"],"metadata":{},"timestamps":["2026-05-05T11:54:58.354Z","2026-05-05T13:47:17.849Z"],"createdAt":"2026-05-05T13:56:40.170Z","updatedAt":"2026-05-05T13:56:40.170Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777989541944_4b31ea97","content":"张欣喆的论文（朱雀AI检测助手-格式转换.docx）经AI检测总体AIGC率为8.17%，其中片段10（占全文15.63%，AIGC=0.8152）和片段5（占全文5.90%，AIGC=0.9966）为最高危段落，高危片段集中在公式推导段落（FedProx/FedAvg）、系统描述段落和中文参考文献部分","type":"episodic","priority":85,"scene_name":"AI在和潘旺处理张欣喆论文的文件检查与格式转换协作","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777989412427_2_1709d0","84a5e8bf4e9f60c504c3b365ed9f7b78_1777989412444_3_53bc46"],"metadata":{"activity_start_time":"2026-05-05T13:55:57.470Z","activity_end_time":"2026-05-05T13:56:29.643Z"},"timestamps":["2026-05-05T13:59:24.344Z"],"createdAt":"2026-05-05T13:59:24.344Z","updatedAt":"2026-05-05T13:59:24.344Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777990071831_70c60cfc","content":"用户（潘旺）要求将论文实际AI率（40%+）降至20%以内，修改对象为/root/downloads/论文改进版.txt","type":"episodic","priority":90,"scene_name":"AI在和潘旺处理张欣喆论文的AI率降低与学术风格修改协作","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777989977923_0_9921a9"],"metadata":{"activity_start_time":"2026-05-05T14:05:30.323Z"},"timestamps":["2026-05-05T14:09:00.961Z"],"createdAt":"2026-05-05T14:09:00.961Z","updatedAt":"2026-05-05T14:09:00.961Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777990071831_7d6a1b04","content":"用户潘旺要求AI先备份论文，然后在备份版本中修改，只能改文本内容不能改任何格式，图片由用户自己添加，并要求调用技能执行分身任务。修改时保持严谨学术风格，少用连接词和口语化表达，可模仿张欣喆论文的文笔风格。","type":"instruction","priority":100,"scene_name":"AI在和潘旺处理张欣喆论文的AI率降低与学术风格修改协作","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777989977923_0_9921a9"],"metadata":{},"timestamps":["2026-05-05T11:13:03.375Z","2026-05-05T14:34:31.831Z"],"createdAt":"2026-05-05T14:09:00.966Z","updatedAt":"2026-05-05T14:09:00.966Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777990071831_cd8ad553","content":"用户要求AI不要改动论文本体，只将修改后的txt文稿输出，各部分之间空两行，达到本科论文最终要求。修改范围仅限摘要、正文和致谢，各章节标题和目录保持不动，需整体连贯不能碎片化修改。","type":"instruction","priority":100,"scene_name":"AI在和潘旺处理张欣喆论文的AI率降低与学术风格修改协作","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777989977923_0_9921a9"],"metadata":{},"timestamps":["2026-05-05T11:03:51.238Z","2026-05-05T14:34:31.831Z"],"createdAt":"2026-05-05T14:09:00.983Z","updatedAt":"2026-05-05T14:09:00.983Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777990266467_e53f111a","content":"AI为用户潘旺修改论文：目标将论文实际AI率从40%以上降至20%以内。修改范围仅限摘要、正文和致谢，各章节标题和目录保持不动，各部分之间空两行；只能改文本内容不能改任何格式；保持严谨学术风格，少用连接词和口语化表达，可模仿张欣喆论文的文笔风格。","type":"instruction","priority":100,"scene_name":"AI在和潘旺处理张欣喆论文的AI率降低与学术风格修改协作","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777990113766_1_bca7d6"],"metadata":{"activity_start_time":"2026-05-05T14:08:16.209Z"},"timestamps":["2026-05-05T11:03:51.238Z","2026-05-05T11:13:03.375Z","2026-05-05T14:09:00.961Z","2026-05-05T14:10:26.467Z"],"createdAt":"2026-05-05T14:12:37.085Z","updatedAt":"2026-05-05T14:12:37.085Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777990266468_62e0f911","content":"用户（潘旺，2022013482，西北农林科技大学软件工程专业）撰写本科毕业论文《基于联邦学习的农作物图像识别协同训练系统研究》，指导教师为纪泽宇。论文提出动态近端约束衰减机制（FedProxV2，即cosine decay of μ参数），使用ImageNet预训练权重迁移、Mixup混合增强和MobileNetV2/ResNet18+SE注意力模块。消融实验数据：CIFAR10基线FedAvg准确率69.84%，动态μ方案74.59%，完整FedProxV2方案86.53%；Crop-PROX完整版准确率83.97%；农作物数据集ResNet18配置下完整准确率达86.89%。摘要中\"约75%\"与实验结果86.89%相差约11个百分点（已于2026年5月5日修正为86.89%）。⚠️发现致命数据矛盾已修正。","type":"episodic","priority":95,"scene_name":"AI在和潘旺处理张欣喆论文的AI率降低与学术风格修改协作","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777990113766_1_bca7d6"],"metadata":{},"timestamps":["2026-05-02T15:49:21.392Z","2026-05-05T14:10:26.468Z"],"createdAt":"2026-05-05T14:12:37.106Z","updatedAt":"2026-05-05T14:12:37.106Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777990266468_2815e9a3","content":"用户（潘旺）指出论文图表文件存在命名错误：3个table文件实际都是训练曲线图，文件名与内容严重不符","type":"episodic","priority":80,"scene_name":"AI在和潘旺处理张欣喆论文的AI率降低与学术风格修改协作","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777990113766_1_bca7d6"],"metadata":{},"timestamps":["2026-05-05T11:10:13.314Z","2026-05-05T14:10:26.468Z"],"createdAt":"2026-05-05T14:12:37.122Z","updatedAt":"2026-05-05T14:12:37.122Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777990732085_939274a8","content":"用户（潘旺）要求修改张欣喆论文：目标将论文AI率从40%以上降至20%以内。修改范围仅限摘要、正文和致谢，各章节标题和目录保持不动，各部分之间空两行；只能改文本内容不能改任何格式；保持严谨学术风格，少用连接词和口语化表达、整体有连贯性。用户反馈上次改法不降反增，要求这次必须调用降AI味技能深度改写而非表面替换，真正重写句式，参考张欣喆论文原文文风。修改前须先搜索论文规范文件完整阅读理解，以样例论文实际做法为准，不得仅凭关键词搜索就下判断，操作前须先告知用户确认。","type":"instruction","priority":98,"scene_name":"AI在和潘旺处理张欣喆论文的AI率降低与学术风格修改协作","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777990631101_0_fa00f4","84a5e8bf4e9f60c504c3b365ed9f7b78_1777990631108_1_ea171f"],"metadata":{},"timestamps":["2026-05-05T11:03:51.238Z","2026-05-05T14:25:32.085Z"],"createdAt":"2026-05-05T14:20:22.932Z","updatedAt":"2026-05-05T14:20:22.932Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777990732085_d04cefbc","content":"用户（潘旺）要求修改张欣喆论文：目标将论文AI率从40%以上降至20%以内。修改范围仅限摘要、正文和致谢，各章节标题和目录保持不动，各部分之间空两行；只能改文本内容不能改任何格式；保持严谨学术风格，少用连接词和口语化表达、整体有连贯性。用户反馈上次改法不降反增，要求这次必须调用降AI味技能深度改写而非表面替换，真正重写句式，参考张欣喆论文原文文风。修改前须先搜索论文规范文件完整阅读理解，以样例论文实际做法为准，不得仅凭关键词搜索就下判断，操作前须先告知用户确认。","type":"instruction","priority":98,"scene_name":"AI在和潘旺处理张欣喆论文的AI率降低与学术风格修改协作","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777990631101_0_fa00f4"],"metadata":{},"timestamps":["2026-05-05T11:03:51.238Z","2026-05-05T14:25:32.085Z"],"createdAt":"2026-05-05T14:20:22.942Z","updatedAt":"2026-05-05T14:20:22.942Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777990959413_aab91a45","content":"AI（虾宝）是当前服务器（119）的身份，AI（虾咪）是旧服务器（152）的身份","type":"episodic","priority":70,"scene_name":"AI在和潘旺处理张欣喆论文的AI率降低与学术风格修改协作","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777990702489_1_0cadd5","84a5e8bf4e9f60c504c3b365ed9f7b78_1777990702483_0_5a69ad"],"metadata":{},"timestamps":["2026-05-05T14:23:26.347Z"],"createdAt":"2026-05-05T14:23:26.347Z","updatedAt":"2026-05-05T14:23:26.347Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777991527338_72fd9a37","content":"用户希望AI以后每次收到一段话就帮忙改写，不再沿用之前的整篇论文修改模式","type":"instruction","priority":82,"scene_name":"AI在和潘旺进行文本改写与学术润色协作","source_message_ids":["l0_agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78_1777991433346_0_16ff9a"],"metadata":{},"timestamps":["2026-05-05T14:32:32.908Z"],"createdAt":"2026-05-05T14:32:32.908Z","updatedAt":"2026-05-05T14:32:32.908Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777996032977_c32675a8","content":"用户要求AI在发送可复制文字时使用```bash\\n内容\\n```代码块格式发送，方便用户复制；其中改写好的文本（论文/文稿等）必须以代码块格式输出，不得直接发送明文","type":"instruction","priority":95,"scene_name":"AI在和潘旺进行文本改写与学术润色协作","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777995948008_0_c3ecaf"],"metadata":{},"timestamps":["2026-05-05T05:26:42.582Z","2026-05-05T12:07:12.977Z"],"createdAt":"2026-05-05T15:47:46.230Z","updatedAt":"2026-05-05T15:47:46.230Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777996659722_a9683b02","content":"用户（潘旺）要求修改张欣喆论文：目标将论文AI率从40%以上降至20%以内。修改范围仅限摘要、正文和致谢，各章节标题和目录保持不动，各部分之间空两行；只能改文本内容不能改任何格式；保持严谨学术风格，少用连接词和口语化表达、整体有连贯性。用户反馈上次改法不降反增，要求这次必须调用降AI味技能深度改写而非表面替换，真正重写句式，参考张欣喆论文原文文风。修改前须先搜索论文规范文件完整阅读理解，以样例论文实际做法为准，不得仅凭关键词搜索就下判断，操作前须先告知用户确认。发送可复制文字时使用```bash\\n内容\\n```代码块格式，改写好的文本（论文/文稿等）必须以代码块格式输出。","type":"instruction","priority":98,"scene_name":"AI在和潘旺进行学术文本降AI润色与技能调用协作","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777996547401"],"metadata":{},"timestamps":["2026-05-05T05:26:42.582Z","2026-05-05T11:03:51.238Z"],"createdAt":"2026-05-05T15:58:03.066Z","updatedAt":"2026-05-05T15:58:03.066Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}
{"id":"m_1777996659722_e76a4e1e","content":"用户要求AI在发送可复制文字时使用```bash\\n内容\\n```代码块格式发送，方便用户复制；其中改写好的文本（论文/文稿等）必须以代码块格式输出，不得直接发送明文。","type":"instruction","priority":95,"scene_name":"AI在和潘旺进行学术文本降AI润色与技能调用协作","source_message_ids":["84a5e8bf4e9f60c504c3b365ed9f7b78_1777996575989"],"metadata":{},"timestamps":["2026-05-05T05:26:42.582Z"],"createdAt":"2026-05-05T15:58:03.074Z","updatedAt":"2026-05-05T15:58:03.074Z","sessionKey":"agent:main:qqbot:direct:84a5e8bf4e9f60c504c3b365ed9f7b78","sessionId":"1f88ced1-205a-45ab-929b-3234201f33ae"}