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https://github.com/zhayujie/chatgpt-on-wechat.git
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feat: add 2.1.1 release docs
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zhayujie
@@ -241,6 +241,7 @@
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"group": "Release Notes",
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"pages": [
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"releases/overview",
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"releases/v2.1.1",
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"releases/v2.1.0",
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"releases/v2.0.9",
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"releases/v2.0.8",
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@@ -5,6 +5,7 @@ description: CowAgent version history
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| Version | Date | Description |
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| --- | --- | --- |
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| [2.1.1](/releases/v2.1.1) | 2026.06.09 | Self-Evolution, Web Console message management and parallel sessions, cross-platform MCP enhancements with concurrent calls, new models (MiniMax-M3, qwen3.7-plus, etc.), various improvements |
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| [2.1.0](/releases/v2.1.0) | 2026.06.01 | Internationalization, new Telegram / Discord / Slack / WeChat Customer Service channels, CLI interaction upgrades (streaming output, fuzzy command matching, task cancellation), MCP Streamable HTTP, new models |
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| [2.0.9](/releases/v2.0.9) | 2026.05.22 | Model management console, MCP protocol support, browser persistent login, new models (gpt-5.5, gemini-3.5-flash, qwen3.7-max, etc.), deployment hardening |
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| [2.0.8](/releases/v2.0.8) | 2026.05.06 | Major Feishu channel upgrade (voice, streaming and Markdown, one-click QR-scan setup), DeepSeek V4 and Baidu models, scheduler tool enhancements |
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docs/releases/v2.1.1.mdx
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docs/releases/v2.1.1.mdx
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---
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title: v2.1.1
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description: CowAgent 2.1.1 - Self-Evolution, Web Console message management and parallel sessions, cross-platform MCP enhancements, new models and improvements
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---
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🌐 [English](https://docs.cowagent.ai/releases/v2.1.1) | [中文](https://docs.cowagent.ai/zh/releases/v2.1.1)
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## 🧬 Self-Evolution
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CowAgent introduces **Self-Evolution**, letting the agent go beyond completing a single task and keep improving through everyday collaboration with you:
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- **Automatic review after idle**: Once a conversation goes idle, the agent reviews it in the background to fix problems a skill exposed in use, create reusable new skills, follow up on unfinished tasks, and record important information into memory and the knowledge base
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- **Silent by default, notify on demand**: It reports what it changed only when it actually made a change, and stays silent otherwise
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- **Safe and reversible**: Every review is backed up beforehand and can be undone at any time. Built-in skills are protected, and all reads and writes stay within the workspace
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Enabled by default for new installs. Existing users can turn it on with a single click in the Web Console under **Settings → Agent Config**.
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<img src="https://cdn.jsdelivr.net/gh/zhayujie/cowagent-assets@main/screenshots/en/web-console-evolution-demo.png" alt="Self-Evolution conversation example" />
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Documentation: [Self-Evolution](https://docs.cowagent.ai/memory/self-evolution)
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## 💬 Web Console Upgrades
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The Web Console chat experience gets several enhancements:
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- **Message management**: Edit, delete, and regenerate both user and bot messages; code blocks now include language labels and a one-click copy button
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- **Parallel sessions**: Run multiple sessions at the same time without interference, with live streaming automatically resumed when you switch back to a session
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- **Refinements**: Drag and drop files anywhere in the chat view; automatically switch to a sibling session after deleting the active one
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Thanks [@core-power](https://github.com/core-power) (#2865)
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## 🧩 Cross-platform MCP Enhancements
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- **Windows compatibility fix**: Fixed `stdio` communication failing on Windows, and made the server timeout configurable via `mcp.json`
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- **Concurrent calls**: The `sse` and `streamable-http` transports now support concurrent calls across sessions for faster multi-tool responses
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Thanks [@xliu123321](https://github.com/xliu123321) (#2859)
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Documentation: [MCP Tools](https://docs.cowagent.ai/tools/mcp)
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## 🤖 New Models & Improvements
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- **MiniMax-M3**: Added and set as the default model, with the M2.7 series kept as an option. Thanks [@octo-patch](https://github.com/octo-patch) (#2855)
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- **Qwen3.7-plus**: Added support for multi-modal conversations
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- **Selectable ASR model**: The Web Console can now select and persist the ASR (speech recognition) model. Thanks [@nightwhite](https://github.com/nightwhite) (#2857)
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- **Simplified install menu**: The one-line install script streamlines the model menu and adds the Xiaomi MiMo option
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Documentation: [Models Overview](https://docs.cowagent.ai/models)
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## 🛠 Improvements & Fixes
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- **Python 3.13 support**: Fixed installation and dependency compatibility on Python 3.13
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- **Internationalization**: The channel list is now ordered by the interface language; refined the automatic language fallback under `auto` mode
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- **More reliable cancellation**: Fixed cases where a streaming reply could not be interrupted
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- **CLI**: `cow status` now shows the current project path
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- **Hardened deployment security**: The credential-file block is narrowed to `~/.cow/.env` so other directories are no longer affected (Thanks [@orbisai0security](https://github.com/orbisai0security) #2863); the WeChat Official Account now rejects webhook requests when `wechatmp_token` is empty
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- **Group task board plugin**: Added the group task board plugin source. Thanks [@Wyh-max-star](https://github.com/Wyh-max-star) (#2853)
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## 📦 Upgrade
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Source-code deployments can run `cow update` for a one-click upgrade, or pull the latest code and restart manually. See the [Upgrade Guide](https://docs.cowagent.ai/guide/upgrade) for details.
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**Release Date**: 2026.06.09 | [Full Changelog](https://github.com/zhayujie/CowAgent/compare/2.1.0...2.1.1)
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@@ -5,7 +5,7 @@ description: CowAgent 版本更新历史
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| 版本 | 日期 | 说明 |
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| --- | --- | --- |
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| [2.1.1](/zh/releases/v2.1.1) | 2026.06.08 | 自主进化能力、Web 控制台消息管理升级、MCP 跨平台增强与并发调用、新模型接入（MiniMax-M3、qwen3.7-plus 等）、多项优化 |
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| [2.1.1](/zh/releases/v2.1.1) | 2026.06.09 | 自主进化能力、Web 控制台消息管理升级、新模型接入（MiniMax-M3、qwen3.7-plus 等）、其他多项优化和修复 |
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| [2.1.0](/zh/releases/v2.1.0) | 2026.06.01 | 国际化支持、新增 Telegram / Discord / Slack / 微信客服通道、命令行交互升级（流式输出、命令模糊匹配、任务取消）、MCP Streamable HTTP、新模型接入 |
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| [2.0.9](/zh/releases/v2.0.9) | 2026.05.22 | 新增模型管理、MCP 协议支持、浏览器登录态持久化、新模型接入（gpt-5.5、gemini-3.5-flash、qwen3.7-max 等）、部署安全加固 |
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| [2.0.8](/zh/releases/v2.0.8) | 2026.05.06 | 飞书渠道全面升级（语音、流式输出和Markdown、扫码一键接入）、DeepSeek V4和百度模型新增、定时任务工具增强 |
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@@ -1,30 +1,31 @@
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---
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title: v2.1.1
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description: CowAgent 2.1.1 - 自主进化能力、Web 控制台消息管理升级、MCP 跨平台增强、多模型接入与优化
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description: CowAgent 2.1.1：自主进化能力、Web 控制台消息管理与多会话并行、MCP 跨平台增强、多模型接入与优化
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---
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🌐 [English](https://docs.cowagent.ai/releases/v2.1.1) | [中文](https://docs.cowagent.ai/zh/releases/v2.1.1)
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## 🧬 自主进化能力
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CowAgent 新增**自主进化（Self-Evolution）**能力，让 Agent 不止于完成单次任务，而是在与你的日常协作中持续成长：
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CowAgent 新增 **自主进化（Self-Evolution）** 能力，让 Agent 不止于完成单次任务，而是在与你的日常协作中持续成长：
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- **自动复盘成长**：一段对话自然结束并进入空闲后，Agent 会在后台悄悄回顾刚刚的对话，沉淀值得记住的偏好和事实、修复技能中暴露的问题、并补做未完成的任务
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- **越用越懂你**：随着使用，Agent 会逐渐记住你的习惯、减少重复犯错，在收尾上做得更好
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- **不打扰原则**：只有在确实做出了改动时，才用一句话告诉你它学到了什么、调整了什么，没有变化时全程静默
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- **安全可回退**：每次复盘前都会自动备份，对结果不满意时只需在对话中让它撤销即可恢复；内置技能受保护、所有改动均限制在工作空间内
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- **空闲后自动复盘**：对话空闲后自动复盘，修正技能在使用中暴露的问题、创建可复用的新技能，处理遗留的未完成事项，并将重要信息补充进记忆与知识库
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- **静默执行、按需提醒**：仅在实际有改动时主动告知本次调整内容，无变更时全程静默
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- **安全可回退**：每次复盘前自动备份，可随时撤销本次改动；内置技能受保护，所有读写均限定在工作空间内
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默认关闭，可在 Web 控制台 **设置 → Agent 配置** 中一键开启。
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新安装用户默认开启，已有用户可在 Web 控制台 **设置 → Agent 配置** 中一键开启。
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<img src="https://cdn.jsdelivr.net/gh/zhayujie/cowagent-assets@main/screenshots/zh/web-console-evolution-demo-zh.png" alt="自主进化对话示例" />
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相关文档：[自主进化](https://docs.cowagent.ai/zh/memory/self-evolution)
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## 💬 Web 控制台消息管理升级
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## 💬 Web 控制台升级
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Web 控制台的聊天体验进一步增强，操作更接近主流聊天产品：
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Web 控制台的聊天体验进一步增强：
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- **消息编辑与重发**：用户与机器人的消息均支持编辑、删除、重新生成
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- **代码块更易用**：代码块新增语言标签和一键复制按钮
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- **拖拽体验优化**：支持将文件拖拽到整个聊天区域
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- **消息管理**：用户与机器人的消息均支持编辑、删除、重新生成；代码块新增语言标签和一键复制按钮
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- **多会话并行**：支持多个会话同时进行、互不干扰，切回会话时自动恢复实时流式输出
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- **细节优化**：支持将文件拖拽到整个聊天区域；删除当前会话后自动切换到相邻会话
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Thanks @core-power (#2865)
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@@ -48,14 +49,15 @@ Thanks @xliu123321 (#2859)
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## 🛠 体验优化与修复
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- **Python 3.13 支持**：修复在 Python 3.13 环境下的安装与依赖兼容问题
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- **国际化体验**：通道列表按界面语言排序展示；优化 `auto` 模式下的语言自动回退逻辑
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- **任务取消更可靠**：修复部分场景下流式回复无法中断的问题
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- **CLI 增强**：`cow status` 新增显示当前项目路径
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- **部署安全加固**：凭证文件拦截范围收敛至 `~/.cow/.env`，不再误拦其他目录（Thanks @orbisai0security #2863）；微信公众号在 `wechatmp_token` 为空时拒绝 Webhook 请求
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- **群任务看板插件**：内置群任务看板插件源。Thanks @Wyh-max-star (#2853)
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- **群任务看板插件**：新增群聊任务看板插件源。Thanks @Wyh-max-star (#2853)
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## 📦 升级方式
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源码部署可执行 `cow update` 一键升级，或手动拉取代码后重启。详见 [更新升级文档](https://docs.cowagent.ai/zh/guide/upgrade)。
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**发布日期**：2026.06.08 | [Full Changelog](https://github.com/zhayujie/CowAgent/compare/2.1.0...2.1.1)
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**发布日期**：2026.06.09 | [Full Changelog](https://github.com/zhayujie/CowAgent/compare/2.1.0...2.1.1)
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