Power Users/Automators 折腾/讨论/分享各种开源工具/脚本/自动化工作流👥 @zhetengsha_group📌 合集 https://t.me/zhetengsha/2🎁 恰饭 https://t.me/zhetengsha/957📢 广告投放 @xream @xream_botBuy ads: https://telega.io/c/zhetengshafeedId:55438372655431680+userId:62307599601855488http://telegram.zhetengsha.eu.orghttp://telegram.zhetengsha.eu.org/posts/6416http://telegram.zhetengsha.eu.org/posts/6416Wed, 15 Jul 2026 13:02:02 GMT<div class="image-list-container image-list-odd"> <button type="button" class="image-preview-button image-preview-wrap" popovertarget="modal-6416-0" popovertargetaction="show" aria-label="Open image preview: cj2api: 将 ChatJimmy 转换为 OpenAI 兼容 API 的轻量代理就感觉到快 好不好不知道 你就说快不快吧• 提供标准 OpenAI Chat Completions 接口，支持 SSE 流式输出、非流式响应与 OpenAI SDK 直接接入• 支持 Cloudflare Workers 与腾讯云 EdgeOne Pages 一键部署，自带在线测试页面和多语言调用示例• 内置 Token 统计、usage 返回与纯 TypeScript 实现，无第三方运行时依赖，适合快速搭建 AI API 服务"> <img src="/static/https://cdn5.telesco.pe/file/WJ8wafdXssNwvuSiVq256go5_HtRt-NJUXnBzMAnw80RL-dwlfEL725x85qyJYnSzJvYTiGpi865zgrfBeB-ObDCeUAmuwMEY0nFqaIKYSlZ3RL07swcU1Apwj2WDUnoEnix3UWp387ezyOCofOa7hzJzl10NyPJ1Vl3939F_hwXbSyb6FgTxnoPsZho89YNwkIGGjOEdyWlWogNHc_XXdlPiGtp7Nkwx2N-RnouK0_slnei7nVULpesNbvjVjLoWNurFljd_90gJa8Ub4mletsuC4V61D_X13TQIl1zHcUA2GijmVqfJjB1o1M1iKPUpSU6s_GD-v5_-rL71mpzIw.jpg" alt="cj2api: 将 ChatJimmy 转换为 OpenAI 兼容 API 的轻量代理就感觉到快 好不好不知道 你就说快不快吧• 提供标准 OpenAI Chat Completions 接口，支持 SSE 流式输出、非流式响应与 OpenAI SDK 直接接入• 支持 Cloudflare Workers 与腾讯云 EdgeOne Pages 一键部署，自带在线测试页面和多语言调用示例• 内置 Token 统计、usage 返回与纯 TypeScript 实现，无第三方运行时依赖，适合快速搭建 AI API 服务" width="800" height="369" loading="lazy" /> </button> <div class="modal" id="modal-6416-0" popover="auto" aria-label="Image preview"> <button type="button" class="modal__backdrop" popovertarget="modal-6416-0" popovertargetaction="hide" aria-label="Close image preview"></button> <button type="button" class="modal__close" popovertarget="modal-6416-0" popovertargetaction="hide" aria-label="Close image preview">×</button> <div class="modal__surface"> </div> </div> </div><u>cj2api: 将 ChatJimmy 转换为 OpenAI 兼容 API 的轻量代理</u><br /><br /><s>就感觉到快</s> 好不好不知道 你就说快不快吧<br /><br />• 提供标准 OpenAI Chat Completions 接口，支持 SSE 流式输出、非流式响应与 OpenAI SDK 直接接入<br /><br />• 支持 Cloudflare Workers 与腾讯云 EdgeOne Pages 一键部署，自带在线测试页面和多语言调用示例<br /><br />• 内置 Token 统计、usage 返回与纯 TypeScript 实现，无第三方运行时依赖，适合快速搭建 AI API 服务<br /><br /><a href="https://github.com/qingchencloud/cj2api" target="_blank" rel="noopener" title="https://github.com/qingchencloud/cj2api">https://github.com/qingchencloud/cj2api</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327880277607583303.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/2" target="_blank" rel="noopener" title="合集">合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6021860481923288796.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha_group" target="_blank" rel="noopener" title="群组">群组</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327792445526380187.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/957" target="_blank" rel="noopener" title="恰饭">恰饭</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6330367862535884142.webp" alt="" loading="lazy" width="20" height="20" /><a href="https://t.me/xream_bot" target="_blank" rel="noopener" title="联系推广">联系推广</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327836885552991740.webp" alt="" loading="lazy" width="20" height="20" /><a href="/search/result?q=%23%E5%BC%80%E6%BA%90%E9%A1%B9%E7%9B%AE" title="#开源项目">#开源项目</a> <a href="/search/result?q=%23AI" title="#AI">#AI</a> <a href="/search/result?q=%23OpenAI" title="#OpenAI">#OpenAI</a> <a href="/search/result?q=%23API" title="#API">#API</a> <a href="/search/result?q=%23Cloudflare" title="#Cloudflare">#Cloudflare</a> <a href="/search/result?q=%23EdgeOne" title="#EdgeOne">#EdgeOne</a> <a href="/search/result?q=%23TypeScript" title="#TypeScript">#TypeScript</a> <a href="/search/result?q=%23GitHub" title="#GitHub">#GitHub</a>http://telegram.zhetengsha.eu.org/posts/6394http://telegram.zhetengsha.eu.org/posts/6394Mon, 13 Jul 2026 09:59:58 GMT<div class="image-list-container image-list-odd"> <button type="button" class="image-preview-button image-preview-wrap" popovertarget="modal-6394-0" popovertargetaction="show" aria-label="Open image preview: Files.md: 面向 Markdown 的本地优先知识管理工具• 基于纯 .md 文件构建个人知识库，支持笔记、日记、任务、项目等内容，数据完全由用户掌控，天然兼容 AI 工作流• 浏览器即可运行，支持 PWA 离线使用、可选自托管同步、云盘同步及 Telegram Bot，兼顾隐私与多设备协作• 极简架构设计，无需 Electron 和复杂构建流程，代码易于理解与扩展，适合开发者基于 LLM 深度定制自己的知识管理系统"> <img src="/static/https://cdn5.telesco.pe/file/rlAQt4PsUMv0WCUpFRUF77ScYqaMxyb3HVr7nDsVDI3-Ivf1tH59i1zxYJxwDCz3v2-MGCmf7ksAJClzcB3jjEy_hH976TLMAWuBc2TEMTJmiVNl3cPfguYI9cuqEGvNocsYw70ajY4ODrfUofsc2k5ZFVU21IVFYyaztaEUfj1xrYOkDCMFVY9XU7uhikCDNXLhMaPG5zI4vHmdF6k-Sll8kgYQcs6000WpskE5VHQh-cu4hoys3OcD5liuI6vNzcHOdPFRZNEjL8wcfm0CnabAFjet0yNiPFsJs2YDTxOp5PwsiOlcIoPcU7GTcHzAtezqdG0ByDxiziHSy_uUnQ.jpg" alt="Files.md: 面向 Markdown 的本地优先知识管理工具• 基于纯 .md 文件构建个人知识库，支持笔记、日记、任务、项目等内容，数据完全由用户掌控，天然兼容 AI 工作流• 浏览器即可运行，支持 PWA 离线使用、可选自托管同步、云盘同步及 Telegram Bot，兼顾隐私与多设备协作• 极简架构设计，无需 Electron 和复杂构建流程，代码易于理解与扩展，适合开发者基于 LLM 深度定制自己的知识管理系统" width="800" height="466" loading="lazy" /> </button> <div class="modal" id="modal-6394-0" popover="auto" aria-label="Image preview"> <button type="button" class="modal__backdrop" popovertarget="modal-6394-0" popovertargetaction="hide" aria-label="Close image preview"></button> <button type="button" class="modal__close" popovertarget="modal-6394-0" popovertargetaction="hide" aria-label="Close image preview">×</button> <div class="modal__surface"> </div> </div> </div><a href="http://Files.md/" target="_blank" rel="noopener" title="Files.md"><u>Files.md</u></a><u>: 面向 Markdown 的本地优先知识管理工具</u><br /><br />• 基于纯 .md 文件构建个人知识库，支持笔记、日记、任务、项目等内容，数据完全由用户掌控，天然兼容 AI 工作流<br /><br />• 浏览器即可运行，支持 PWA 离线使用、可选自托管同步、云盘同步及 Telegram Bot，兼顾隐私与多设备协作<br /><br />• 极简架构设计，无需 Electron 和复杂构建流程，代码易于理解与扩展，适合开发者基于 LLM 深度定制自己的知识管理系统<br /><br /><a href="https://github.com/zakirullin/files.md" target="_blank" rel="noopener" title="https://github.com/zakirullin/files.md">https://github.com/zakirullin/files.md</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327880277607583303.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/2" target="_blank" rel="noopener" title="合集">合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6021860481923288796.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha_group" target="_blank" rel="noopener" title="群组">群组</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327792445526380187.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/957" target="_blank" rel="noopener" title="恰饭">恰饭</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6330367862535884142.webp" alt="" loading="lazy" width="20" height="20" /><a href="https://t.me/xream_bot" target="_blank" rel="noopener" title="联系推广">联系推广</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327836885552991740.webp" alt="" loading="lazy" width="20" height="20" /><a href="/search/result?q=%23%E7%9F%A5%E8%AF%86%E7%AE%A1%E7%90%86" title="#知识管理">#知识管理</a> <a href="/search/result?q=%23Markdown" title="#Markdown">#Markdown</a> <a href="/search/result?q=%23%E6%9C%AC%E5%9C%B0%E4%BC%98%E5%85%88" title="#本地优先">#本地优先</a> <a href="/search/result?q=%23%E5%BC%80%E6%BA%90%E9%A1%B9%E7%9B%AE" title="#开源项目">#开源项目</a> <a href="/search/result?q=%23GitHub" title="#GitHub">#GitHub</a> <a href="/search/result?q=%23PWA" title="#PWA">#PWA</a> <a href="/search/result?q=%23Telegram" title="#Telegram">#Telegram</a> <a href="/search/result?q=%23Go" title="#Go">#Go</a> <a href="/search/result?q=%23AI" title="#AI">#AI</a>http://telegram.zhetengsha.eu.org/posts/6369http://telegram.zhetengsha.eu.org/posts/6369Sat, 11 Jul 2026 01:59:58 GMT<video src="/static/https://cdn5.telesco.pe/file/92818437c5.mp4?token=npYPnLA4WDfL-CIy9cp01jL_Uu1tH35RuqIBUk1bhXe_VaPSVVDygltfuxgR6Cwy9S9IOZSQM9wf9xgeGQ5PePrlgCXiSUyCDQLbngO1pKpwvrrqcxSkBrE2CvqOd7l5Oa_9Y4F-iHHlIk1Tp_31VJpo3Re6xszM_MHqejM0sxviVgHnrVL02R27uHrJ0vBthGOrU4zFf4D8jyWi5DwfYd1944UzG-Tl60hpYGGA4GO1c2EXtJ92vhFs_XiQ5dZbS83D2TJfJL_dZ-EshklExFfLxbMO2xEUPTtssZPqdFBOHI_FUxLGFzDR9HropsP3dcGoYoAG5gEV-1iWO9IYZw" class="tgme_widget_message_video js-message_video" width="100%" height="100%" preload="metadata" muted autoplay loop playsinline controls webkit-playsinline></video><u>Headroom: 面向 AI Agent 的本地上下文压缩层</u><br /><br />• 压缩工具输出、日志、RAG 片段、文件和对话历史，降低 60–95% Token 消耗<br /><br />• 支持 Python / TypeScript 库、代理模式、MCP Server 和主流 Coding Agent 一键接入<br /><br />• 本地优先运行，支持可逆压缩、跨 Agent 记忆和输出 Token 精简<br /><br /><a href="https://github.com/headroomlabs-ai/headroom" target="_blank" rel="noopener" title="https://github.com/headroomlabs-ai/headroom">https://github.com/headroomlabs-ai/headroom</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327880277607583303.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/2" target="_blank" rel="noopener" title="合集">合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6021860481923288796.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha_group" target="_blank" rel="noopener" title="群组">群组</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327792445526380187.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/957" target="_blank" rel="noopener" title="恰饭">恰饭</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6330367862535884142.webp" alt="" loading="lazy" width="20" height="20" /><a href="https://t.me/xream_bot" target="_blank" rel="noopener" title="联系推广">联系推广</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327836885552991740.webp" alt="" loading="lazy" width="20" height="20" /><a href="/search/result?q=%23AI" title="#AI">#AI</a> <a href="/search/result?q=%23AI%E4%BB%A3%E7%90%86" title="#AI代理">#AI代理</a> <a href="/search/result?q=%23%E4%B8%8A%E4%B8%8B%E6%96%87%E5%B7%A5%E7%A8%8B" title="#上下文工程">#上下文工程</a> <a href="/search/result?q=%23Token%E4%BC%98%E5%8C%96" title="#Token优化">#Token优化</a> <a href="/search/result?q=%23MCP" title="#MCP">#MCP</a> <a href="/search/result?q=%23Python" title="#Python">#Python</a> <a href="/search/result?q=%23TypeScript" title="#TypeScript">#TypeScript</a> <a href="/search/result?q=%23GitHub" title="#GitHub">#GitHub</a>http://telegram.zhetengsha.eu.org/posts/6294http://telegram.zhetengsha.eu.org/posts/6294Sun, 05 Jul 2026 02:01:43 GMT<div class="image-list-container image-list-odd"> <button type="button" class="image-preview-button image-preview-wrap" popovertarget="modal-6294-0" popovertargetaction="show" aria-label="Open image preview: NyaTerm: 面向 SSH 运维的现代远程终端工作区感觉不如 Netcatty • 支持 SSH、本地 Shell、Telnet、串口会话，并提供标签页与分屏工作区• 内置 SFTP、隧道、OTP、凭据管理、加密同步与备份能力• 集成 AI Assistant，可生成命令、解释终端输出、分析错误并辅助多步操作"> <img src="/static/https://cdn5.telesco.pe/file/RpXV5BaijA6z6lhMWB1soa41t57euRMJJorn223jV9csEFLF8x8bvEnO4GGm6GPFKvkPhKKyCIJpeRudo79FhXJvPTvMcJDOgpGoXdt9juiYjsfal34Gcd0gf7kvwNhdAZDULLn80R3Gh5kYq4ryOaMohYUPz-Of2QkhhFJgGfvyhh2AsgRglJLCYwhktCzlv6mjNQJFtA0hplSRDzr1NEjettMhMj9M-LiikLXMvWmOTt8jIEZWUto7aWvHEjFQv6if2_830Uwjxkz1PIPrkFHw3qlxDaioXRj6XgXVTk6wpMouelx9pj62I5unshMSHK3A-KRjElEdza7s_LQEaA.jpg" alt="NyaTerm: 面向 SSH 运维的现代远程终端工作区感觉不如 Netcatty • 支持 SSH、本地 Shell、Telnet、串口会话，并提供标签页与分屏工作区• 内置 SFTP、隧道、OTP、凭据管理、加密同步与备份能力• 集成 AI Assistant，可生成命令、解释终端输出、分析错误并辅助多步操作" width="800" height="500" loading="lazy" /> </button> <div class="modal" id="modal-6294-0" popover="auto" aria-label="Image preview"> <button type="button" class="modal__backdrop" popovertarget="modal-6294-0" popovertargetaction="hide" aria-label="Close image preview"></button> <button type="button" class="modal__close" popovertarget="modal-6294-0" popovertargetaction="hide" aria-label="Close image preview">×</button> <div class="modal__surface"> </div> </div> </div><u>NyaTerm: 面向 SSH 运维的现代远程终端工作区</u><br /><br />感觉不如 <a href="https://t.me/zhetengsha/6097" target="_blank" rel="noopener" title="Netcatty">Netcatty</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/5517019511871504403.webp" alt="" loading="lazy" width="20" height="20" /><br /><br />• 支持 SSH、本地 Shell、Telnet、串口会话，并提供标签页与分屏工作区<br /><br />• 内置 SFTP、隧道、OTP、凭据管理、加密同步与备份能力<br /><br />• 集成 AI Assistant，可生成命令、解释终端输出、分析错误并辅助多步操作<br /><br /><a href="https://github.com/nyakang/nyaterm" target="_blank" rel="noopener" title="https://github.com/nyakang/nyaterm">https://github.com/nyakang/nyaterm</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327880277607583303.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/2" target="_blank" rel="noopener" title="合集">合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6021860481923288796.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha_group" target="_blank" rel="noopener" title="群组">群组</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327792445526380187.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/957" target="_blank" rel="noopener" title="恰饭">恰饭</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6330367862535884142.webp" alt="" loading="lazy" width="20" height="20" /><a href="https://t.me/xream_bot" target="_blank" rel="noopener" title="联系推广">联系推广</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327836885552991740.webp" alt="" loading="lazy" width="20" height="20" /><a href="/search/result?q=%23%E8%BF%9C%E7%A8%8B%E7%BB%88%E7%AB%AF" title="#远程终端">#远程终端</a> <a href="/search/result?q=%23SSH" title="#SSH">#SSH</a> <a href="/search/result?q=%23%E8%BF%90%E7%BB%B4%E5%B7%A5%E5%85%B7" title="#运维工具">#运维工具</a> <a href="/search/result?q=%23DevOps" title="#DevOps">#DevOps</a> <a href="/search/result?q=%23Tauri" title="#Tauri">#Tauri</a> <a href="/search/result?q=%23Rust" title="#Rust">#Rust</a> <a href="/search/result?q=%23React" title="#React">#React</a> <a href="/search/result?q=%23AI" title="#AI">#AI</a>http://telegram.zhetengsha.eu.org/posts/6293http://telegram.zhetengsha.eu.org/posts/6293Sun, 05 Jul 2026 00:02:43 GMT<div class="image-list-container image-list-odd"> <button type="button" class="image-preview-button image-preview-wrap" popovertarget="modal-6293-0" popovertargetaction="show" aria-label="Open image preview: codexcomp: OpenAI Codex CLI 的本地 Responses 代理，自动续写推理截断感谢群友 @GarlandQian321 分享的 gpt-5.5「516 降智」问题 有关 Codex 516 降智问题的局部探索 感谢群友 @suye_nyx 分享的此项目 和 gpt-5.5 Codex reasoning_token 异常集中在 516 / 1034 / 1552:从 issue #30364 的 39 万条 telemetry 到本地 1,800 jsonl 复现(局限与待验证项) • 自动检测 gpt-5.5 在 518n−2（516、1034、1552 …）推理截断，并驱动模型继续推理，输出完整结果• 保持内置 openai provider 配置，继续兼容会话分组、远程压缩与 remote-control，仅需配置 openai_base_url• 轻量本地代理，支持 Linux、macOS、Windows，提供健康检查、自启动与 PyPI 一键安装，部署成本低"> <img src="/static/https://cdn5.telesco.pe/file/mCRCOJ-pF7U16_yAPLYM0kcxHq2OnZmy1BLXtFV1vLKXpy8Sp89zdkg-rJ56_gJMRNgLGta4lTb5juAfbyXzrvl2CnwDFSzUz-ZxuUY8TzEtIgnmu4SFEkkBa0-z0-stEWTz8YuIBrJPEwVJuxHJaRO5GD2bT6I_OAXcQrnoJHqTBdUQ0WFA-e-HF9XEUyFpWzduZQoB3xSKmkAc8XARue8ObPJN_Csk-6Oa1kI-WOfnAjLOrQVga19sYFaVr1s_m_bm_whkQJok2XSAnFFHLzd7BhbwWFuuoRi4Hm4ElEGPyuPDyIjmHt0sUSXrdkhe8uxrtGM8zNes_d-xdtOxtQ.jpg" alt="codexcomp: OpenAI Codex CLI 的本地 Responses 代理，自动续写推理截断感谢群友 @GarlandQian321 分享的 gpt-5.5「516 降智」问题 有关 Codex 516 降智问题的局部探索 感谢群友 @suye_nyx 分享的此项目 和 gpt-5.5 Codex reasoning_token 异常集中在 516 / 1034 / 1552:从 issue #30364 的 39 万条 telemetry 到本地 1,800 jsonl 复现(局限与待验证项) • 自动检测 gpt-5.5 在 518n−2（516、1034、1552 …）推理截断，并驱动模型继续推理，输出完整结果• 保持内置 openai provider 配置，继续兼容会话分组、远程压缩与 remote-control，仅需配置 openai_base_url• 轻量本地代理，支持 Linux、macOS、Windows，提供健康检查、自启动与 PyPI 一键安装，部署成本低" width="800" height="172" loading="eager" /> </button> <div class="modal" id="modal-6293-0" popover="auto" aria-label="Image preview"> <button type="button" class="modal__backdrop" popovertarget="modal-6293-0" popovertargetaction="hide" aria-label="Close image preview"></button> <button type="button" class="modal__close" popovertarget="modal-6293-0" popovertargetaction="hide" aria-label="Close image preview">×</button> <div class="modal__surface"> </div> </div> </div><u>codexcomp: OpenAI Codex CLI 的本地 Responses 代理，自动续写推理截断</u><br /><br />感谢群友 <a href="https://t.me/GarlandQian321" target="_blank" title="@GarlandQian321">@GarlandQian321</a> 分享的 <a href="https://github.com/openai/codex/issues/30364" target="_blank" rel="noopener" title="gpt-5.5「516 降智」问题">gpt-5.5「516 降智」问题</a> <a href="https://linux.do/t/topic/2489646" target="_blank" rel="noopener" title="有关 Codex 516 降智问题的局部探索 ">有关 Codex 516 降智问题的局部探索 </a><br /><br />感谢群友 <a href="https://t.me/suye_nyx" target="_blank" title="@suye_nyx">@suye_nyx</a> 分享的此项目 和 <a href="https://www.cnblogs.com/ninghg/p/21131093" target="_blank" rel="noopener" title="gpt-5.5 Codex reasoning_token 异常集中在 516 / 1034 / 1552:从 issue #30364 的 39 万条 telemetry 到本地 1,800 jsonl 复现(局限与待验证项) ">gpt-5.5 Codex reasoning_token 异常集中在 516 / 1034 / 1552:从 issue #30364 的 39 万条 telemetry 到本地 1,800 jsonl 复现(局限与待验证项) </a><br /><br />• 自动检测 gpt-5.5 在 518n−2（516、1034、1552 …）推理截断，并驱动模型继续推理，输出完整结果<br /><br />• 保持内置 openai provider 配置，继续兼容会话分组、远程压缩与 remote-control，仅需配置 <code>openai_base_url</code><br /><br />• 轻量本地代理，支持 Linux、macOS、Windows，提供健康检查、自启动与 PyPI 一键安装，部署成本低<br /><br /><a href="https://github.com/dzshzx/codexcomp" target="_blank" rel="noopener" title="https://github.com/dzshzx/codexcomp">https://github.com/dzshzx/codexcomp</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327880277607583303.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/2" target="_blank" rel="noopener" title="合集">合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6021860481923288796.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha_group" target="_blank" rel="noopener" title="群组">群组</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327792445526380187.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/957" target="_blank" rel="noopener" title="恰饭">恰饭</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6330367862535884142.webp" alt="" loading="lazy" width="20" height="20" /><a href="https://t.me/xream_bot" target="_blank" rel="noopener" title="联系推广">联系推广</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327836885552991740.webp" alt="" loading="lazy" width="20" height="20" /><a href="/search/result?q=%23AI" title="#AI">#AI</a> <a href="/search/result?q=%23OpenAI" title="#OpenAI">#OpenAI</a> <a href="/search/result?q=%23Codex" title="#Codex">#Codex</a> <a href="/search/result?q=%23GitHub" title="#GitHub">#GitHub</a> <a href="/search/result?q=%23Python" title="#Python">#Python</a> <a href="/search/result?q=%23%E5%BC%80%E5%8F%91%E5%B7%A5%E5%85%B7" title="#开发工具">#开发工具</a> <a href="/search/result?q=%23%E4%BB%A3%E7%90%86%E5%B7%A5%E5%85%B7" title="#代理工具">#代理工具</a> <a href="/search/result?q=%23CLI" title="#CLI">#CLI</a>http://telegram.zhetengsha.eu.org/posts/6075http://telegram.zhetengsha.eu.org/posts/6075Wed, 17 Jun 2026 04:58:11 GMT<u>Ponytail: AI 代码懒人助理，写最少代码实现最大功能</u><br /><br />感谢群友 <a href="https://t.me/notehahaha" target="_blank" title="@notehahaha">@notehahaha</a> 的分享<br /><br />• 自动化代码精简，减少 80‑94% 行数，提升开发效率 <br /><br />• 多平台插件支持 Claude Code、Codex、Gemini 等，快速集成 <br /><br />• 可配置强度模式（lite、full、ultra），灵活控制代码生成深度 <br /><br /><a href="https://github.com/DietrichGebert/ponytail" target="_blank" rel="noopener" title="https://github.com/DietrichGebert/ponytail">https://github.com/DietrichGebert/ponytail</a> <br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327880277607583303.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/2" target="_blank" rel="noopener" title="合集">合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6021860481923288796.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha_group" target="_blank" rel="noopener" title="群组">群组</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327792445526380187.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/957" target="_blank" rel="noopener" title="恰饭">恰饭</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6330367862535884142.webp" alt="" loading="lazy" width="20" height="20" /><a href="https://t.me/xream_bot" target="_blank" rel="noopener" title="联系推广">联系推广</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327836885552991740.webp" alt="" loading="lazy" width="20" height="20" /> <a href="/search/result?q=%23AI" title="#AI">#AI</a> <a href="/search/result?q=%23JavaScript" title="#JavaScript">#JavaScript</a> <a href="/search/result?q=%23Python" title="#Python">#Python</a> <a href="/search/result?q=%23Claude" title="#Claude">#Claude</a> <a href="/search/result?q=%23Codex" title="#Codex">#Codex</a> <a href="/search/result?q=%23Gemini" title="#Gemini">#Gemini</a> <a href="/search/result?q=%23OpenSource" title="#OpenSource">#OpenSource</a><a class="tgme_widget_message_link_preview" href="https://github.com/DietrichGebert/ponytail" target="_blank" rel="noopener" title="Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote. - DietrichGebert/ponytail"> <div class="link_preview_site_name accent_color">GitHub</div> <img class="link_preview_image" alt="GitHub - DietrichGebert/ponytail: Makes your AI agent think like the laziest senior dev in the room. The best code is the code…" src="/static/https://cdn4.telesco.pe/file/My1QS-IOUrJRefCapnxWWVSvdF76STqVVMA7_sPCve-6QUE9WO3urvcMUZKOs9hMcbGGACfk1nGfGP_o9P8uCnUw824Y2U9y7MFkFHJldCjJ1nhhdzaCaM5cb9YBgipN8kSkCiIk--lH4j2Pm9B6vtVRRrB1QbJy13DsuIAGERaHXsuffBkkN9H8m8y7uzaBSHSMB9EXxmxgO0gZc1a2ZknPR8QZyNZrc46j50_wuLl2pjn0b428soTGJNoTVuRMD7eTVLpKAmjb_Bw6XoRzO0ZFDmx0Vv7F5m2gIgavlWqt4WiBQA-Nq43Joe9z0RZ0xkjEVNUfjBdh8YYDrAHwvQ.jpg" width="1200" height="630" loading="eager" /> <div class="link_preview_title">GitHub - DietrichGebert/ponytail: Makes your AI agent think like the laziest senior dev in the room. The best code is the code…</div> <div class="link_preview_description">Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote. - DietrichGebert/ponytail</div> </a>http://telegram.zhetengsha.eu.org/posts/6006http://telegram.zhetengsha.eu.org/posts/6006Fri, 12 Jun 2026 13:01:53 GMT<div class="image-list-container image-list-odd"> <button type="button" class="image-preview-button image-preview-wrap" popovertarget="modal-6006-0" popovertargetaction="show" aria-label="Open image preview: CodeBurn: AI 编码成本可视化• 实时交互式 TUI 仪表盘，展示 25+ 编码工具的 token 使用、费用与性能 • 本地离线运行，无需代理或额外 API 密钥，直接读取磁盘会话数据 • 优化与对比功能自动发现浪费点并提供一键修复建议 "> <img src="/static/https://cdn5.telesco.pe/file/iVDvh6iGA2srj7HkcAcCkaZB9oxl7OzizBxrsTVYS6YDK43AOqvjIXfK7U3l_3C4qRDUUXhu9_DfbIoz26jvfmqi3blSHt2BfQkXXTwLRkWzGnQOriotrOkqhIc_7lPnh7jvnCAvZeTDu84wIk6_OzWsj35_jtG6K8K7_leyY8wtTiGw_tSyRYc5yW3Gbmfa3rZWp2YNn5MxEmGB4-dEGS-J9pSnxNHuJdp_swxZHfDwMvtZNCdUEi7cpN4aNZWAat2eZeMmiIqVcyjhLKgrAZ1TCRNohkAFBCpN7e0L6VcjyMoF5zfmK-m9PL5d6H-MkGQZT-ajg6Ao6tBwfnlgZg.jpg" alt="CodeBurn: AI 编码成本可视化• 实时交互式 TUI 仪表盘，展示 25+ 编码工具的 token 使用、费用与性能 • 本地离线运行，无需代理或额外 API 密钥，直接读取磁盘会话数据 • 优化与对比功能自动发现浪费点并提供一键修复建议 " width="532" height="709" loading="eager" /> </button> <div class="modal" id="modal-6006-0" popover="auto" aria-label="Image preview"> <button type="button" class="modal__backdrop" popovertarget="modal-6006-0" popovertargetaction="hide" aria-label="Close image preview"></button> <button type="button" class="modal__close" popovertarget="modal-6006-0" popovertargetaction="hide" aria-label="Close image preview">×</button> <div class="modal__surface"> </div> </div> </div><u>CodeBurn: AI 编码成本可视化</u><br /><br />• 实时交互式 TUI 仪表盘，展示 25+ 编码工具的 token 使用、费用与性能 <br /><br />• 本地离线运行，无需代理或额外 API 密钥，直接读取磁盘会话数据 <br /><br />• 优化与对比功能自动发现浪费点并提供一键修复建议 <br /><br /><a href="https://github.com/getagentseal/codeburn" target="_blank" rel="noopener" title="https://github.com/getagentseal/codeburn">https://github.com/getagentseal/codeburn</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327880277607583303.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/2" target="_blank" rel="noopener" title="合集">合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6021860481923288796.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha_group" target="_blank" rel="noopener" title="群组">群组</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327792445526380187.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/957" target="_blank" rel="noopener" title="恰饭">恰饭</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6330367862535884142.webp" alt="" loading="lazy" width="20" height="20" /><a href="https://t.me/xream_bot" target="_blank" rel="noopener" title="联系推广">联系推广</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327836885552991740.webp" alt="" loading="lazy" width="20" height="20" /> <a href="/search/result?q=%23AI" title="#AI">#AI</a> <a href="/search/result?q=%23%E7%BC%96%E7%A0%81" title="#编码">#编码</a> <a href="/search/result?q=%23%E6%88%90%E6%9C%AC%E7%9B%91%E6%8E%A7" title="#成本监控">#成本监控</a> <a href="/search/result?q=%23%E5%BC%80%E6%BA%90" title="#开源">#开源</a> <a href="/search/result?q=%23TypeScript" title="#TypeScript">#TypeScript</a> <a href="/search/result?q=%23Swift" title="#Swift">#Swift</a> <a href="/search/result?q=%23GitHub" title="#GitHub">#GitHub</a>http://telegram.zhetengsha.eu.org/posts/5974http://telegram.zhetengsha.eu.org/posts/5974Thu, 11 Jun 2026 02:13:29 GMT<u>MiMoCode2API: OpenAI 兼容网关，将 MiMo‑Code 私有接口标准化</u><br /><br />樱花佬的 <s>冲</s> 樱花佬说还没修完 先 <i class="emoji"><b>🌟</b></i><br /><br />• 提供 /v1/chat/completions 与 /v1/models 完全兼容的 OpenAI 接口 <br /><br />• Docker 一键部署，自动启动 mimo serve 后端，支持流式与非流式返回 <br /><br />• 支持 Hermes Agent 工具调用，内置 API Key 代理认证与健康检查 <br /><br /><a href="https://github.com/Sliverkiss/mimocode2api" target="_blank" rel="noopener" title="https://github.com/Sliverkiss/mimocode2api">https://github.com/Sliverkiss/mimocode2api</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327880277607583303.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/2" target="_blank" rel="noopener" title="合集">合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6021860481923288796.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha_group" target="_blank" rel="noopener" title="群组">群组</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327792445526380187.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/957" target="_blank" rel="noopener" title="恰饭">恰饭</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6330367862535884142.webp" alt="" loading="lazy" width="20" height="20" /><a href="https://t.me/xream_bot" target="_blank" rel="noopener" title="联系推广">联系推广</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327836885552991740.webp" alt="" loading="lazy" width="20" height="20" /> <a href="/search/result?q=%23MiMoCode" title="#MiMoCode">#MiMoCode</a> <a href="/search/result?q=%23OpenAI" title="#OpenAI">#OpenAI</a> <a href="/search/result?q=%23Docker" title="#Docker">#Docker</a> <a href="/search/result?q=%23Hermes" title="#Hermes">#Hermes</a> <a href="/search/result?q=%23AI" title="#AI">#AI</a> <a href="/search/result?q=%23Linux" title="#Linux">#Linux</a><a class="tgme_widget_message_link_preview" href="https://github.com/Sliverkiss/mimocode2api" target="_blank" rel="noopener" title="MiMoCode2API 是一个轻量级的 API 网关，将 MiMo 语言模型服务转换为标准的 OpenAI Chat Completions 接口 - Sliverkiss/mimocode2api"> <div class="link_preview_site_name accent_color">GitHub</div> <img class="link_preview_image" alt="GitHub - Sliverkiss/mimocode2api: MiMoCode2API 是一个轻量级的 API 网关，将 MiMo 语言模型服务转换为标准的 OpenAI Chat Completions 接口" src="/static/https://cdn4.telesco.pe/file/Gmoye5AUBDxjyRLuoW76n4uKI1S-6hPjAuJR3l2UAB9X5LO4YXN_xXhpTjIksYjZ8x0IArKq8DrNrC8CyzEIrIP4gv6pynyA0mWVVfr6FIE78x3f5XaYaLyARoF7ThGyIHlDEVSMmDMjVESrkTUzYpyvdICheVe_r5aUiaEyj115cpUXa2pM8cFoBrgQM6e72sDvJFlrIJHcKZqpa7UZwfKJVcygCRk8tXD48Eawu1q6hq7poNDosPRMOgdkXGtPbajXtGwoz1kzSqz48bAKkYHdvl4sHWtc3sc0S13bP7EYO2vLK-n08pjnlBtX6G98mt12Jj_xvn_0mAnxyQT5zA.jpg" width="1200" height="630" loading="eager" /> <div class="link_preview_title">GitHub - Sliverkiss/mimocode2api: MiMoCode2API 是一个轻量级的 API 网关，将 MiMo 语言模型服务转换为标准的 OpenAI Chat Completions 接口</div> <div class="link_preview_description">MiMoCode2API 是一个轻量级的 API 网关，将 MiMo 语言模型服务转换为标准的 OpenAI Chat Completions 接口 - Sliverkiss/mimocode2api</div> </a>http://telegram.zhetengsha.eu.org/posts/5824http://telegram.zhetengsha.eu.org/posts/5824Sat, 30 May 2026 11:01:00 GMT<div class="image-list-container image-list-odd"> <button type="button" class="image-preview-button image-preview-wrap" popovertarget="modal-5824-0" popovertargetaction="show" aria-label="Open image preview: Anything Analyzer: 面向网页、桌面应用、终端脚本与移动端流量的 AI 协议分析工具• 支持 CDP 浏览器抓包与 MITM 代理双通道采集，网页、Electron 应用、curl、Python 脚本、手机 App 流量都能汇入同一 Session• 内置两阶段 AI 分析流程，可自动过滤噪声请求，生成 API 逆向、鉴权流程、加密逻辑与安全审计报告• 提供 JS Hook、加密脚本提取、MCP Client 与内置 MCP Server，适合协议研究、接口调试和自动化分析场景"> <img src="/static/https://cdn5.telesco.pe/file/ipMgd1luh9JIhi2Lji_V4NgubTUk6dxFrI_lMF1ni3KMU7NnZID5ge-6YOr85rVWLxK5eUM6EJEGTe9lq0yOgZcSPgGmUi6bbaLiXnfeg2FAvPqAmLuedBdQAhGaWg0YSIfZXunUQ9LzpKOww5BHFf6pHjzDdYwDX1DPvsmCy210Qx97TGpqOpOYFI2dfoeElL9xOqcykcISsCUYEe9DspVYdaSLOrNMKy9e4JOExAxLN_TtjLNQ6DFZiGy_9UebDqLBOtW0LmpJ4zBVcCIaZuMMjNuLztQaErkn5Cd9Ar0CS_dFHw4uPfQiR0DgTtTAfU7dDkyJY5Tts0hjDvUpzw.jpg" alt="Anything Analyzer: 面向网页、桌面应用、终端脚本与移动端流量的 AI 协议分析工具• 支持 CDP 浏览器抓包与 MITM 代理双通道采集，网页、Electron 应用、curl、Python 脚本、手机 App 流量都能汇入同一 Session• 内置两阶段 AI 分析流程，可自动过滤噪声请求，生成 API 逆向、鉴权流程、加密逻辑与安全审计报告• 提供 JS Hook、加密脚本提取、MCP Client 与内置 MCP Server，适合协议研究、接口调试和自动化分析场景" width="800" height="439" loading="eager" /> </button> <div class="modal" id="modal-5824-0" popover="auto" aria-label="Image preview"> <button type="button" class="modal__backdrop" popovertarget="modal-5824-0" popovertargetaction="hide" aria-label="Close image preview"></button> <button type="button" class="modal__close" popovertarget="modal-5824-0" popovertargetaction="hide" aria-label="Close image preview">×</button> <div class="modal__surface"> </div> </div> </div><u>Anything Analyzer: 面向网页、桌面应用、终端脚本与移动端流量的 AI 协议分析工具</u><br /><br />• 支持 CDP 浏览器抓包与 MITM 代理双通道采集，网页、Electron 应用、curl、Python 脚本、手机 App 流量都能汇入同一 Session<br /><br />• 内置两阶段 AI 分析流程，可自动过滤噪声请求，生成 API 逆向、鉴权流程、加密逻辑与安全审计报告<br /><br />• 提供 JS Hook、加密脚本提取、MCP Client 与内置 MCP Server，适合协议研究、接口调试和自动化分析场景<br /><br /><a href="https://github.com/Mouseww/anything-analyzer" target="_blank" rel="noopener" title="https://github.com/Mouseww/anything-analyzer">https://github.com/Mouseww/anything-analyzer</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327880277607583303.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/2" target="_blank" rel="noopener" title="合集">合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6021860481923288796.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha_group" target="_blank" rel="noopener" title="群组">群组</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327792445526380187.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/957" target="_blank" rel="noopener" title="恰饭">恰饭</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6330367862535884142.webp" alt="" loading="lazy" width="20" height="20" /><a href="https://t.me/xream_bot" target="_blank" rel="noopener" title="联系推广">联系推广</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327836885552991740.webp" alt="" loading="lazy" width="20" height="20" /> <a href="/search/result?q=%23%E5%8D%8F%E8%AE%AE%E5%88%86%E6%9E%90" title="#协议分析">#协议分析</a> <a href="/search/result?q=%23%E6%8A%93%E5%8C%85%E5%B7%A5%E5%85%B7" title="#抓包工具">#抓包工具</a> <a href="/search/result?q=%23%E9%80%86%E5%90%91%E5%88%86%E6%9E%90" title="#逆向分析">#逆向分析</a> <a href="/search/result?q=%23%E5%AE%89%E5%85%A8%E7%A0%94%E7%A9%B6" title="#安全研究">#安全研究</a> <a href="/search/result?q=%23AI" title="#AI">#AI</a> <a href="/search/result?q=%23MCP" title="#MCP">#MCP</a> <a href="/search/result?q=%23Electron" title="#Electron">#Electron</a> <a href="/search/result?q=%23GitHub" title="#GitHub">#GitHub</a>http://telegram.zhetengsha.eu.org/posts/5699http://telegram.zhetengsha.eu.org/posts/5699Mon, 18 May 2026 08:22:39 GMT<u>TG-SignPulse: Telegram 多账号自动化管理面板</u><br /><br /><blockquote><i class="emoji"><b>🤖</b></i> AI 驱动：已集成 OpenAI 兼容接口，支持识图、计算题、OCR 等自动验证流程。</blockquote><br /><br />• 支持多账号登录与代理配置，实现自动化签到、消息编排和关键词监听<br /><br />• 提供定时/随机时间段/监听触发等多种执行模式，支持有序动作序列<br /><br /><a href="https://github.com/akasls/TG-SignPulse" target="_blank" rel="noopener" title="https://github.com/akasls/TG-SignPulse">https://github.com/akasls/TG-SignPulse</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327880277607583303.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/2" target="_blank" rel="noopener" title="合集">合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6021860481923288796.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha_group" target="_blank" rel="noopener" title="群组">群组</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327792445526380187.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/957" target="_blank" rel="noopener" title="恰饭">恰饭</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6330367862535884142.webp" alt="" loading="lazy" width="20" height="20" /><a href="https://t.me/xream_bot" target="_blank" rel="noopener" title="联系推广">联系推广</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327836885552991740.webp" alt="" loading="lazy" width="20" height="20" /><a href="/search/result?q=%23Telegram" title="#Telegram">#Telegram</a> <a href="/search/result?q=%23%E8%87%AA%E5%8A%A8%E5%8C%96" title="#自动化">#自动化</a> <a href="/search/result?q=%23AI" title="#AI">#AI</a> <a href="/search/result?q=%23Python" title="#Python">#Python</a> <a href="/search/result?q=%23Vue" title="#Vue">#Vue</a> <a href="/search/result?q=%23Docker" title="#Docker">#Docker</a><a class="tgme_widget_message_link_preview" href="https://github.com/akasls/TG-SignPulse" target="_blank" rel="noopener" title="AI Programming Discussion. Contribute to akasls/TG-SignPulse development by creating an account on GitHub."> <div class="link_preview_site_name accent_color">GitHub</div> <img class="link_preview_image" alt="GitHub - akasls/TG-SignPulse: AI Programming Discussion" src="/static/https://cdn4.telesco.pe/file/nPkEZc3AuvtwNC1Q8_aTiAscvfPIA7P62eHTzYsRmedlTnhA0SmPqglBHDP88OHJjDfcjVFJYHLUNbjQPO8ni9uqqhIhgNPITxslMFiqQWinU2Y8SeaJtaZmHypthhT2SqIe_VS3F-Lho81X6ReZP3qk1mleTZ7fuV0ulYx9mE29GQl1KdNEvCR7LMzRRyZKwNDaWTj-n2bJLaI62xyjXbgmTTwC1Q8HIj70DBTUPDf1xzcTKM59k9J3le38xQIjvKqDcI2LjgTCdY5wnslxQuoDcxLrl6nk9isvy_FMEE-GZV88P712xLU8py28WUah78ZIAJrCSdw4crCrZ9u5Wg.jpg" width="1200" height="630" loading="eager" /> <div class="link_preview_title">GitHub - akasls/TG-SignPulse: AI Programming Discussion</div> <div class="link_preview_description">AI Programming Discussion. Contribute to akasls/TG-SignPulse development by creating an account on GitHub.</div> </a>http://telegram.zhetengsha.eu.org/posts/5683http://telegram.zhetengsha.eu.org/posts/5683Sat, 16 May 2026 12:15:25 GMT<div class="image-list-container image-list-odd"> <button type="button" class="image-preview-button image-preview-wrap" popovertarget="modal-5683-0" popovertargetaction="show" aria-label="Open image preview: Andclaw: 让 AI 直接在 Android 设备上执行拟人化操作的开源代理• 基于无障碍服务实现本地自动化控制，支持点击、滑动、输入、截图、录屏等完整手机操作链路• 支持 Telegram Bot 与 微信 ClawBot 远程下发指令，适合远程运维、设备托管和自动任务执行场景• 兼容 Kimi Code、Moonshot 和 OpenAI 兼容 API，结合 UI 树解析与截图视觉分析，提升复杂界面理解能力"> <img src="/static/https://cdn5.telesco.pe/file/NL3dtxKgi6oh_mFAehI6j8uN2vB9GNl4oFx7aB4GzkchVZnW5oabajZvwtH6NIww2F0B5EjmqBJZteyKIAIwXl-dnga0HGZscL6PpBR6IvD1Ny8lBfgsXvKF6Q-Vz6pf9WxAAZmXc9JA9A47YlxxZHtxNKFOdwE21k0sTW2QjZ0Dd37-8x1MaJ1sui2m2FzTYGauGWn1v5GVH4dxKoi-tZ1z2HSOwwaYMgUpiBOPwioCBWgyfzNyrfu0QUtpy-ai7ZyupM5dreLF_cypRlJabfNvCuyeLF3-xnpPLTQH3tlr2uwYVnKGufYTYgVwwqA3-gX6k6LLksMgBrFKItNBYA.jpg" alt="Andclaw: 让 AI 直接在 Android 设备上执行拟人化操作的开源代理• 基于无障碍服务实现本地自动化控制，支持点击、滑动、输入、截图、录屏等完整手机操作链路• 支持 Telegram Bot 与 微信 ClawBot 远程下发指令，适合远程运维、设备托管和自动任务执行场景• 兼容 Kimi Code、Moonshot 和 OpenAI 兼容 API，结合 UI 树解析与截图视觉分析，提升复杂界面理解能力" width="800" height="378" loading="eager" /> </button> <div class="modal" id="modal-5683-0" popover="auto" aria-label="Image preview"> <button type="button" class="modal__backdrop" popovertarget="modal-5683-0" popovertargetaction="hide" aria-label="Close image preview"></button> <button type="button" class="modal__close" popovertarget="modal-5683-0" popovertargetaction="hide" aria-label="Close image preview">×</button> <div class="modal__surface"> </div> </div> </div><u>Andclaw: 让 AI 直接在 Android 设备上执行拟人化操作的开源代理</u><br /><br />• 基于无障碍服务实现本地自动化控制，支持点击、滑动、输入、截图、录屏等完整手机操作链路<br /><br />• 支持 Telegram Bot 与 微信 ClawBot 远程下发指令，适合远程运维、设备托管和自动任务执行场景<br /><br />• 兼容 Kimi Code、Moonshot 和 OpenAI 兼容 API，结合 UI 树解析与截图视觉分析，提升复杂界面理解能力<br /><br /><a href="https://github.com/andforce/Andclaw" target="_blank" rel="noopener" title="https://github.com/andforce/Andclaw">https://github.com/andforce/Andclaw</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327880277607583303.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/2" target="_blank" rel="noopener" title="合集">合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6021860481923288796.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha_group" target="_blank" rel="noopener" title="群组">群组</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327792445526380187.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/957" target="_blank" rel="noopener" title="恰饭">恰饭</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6330367862535884142.webp" alt="" loading="lazy" width="20" height="20" /><a href="https://t.me/xream_bot" target="_blank" rel="noopener" title="联系推广">联系推广</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327836885552991740.webp" alt="" loading="lazy" width="20" height="20" /> <a href="/search/result?q=%23Android" title="#Android">#Android</a> <a href="/search/result?q=%23AI" title="#AI">#AI</a> <a href="/search/result?q=%23Agent" title="#Agent">#Agent</a> <a href="/search/result?q=%23%E6%97%A0%E9%9A%9C%E7%A2%8D%E8%87%AA%E5%8A%A8%E5%8C%96" title="#无障碍自动化">#无障碍自动化</a> <a href="/search/result?q=%23%E8%BF%9C%E7%A8%8B%E6%8E%A7%E5%88%B6" title="#远程控制">#远程控制</a> <a href="/search/result?q=%23Telegram" title="#Telegram">#Telegram</a> <a href="/search/result?q=%23GitHub" title="#GitHub">#GitHub</a> <a href="/search/result?q=%23%E5%BC%80%E6%BA%90%E9%A1%B9%E7%9B%AE" title="#开源项目">#开源项目</a>http://telegram.zhetengsha.eu.org/posts/5551http://telegram.zhetengsha.eu.org/posts/5551Tue, 05 May 2026 00:01:46 GMT<u>talk-normal: 让 LLM 输出更短、更直接、更像真人表达的 system prompt</u><br /><br /><s>这是第几个说人话项目了来着...</s><br /><br />• 一段通用 system prompt 即可优化 GPT、Gemini、LLaMA 等模型的回答风格，显著压缩篇幅并保留关键信息<br /><br />• 内置一套可实战迭代的表达规则，覆盖客套话清理、结论前置、条件式菜单收敛等高频输出问题<br /><br />• 提供 OpenClaw、ChatGPT 自定义指令、API 等多种接入方式，安装简单，适合个人工作流和 AI 应用集成<br /><br /><a href="https://github.com/hexiecs/talk-normal" target="_blank" rel="noopener" title="https://github.com/hexiecs/talk-normal">https://github.com/hexiecs/talk-normal</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327880277607583303.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/2" target="_blank" rel="noopener" title="合集">合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6021860481923288796.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha_group" target="_blank" rel="noopener" title="群组">群组</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327792445526380187.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/957" target="_blank" rel="noopener" title="恰饭">恰饭</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6330367862535884142.webp" alt="" loading="lazy" width="20" height="20" /><a href="https://t.me/xream_bot" target="_blank" rel="noopener" title="联系推广">联系推广</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327836885552991740.webp" alt="" loading="lazy" width="20" height="20" /> <a href="/search/result?q=%23LLM" title="#LLM">#LLM</a> <a href="/search/result?q=%23PromptEngineering" title="#PromptEngineering">#PromptEngineering</a> <a href="/search/result?q=%23AI" title="#AI">#AI</a> <a href="/search/result?q=%23SystemPrompt" title="#SystemPrompt">#SystemPrompt</a> <a href="/search/result?q=%23%E5%BC%80%E5%8F%91%E5%B7%A5%E5%85%B7" title="#开发工具">#开发工具</a> <a href="/search/result?q=%23%E6%95%88%E7%8E%87%E5%B7%A5%E5%85%B7" title="#效率工具">#效率工具</a> <a href="/search/result?q=%23GitHub" title="#GitHub">#GitHub</a><a class="tgme_widget_message_link_preview" href="https://github.com/hexiecs/talk-normal" target="_blank" rel="noopener" title="Make any LLM talk like a normal person. A system prompt that removes AI slop. - hexiecs/talk-normal"> <div class="link_preview_site_name accent_color">GitHub</div> <img class="link_preview_image" alt="GitHub - hexiecs/talk-normal: Make any LLM talk like a normal person. A system prompt that removes AI slop." src="/static/https://cdn4.telesco.pe/file/BaOn0rbYejjQG7HiymHXJzSU5eBBS8M9GsRRdei5mVT_PpLnpFB3W7a_mFp5X3_0z43xiAFTJc47z1XsOnE9CVmxbfqsrZ_byWluDzfLy2YCR4SVr38cliErgPkmEHzmiH3Cl3ySZhq0No-3eD7InA1dTFWX-jTZIIhev8LCgvn0yGdORa4YC13k_u01bwlcx-YeC9xfGwre7if5R_z33Gmo_KW1AuDfHwD-XM3t5vySeUQrVuIfg4ROnU1jIHT9B2ymMEAhs7pL9pG84Ml3Tg9R6K7HYFBpiJ4EijmGjd8NviHlOfM47k-PQJYvM-fruXFgI8HTBAYrG4OZH8rdHg.jpg" width="1200" height="630" loading="eager" /> <div class="link_preview_title">GitHub - hexiecs/talk-normal: Make any LLM talk like a normal person. A system prompt that removes AI slop.</div> <div class="link_preview_description">Make any LLM talk like a normal person. A system prompt that removes AI slop. - hexiecs/talk-normal</div> </a>http://telegram.zhetengsha.eu.org/posts/5532http://telegram.zhetengsha.eu.org/posts/5532Sat, 02 May 2026 11:01:43 GMT<div class="image-list-container image-list-odd"> <button type="button" class="image-preview-button image-preview-wrap" popovertarget="modal-5532-0" popovertargetaction="show" aria-label="Open image preview: DP Code: 面向并行开发的开源 AI 编码 GUI• 聚合 GPT、Claude、OpenCode、Gemini 等模型提供商，适合在同一工作界面内快速切换• 提供 Split Chats、Terminal、集成 Browser 和 STT，覆盖多线程协作与高频开发操作• 内置 Git 工作流，支持 Worktrees、Branches、Commit、Push 和创建 PR，代码管理更顺手"> <img src="/static/https://cdn5.telesco.pe/file/BtPtjEbwkozz1dKPRdKwQtLLDxPDpn4K7sDThwEwcaxLYCQqvST35uCTqp_V8HkhE0HVLHA0NuCAGnf__TQrVk911rb6P2rI6Idwv9nqXWlTPdrl__czIgS05erHXKJdJs1nYORXx0pRCqOvy79RWDPQiVqAvvEE4rzLEOg1OafauftKLVi67iuk3m9D_T0D8zhFXBtd9tvDWQSsVIu5WPcA0liNQcy8UBVdmBo4p9BNpioFCM6iNV21nZen1MsweUorJ3Gjtv-fXo4lkj5SSfCED7cfUgw64OoaL9_QASH9KYHZ3xFh6GRSSf1I4o_y9mslh8CTDKXNCWlzEvcdXg.jpg" alt="DP Code: 面向并行开发的开源 AI 编码 GUI• 聚合 GPT、Claude、OpenCode、Gemini 等模型提供商，适合在同一工作界面内快速切换• 提供 Split Chats、Terminal、集成 Browser 和 STT，覆盖多线程协作与高频开发操作• 内置 Git 工作流，支持 Worktrees、Branches、Commit、Push 和创建 PR，代码管理更顺手" width="800" height="502" loading="eager" /> </button> <div class="modal" id="modal-5532-0" popover="auto" aria-label="Image preview"> <button type="button" class="modal__backdrop" popovertarget="modal-5532-0" popovertargetaction="hide" aria-label="Close image preview"></button> <button type="button" class="modal__close" popovertarget="modal-5532-0" popovertargetaction="hide" aria-label="Close image preview">×</button> <div class="modal__surface"> </div> </div> </div><u>DP Code: 面向并行开发的开源 AI 编码 GUI<br /></u><br />• 聚合 GPT、Claude、OpenCode、Gemini 等模型提供商，适合在同一工作界面内快速切换<br /><br />• 提供 Split Chats、Terminal、集成 Browser 和 STT，覆盖多线程协作与高频开发操作<br /><br />• 内置 Git 工作流，支持 Worktrees、Branches、Commit、Push 和创建 PR，代码管理更顺手<br /><br /><a href="https://www.dpcode.cc/" target="_blank" rel="noopener" title="https://www.dpcode.cc">https://www.dpcode.cc</a><br /><br /><a href="https://github.com/Emanuele-web04/dpcode" target="_blank" rel="noopener" title="https://github.com/Emanuele-web04/dpcode">https://github.com/Emanuele-web04/dpcode</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327880277607583303.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/2" target="_blank" rel="noopener" title="合集">合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6021860481923288796.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha_group" target="_blank" rel="noopener" title="群组">群组</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327792445526380187.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/957" target="_blank" rel="noopener" title="恰饭">恰饭</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6330367862535884142.webp" alt="" loading="lazy" width="20" height="20" /><a href="https://t.me/xream_bot" target="_blank" rel="noopener" title="联系推广">联系推广</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327836885552991740.webp" alt="" loading="lazy" width="20" height="20" /> <a href="/search/result?q=%23%E5%BC%80%E6%BA%90%E5%B7%A5%E5%85%B7" title="#开源工具">#开源工具</a> <a href="/search/result?q=%23AI" title="#AI">#AI</a> <a href="/search/result?q=%23%E7%BC%96%E7%A8%8B" title="#编程">#编程</a> <a href="/search/result?q=%23%E5%BC%80%E5%8F%91%E8%80%85%E5%B7%A5%E5%85%B7" title="#开发者工具">#开发者工具</a> <a href="/search/result?q=%23%E5%B9%B6%E8%A1%8C%E5%BC%80%E5%8F%91" title="#并行开发">#并行开发</a> <a href="/search/result?q=%23Git" title="#Git">#Git</a> <a href="/search/result?q=%23GUI" title="#GUI">#GUI</a> <a href="/search/result?q=%23Claude" title="#Claude">#Claude</a> <a href="/search/result?q=%23Gemini" title="#Gemini">#Gemini</a> <a href="/search/result?q=%23GPT" title="#GPT">#GPT</a>http://telegram.zhetengsha.eu.org/posts/5518http://telegram.zhetengsha.eu.org/posts/5518Thu, 30 Apr 2026 12:58:13 GMT<div class="image-list-container image-list-odd"> <button type="button" class="image-preview-button image-preview-wrap" popovertarget="modal-5518-0" popovertargetaction="show" aria-label="Open image preview: CliRelay: 统一的 AI CLI 代理服务器，聚合现有订阅并输出统一 API 入口✨ 基于 CLIProxyAPI 的深度增强版 — 补强了生产级管理层、Web 控制面板托管能力，以及面向日常运维的终端 TUI"> <img src="/static/https://cdn5.telesco.pe/file/hfj1EcpHmqdHfSMRTndSjZdcwZnSZtyII2OJmPHDrg56j9y3GtkW2-GSMKVawRsyXAb8HY0p1Xk_Q_eIhduwP-FzGrmrlSGgpLNPUNRFzTFZZcTu_lElVlYUmdqXz-aJKlwgSgN27Lr5wAaLlQhYK8B_Rena6dBHV9NzrzMOEHYaFoz0mBuhPo1LLHjwZ0pc3jLyuS-5vJb8041CNGCwfovn6-iwQ9QAa1uz_tfFXlkKr0aw57FvnMf02ZjcpNCBZohUQ3cC0PSsTpOuqxNM169gHa-xDAHYRA3k0eAvezIHW4bKTdoChl-oHVE4NCcAa149hUnuCltX3NexJbh1gg.jpg" alt="CliRelay: 统一的 AI CLI 代理服务器，聚合现有订阅并输出统一 API 入口✨ 基于 CLIProxyAPI 的深度增强版 — 补强了生产级管理层、Web 控制面板托管能力，以及面向日常运维的终端 TUI" width="800" height="464" loading="eager" /> </button> <div class="modal" id="modal-5518-0" popover="auto" aria-label="Image preview"> <button type="button" class="modal__backdrop" popovertarget="modal-5518-0" popovertargetaction="hide" aria-label="Close image preview"></button> <button type="button" class="modal__close" popovertarget="modal-5518-0" popovertargetaction="hide" aria-label="Close image preview">×</button> <div class="modal__surface"> </div> </div> </div><u>CliRelay: 统一的 AI CLI 代理服务器，聚合现有订阅并输出统一 API 入口<br /><br /></u><blockquote><i class="emoji"><b>✨</b></i> 基于 CLIProxyAPI 的深度增强版 — 补强了生产级管理层、Web 控制面板托管能力，以及面向日常运维的终端 TUI。</blockquote><br /><br />• 通过统一端点接入 Claude Code、Gemini CLI、OpenAI Codex 和 OpenAI 兼容客户端，整合 OAuth、API Key 与多上游服务<br /><br />• 内置分组路由、负载均衡和自动故障转移，适合团队共享订阅与生产流量调度<br /><br />• 提供 /manage Web 面板、终端 TUI、SQLite 请求日志和实时监控，覆盖配额管理、模型价格同步与在线更新<br /><br /><a href="https://github.com/kittors/CliRelay" target="_blank" rel="noopener" title="https://github.com/kittors/CliRelay">https://github.com/kittors/CliRelay</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327880277607583303.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/2" target="_blank" rel="noopener" title="合集">合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6021860481923288796.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha_group" target="_blank" rel="noopener" title="群组">群组</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327792445526380187.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/957" target="_blank" rel="noopener" title="恰饭">恰饭</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6330367862535884142.webp" alt="" loading="lazy" width="20" height="20" /><a href="https://t.me/xream_bot" target="_blank" rel="noopener" title="联系推广">联系推广</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327836885552991740.webp" alt="" loading="lazy" width="20" height="20" /> <a href="/search/result?q=%23AI" title="#AI">#AI</a> <a href="/search/result?q=%23%E4%BB%A3%E7%90%86" title="#代理">#代理</a> <a href="/search/result?q=%23CLI" title="#CLI">#CLI</a> 工具 <a href="/search/result?q=%23%E5%BC%80%E5%8F%91%E6%95%88%E7%8E%87" title="#开发效率">#开发效率</a> <a href="/search/result?q=%23API" title="#API">#API</a> <a href="/search/result?q=%23%E7%BD%91%E5%85%B3" title="#网关">#网关</a> <a href="/search/result?q=%23ClaudeCode" title="#ClaudeCode">#ClaudeCode</a> <a href="/search/result?q=%23GeminiCLI" title="#GeminiCLI">#GeminiCLI</a> <a href="/search/result?q=%23OpenAI" title="#OpenAI">#OpenAI</a> <a href="/search/result?q=%23GitHub" title="#GitHub">#GitHub</a>http://telegram.zhetengsha.eu.org/posts/5517http://telegram.zhetengsha.eu.org/posts/5517Thu, 30 Apr 2026 10:04:39 GMT<video src="/static/https://cdn5.telesco.pe/file/28f874970c.mp4?token=FYb4xq-3jUNKqz60TLcBTD5WlQ1kTyKquGEHEC7et8HPHAa3sxYqP2emWa_naCHLdFoWEmfwEoulwIYzFhp85X4hM6O8lEu0WZAJgCm6poyvb8RZRD8_-7-Q7krxd8YPqOMmNn1yepld1dGpZC6mWMbxRZcgYzHgmv4EhuqPg2nZkzJNAoJMhOk1pu1bjC3ly2pJZ3GtPaDMp9ouFDrwGQ_ro_IXkqs3fhhRjr9ZhKQHYvc-KHPxlRFttTpzJfBctYFitmdM4xdLTRxGWBHhP2Mh7wdFDGzx-WDZlZrST10I3cS3MR9Q3pPBolWwGIrj6PcIlAbsE8GNfnLvCltksA" class="tgme_widget_message_video js-message_video" width="100%" height="100%" preload="auto" muted autoplay loop playsinline controls webkit-playsinline></video><u>abtop: AI 编程代理的实时监控 TUI</u><br /><br />• 集中查看 Claude Code 与 Codex CLI 会话、token 用量、上下文窗口占比和当前任务<br /><br />• 实时追踪速率限制、子进程、开放端口与孤儿端口，适合多项目并行开发<br /><br />• 支持 tmux 会话跳转、主题切换和本地只读扫描，无需 API key<br /><br /><a href="https://github.com/graykode/abtop" target="_blank" rel="noopener" title="https://github.com/graykode/abtop">https://github.com/graykode/abtop</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327880277607583303.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/2" target="_blank" rel="noopener" title="合集">合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6021860481923288796.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha_group" target="_blank" rel="noopener" title="群组">群组</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327792445526380187.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/957" target="_blank" rel="noopener" title="恰饭">恰饭</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6330367862535884142.webp" alt="" loading="lazy" width="20" height="20" /><a href="https://t.me/xream_bot" target="_blank" rel="noopener" title="联系推广">联系推广</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327836885552991740.webp" alt="" loading="lazy" width="20" height="20" /> <a href="/search/result?q=%23AI" title="#AI">#AI</a> <a href="/search/result?q=%23%E7%BC%96%E7%A8%8B%E4%BB%A3%E7%90%86" title="#编程代理">#编程代理</a> <a href="/search/result?q=%23ClaudeCode" title="#ClaudeCode">#ClaudeCode</a> <a href="/search/result?q=%23CodexCLI" title="#CodexCLI">#CodexCLI</a> <a href="/search/result?q=%23%E7%BB%88%E7%AB%AF%E5%B7%A5%E5%85%B7" title="#终端工具">#终端工具</a> <a href="/search/result?q=%23Rust" title="#Rust">#Rust</a> <a href="/search/result?q=%23TUI" title="#TUI">#TUI</a>http://telegram.zhetengsha.eu.org/posts/5513http://telegram.zhetengsha.eu.org/posts/5513Thu, 30 Apr 2026 04:05:03 GMT<div class="image-list-container image-list-odd"> <button type="button" class="image-preview-button image-preview-wrap" popovertarget="modal-5513-0" popovertargetaction="show" aria-label="Open image preview: cc-connect: 将本地 AI Agent 接入聊天工具的多平台桥接器• 支持 Claude Code、Codex、Gemini CLI、Cursor Agent 等 10+ Agent，并覆盖 Telegram、飞书、Slack、Discord、企业微信、微信个人号等 11 个聊天平台• 内置 Web 管理后台，支持可视化管理项目、Provider、会话、技能和定时任务，也支持直接在浏览器中与 Agent 对话• 提供 /model、/mode、/dir、/memory 等聊天控制能力，结合语音、图片、附件回传和定时任务，适合代码审查、资料研究和自动化任务"> <img src="/static/https://cdn5.telesco.pe/file/tXSL-evWbM08s28pXae7moejyri-lk_g4Pq9b-hHO7aNfcfoD0_JGUPqwSUiUDA8udLrxkMG8xSfhUjAX_6yCZPtv_m6ZhmNp50cbx65L3wa3eTvCgtXL48D1alYKRLb-e8fxnXj6G25c0prJSKKL_evGNkGLnInpMn3I9h-Bbp8bQOJ4Y6aqZXV6dj6j8FJBv-0i-ZAV-PyYrwAcMUiy4F7na_myyQgD0elJBemXgFdDb7AMj9c5lgg9iXiEd7H5Ek66L0GauUrVs4cvZFqiVDJRELSEnWTdnhxe7skDDCcg8j5HQH-E49Nt7yx1tldS9v3sdjDIwRKD0PDt-lUPA.jpg" alt="cc-connect: 将本地 AI Agent 接入聊天工具的多平台桥接器• 支持 Claude Code、Codex、Gemini CLI、Cursor Agent 等 10+ Agent，并覆盖 Telegram、飞书、Slack、Discord、企业微信、微信个人号等 11 个聊天平台• 内置 Web 管理后台，支持可视化管理项目、Provider、会话、技能和定时任务，也支持直接在浏览器中与 Agent 对话• 提供 /model、/mode、/dir、/memory 等聊天控制能力，结合语音、图片、附件回传和定时任务，适合代码审查、资料研究和自动化任务" width="278" height="604" loading="eager" /> </button> <div class="modal" id="modal-5513-0" popover="auto" aria-label="Image preview"> <button type="button" class="modal__backdrop" popovertarget="modal-5513-0" popovertargetaction="hide" aria-label="Close image preview"></button> <button type="button" class="modal__close" popovertarget="modal-5513-0" popovertargetaction="hide" aria-label="Close image preview">×</button> <div class="modal__surface"> </div> </div> <button type="button" class="image-preview-button image-preview-wrap" popovertarget="modal-5513-1" popovertargetaction="show" aria-label="Open image preview: cc-connect: 将本地 AI Agent 接入聊天工具的多平台桥接器• 支持 Claude Code、Codex、Gemini CLI、Cursor Agent 等 10+ Agent，并覆盖 Telegram、飞书、Slack、Discord、企业微信、微信个人号等 11 个聊天平台• 内置 Web 管理后台，支持可视化管理项目、Provider、会话、技能和定时任务，也支持直接在浏览器中与 Agent 对话• 提供 /model、/mode、/dir、/memory 等聊天控制能力，结合语音、图片、附件回传和定时任务，适合代码审查、资料研究和自动化任务"> <img src="/static/https://cdn5.telesco.pe/file/WUUuKMGyeCaTlsBlxcxQK4vclUFL9j3Chpq3Hj8NM2qhvnISLwzk-S5z7hOO696F3pNuJZoHDKbWdCVdlcItg2QoOjMaRyoqeAk1BLkR1EdT3arLibeOPltgkhdPd0sjHZgVq7qa9uShn-RvWSzvvohSg48QEdGdAU4K6Y7UwMrk8B09gxpwihet-S8k134G8AZKlQao8c4K1Y3DV7szAwqtPBcgHCAaKeiJM84qBlwIo_IzyZCMVTyCqrpFuTJmBoNfmnkFGnWI58RPCxkTRU8YlgLRBNwz-p50yubnpRQmAoBi-Pw2zrbNU-SpCTNG5KrQMlel-KNOnrHyT11EBA.jpg" alt="cc-connect: 将本地 AI Agent 接入聊天工具的多平台桥接器• 支持 Claude Code、Codex、Gemini CLI、Cursor Agent 等 10+ Agent，并覆盖 Telegram、飞书、Slack、Discord、企业微信、微信个人号等 11 个聊天平台• 内置 Web 管理后台，支持可视化管理项目、Provider、会话、技能和定时任务，也支持直接在浏览器中与 Agent 对话• 提供 /model、/mode、/dir、/memory 等聊天控制能力，结合语音、图片、附件回传和定时任务，适合代码审查、资料研究和自动化任务" width="138" height="301" loading="eager" /> </button> <div class="modal" id="modal-5513-1" popover="auto" aria-label="Image preview"> <button type="button" class="modal__backdrop" popovertarget="modal-5513-1" popovertargetaction="hide" aria-label="Close image preview"></button> <button type="button" class="modal__close" popovertarget="modal-5513-1" popovertargetaction="hide" aria-label="Close image preview">×</button> <div class="modal__surface"> </div> </div> <button type="button" class="image-preview-button image-preview-wrap" popovertarget="modal-5513-2" popovertargetaction="show" aria-label="Open image preview: cc-connect: 将本地 AI Agent 接入聊天工具的多平台桥接器• 支持 Claude Code、Codex、Gemini CLI、Cursor Agent 等 10+ Agent，并覆盖 Telegram、飞书、Slack、Discord、企业微信、微信个人号等 11 个聊天平台• 内置 Web 管理后台，支持可视化管理项目、Provider、会话、技能和定时任务，也支持直接在浏览器中与 Agent 对话• 提供 /model、/mode、/dir、/memory 等聊天控制能力，结合语音、图片、附件回传和定时任务，适合代码审查、资料研究和自动化任务"> <img src="/static/https://cdn5.telesco.pe/file/sV5RH2uM3-jweIOj85kpK4p6gzlyDw8kTf_bEQ7dfgs9IPS4XkV0teQXgZyYe_PYjUqdAtIT4fSkPfJN9nojbmJPLWll2WxeCuH5gPsHytClr635NXOMtl2L1rkoEKqHTeryFz53hf_W69Jz8ZIBgYnYK7YN8KsdLbZXowJfyY4O8Q_IOHginvPDnIPpOZgVFLQMcUXSKfoNV0NZTLFruK3WSvjY_K7JPCjv8CBh05UZ8rnZrEgJE6dI92pXiOtQcAw9pcH5GaMUHisF4uKUQpXPkFNxOTU68MQcvBLxJxrIEi4cacpekBSsAfwpOc_nFGAN3okAds31kcfVwReVOw.jpg" alt="cc-connect: 将本地 AI Agent 接入聊天工具的多平台桥接器• 支持 Claude Code、Codex、Gemini CLI、Cursor Agent 等 10+ Agent，并覆盖 Telegram、飞书、Slack、Discord、企业微信、微信个人号等 11 个聊天平台• 内置 Web 管理后台，支持可视化管理项目、Provider、会话、技能和定时任务，也支持直接在浏览器中与 Agent 对话• 提供 /model、/mode、/dir、/memory 等聊天控制能力，结合语音、图片、附件回传和定时任务，适合代码审查、资料研究和自动化任务" width="138" height="301" loading="eager" /> </button> <div class="modal" id="modal-5513-2" popover="auto" aria-label="Image preview"> <button type="button" class="modal__backdrop" popovertarget="modal-5513-2" popovertargetaction="hide" aria-label="Close image preview"></button> <button type="button" class="modal__close" popovertarget="modal-5513-2" popovertargetaction="hide" aria-label="Close image preview">×</button> <div class="modal__surface"> </div> </div> </div><u>cc-connect: 将本地 AI Agent 接入聊天工具的多平台桥接器</u><br /><br />• 支持 Claude Code、Codex、Gemini CLI、Cursor Agent 等 10+ Agent，并覆盖 Telegram、飞书、Slack、Discord、企业微信、微信个人号等 11 个聊天平台<br /><br />• 内置 Web 管理后台，支持可视化管理项目、Provider、会话、技能和定时任务，也支持直接在浏览器中与 Agent 对话<br /><br />• 提供 /model、/mode、/dir、/memory 等聊天控制能力，结合语音、图片、附件回传和定时任务，适合代码审查、资料研究和自动化任务<br /><br /><a href="https://github.com/chenhg5/cc-connect" target="_blank" rel="noopener" title="https://github.com/chenhg5/cc-connect">https://github.com/chenhg5/cc-connect</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327880277607583303.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/2" target="_blank" rel="noopener" title="合集">合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6021860481923288796.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha_group" target="_blank" rel="noopener" title="群组">群组</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327792445526380187.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/957" target="_blank" rel="noopener" title="恰饭">恰饭</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6330367862535884142.webp" alt="" loading="lazy" width="20" height="20" /><a href="https://t.me/xream_bot" target="_blank" rel="noopener" title="联系推广">联系推广</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327836885552991740.webp" alt="" loading="lazy" width="20" height="20" /> <a href="/search/result?q=%23AI" title="#AI">#AI</a> <a href="/search/result?q=%23Agent" title="#Agent">#Agent</a> <a href="/search/result?q=%23%E5%BC%80%E6%BA%90%E5%B7%A5%E5%85%B7" title="#开源工具">#开源工具</a> <a href="/search/result?q=%23%E5%A4%9A%E5%B9%B3%E5%8F%B0%E6%A1%A5%E6%8E%A5" title="#多平台桥接">#多平台桥接</a> <a href="/search/result?q=%23Telegram" title="#Telegram">#Telegram</a> <a href="/search/result?q=%23ClaudeCode" title="#ClaudeCode">#ClaudeCode</a> <a href="/search/result?q=%23%E8%87%AA%E5%8A%A8%E5%8C%96" title="#自动化">#自动化</a> <a href="/search/result?q=%23%E5%BC%80%E5%8F%91%E8%80%85%E5%B7%A5%E5%85%B7" title="#开发者工具">#开发者工具</a> <a href="/search/result?q=%23GitHub" title="#GitHub">#GitHub</a>http://telegram.zhetengsha.eu.org/posts/5467http://telegram.zhetengsha.eu.org/posts/5467Fri, 24 Apr 2026 04:03:49 GMT<div class="image-list-container image-list-odd"> <button type="button" class="image-preview-button image-preview-wrap" popovertarget="modal-5467-0" popovertargetaction="show" aria-label="Open image preview: Compound Engineering: 使用感受ce:brainstorm 说需求1,2,3 选选 或者补充需求它非常智能 如果不是脑暴需求 它不会无脑开始脑暴 会使用对应的 skill 然后 1 开始 ce:plan然后 1 开始 ce:work 人肉过一下 diff然后 ce:review 可以开好多个 subagent 从不同角度 review 很爽可使用提示词, 抛砖引玉"> <img src="/static/https://cdn5.telesco.pe/file/bqHNPsqtf3SGv952NChckAG1ADfbLqK5EC_32H3kKL9HS0HlzrD9zSqP6QkJUq_HtHCI5jnfPBpuIscArKfE_WzmR1DgQ8KIfWOFWJYZmC-O4Z89hegPYeuvYFQUxBACO4MyeR5nDYr-cKSY1cwg2ioZSIBMiJu7KLMbNpys3x1CTR7e036sr4ozHZ_1hjQKbYursUMYj6a1fM3iz1_CwWDJJHadsf4DqHPgMJdf2wpnsad-GhRl8zxJ4PUWvr6Yd8YpJfUgdcyuX7cQBK04iMWMX4Btf6WR3qyeHOSMuxuKpjuYJrA6Kd_YJFzaPn-c6dcOgWs71ka0L3m7ZnABvQ.jpg" alt="Compound Engineering: 使用感受ce:brainstorm 说需求1,2,3 选选 或者补充需求它非常智能 如果不是脑暴需求 它不会无脑开始脑暴 会使用对应的 skill 然后 1 开始 ce:plan然后 1 开始 ce:work 人肉过一下 diff然后 ce:review 可以开好多个 subagent 从不同角度 review 很爽可使用提示词, 抛砖引玉" width="800" height="209" loading="eager" /> </button> <div class="modal" id="modal-5467-0" popover="auto" aria-label="Image preview"> <button type="button" class="modal__backdrop" popovertarget="modal-5467-0" popovertargetaction="hide" aria-label="Close image preview"></button> <button type="button" class="modal__close" popovertarget="modal-5467-0" popovertargetaction="hide" aria-label="Close image preview">×</button> <div class="modal__surface"> </div> </div> </div><u>Compound Engineering: 使用感受</u><br /><br /><code>ce:brainstorm</code> 说需求<br />1,2,3 选选 或者补充需求<br />它非常智能 如果不是脑暴需求 它不会无脑开始脑暴 会使用对应的 skill <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6082120054202175986.webp" alt="" loading="lazy" width="20" height="20" /><br /><br />然后 1 开始 <code>ce:plan</code><br /><br />然后 1 开始 <code>ce:work</code> <br />人肉过一下 diff<br /><br />然后 <code>ce:review</code> 可以开好多个 subagent 从不同角度 review 很爽<br /><br />可使用提示词, 抛砖引玉<br /><br /><div class="tg-expandable"> <input type="checkbox" id="expand-3-0" class="tg-expandable__checkbox" aria-label="Toggle hidden content" aria-controls="expand-3-0-content" /> <div id="expand-3-0-content" class="tg-expandable__content">$ce:review<br /><br />使用模型 gpt-5.4-mini 启动 subagent<br /><br />subagent 超时设大一些<br /><br />用中文回答<br /><br />每个 finding 分配一个字母, 方便指代</div> <label for="expand-3-0" class="tg-expandable__toggle"><span class="sr-only">Toggle hidden content</span></label> </div><br /><br />如果有 findings, 我理解下 findings 是啥, 有个预期, 然后它修<br />然后 <code>ce:review</code><br />直到没有 findings<br /><br /><a href="https://t.me/zhetengsha/5456" target="_blank" rel="noopener" title="SDD-RIPER-ONE 简单使用感受"><u>SDD-RIPER-ONE 简单使用感受</u></a><br /><br /><a href="https://t.me/zhetengsha/5267" target="_blank" rel="noopener" title="Compound Engineering"><u>Compound Engineering</u></a> <br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327711622831803904.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/207" target="_blank" rel="noopener" title="AI 合集">AI 合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327880277607583303.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/2" target="_blank" rel="noopener" title="合集">合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6021860481923288796.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha_group" target="_blank" rel="noopener" title="群组">群组</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327792445526380187.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/957" target="_blank" rel="noopener" title="恰饭">恰饭</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6330367862535884142.webp" alt="" loading="lazy" width="20" height="20" /><a href="https://t.me/xream_bot" target="_blank" rel="noopener" title="联系推广">联系推广</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327836885552991740.webp" alt="" loading="lazy" width="20" height="20" /> <a href="/search/result?q=%23AI" title="#AI">#AI</a> <a href="/search/result?q=%23%E7%BC%96%E7%A8%8B" title="#编程">#编程</a> <a href="/search/result?q=%23%E5%B7%A5%E7%A8%8B%E6%95%88%E7%8E%87" title="#工程效率">#工程效率</a> <a href="/search/result?q=%23%E5%BC%80%E5%8F%91%E5%B7%A5%E4%BD%9C%E6%B5%81" title="#开发工作流">#开发工作流</a> <a href="/search/result?q=%23%E4%BB%A3%E7%A0%81%E5%AE%A1%E6%9F%A5" title="#代码审查">#代码审查</a> <a href="/search/result?q=%23Agent" title="#Agent">#Agent</a> <a href="/search/result?q=%23Claude" title="#Claude">#Claude</a> <a href="/search/result?q=%23Code" title="#Code">#Code</a> <a href="/search/result?q=%23Codex" title="#Codex">#Codex</a> <a href="/search/result?q=%23GitHub" title="#GitHub">#GitHub</a> <a href="/search/result?q=%23%E6%8F%92%E4%BB%B6%E7%94%9F%E6%80%81" title="#插件生态">#插件生态</a> <a href="/search/result?q=%23CE" title="#CE">#CE</a> <a href="/search/result?q=%23CompoundEngineering" title="#CompoundEngineering">#CompoundEngineering</a>http://telegram.zhetengsha.eu.org/posts/5456http://telegram.zhetengsha.eu.org/posts/5456Thu, 23 Apr 2026 04:05:01 GMT<a class="tgme_widget_message_reply user-color-4 js-message_emoji_bg" href="/posts/5451"><blockquote><small><i class="tgme_widget_message_reply_thumb" style="background-image:url('https://cdn5.telesco.pe/file/l5zhHmEnYS5WAsYZd1ysjad5eLjwafniPo8SJqEbJNi2pRqYM6tRneJBUMJeT7vM-euu5bWrV0aw1OPIF2Dz9K27z2eNwCBnIa5O5DqzhDPFzgN461fMMBqZ6mp_OR9R6E3xis9JzCLfM95gtqlpJXWraut2vWaZYlT6tHtWe_w5pyLFW7eIf7JDDmzos3PbOj5tfVC3YIsT2ElJNrPve7n5kX8NWq08vndrg0PJq7l_h0I8HNexpJq0l7lsJ91c9NhhoEKg0UdApZtHO-s_6m02Kdr_FvoTzwwlLQ3GmvwfLezMGkAsOjEXeMROkvT3nemEpctDBcfayTeh-O1EYA.jpg')"></i> <div class="tgme_widget_message_author accent_color"> <span class="tgme_widget_message_author_name">小一</span> </div> <div class="tgme_widget_message_text js-message_reply_text">SDD-RIPER: 面向 agentic coding 的轻量级 AI Agent Harness • 以最小 Spec 作为任务真相源，围绕目标、边界、验证和可恢复上下文组织协作流程 • 通过 Checkpoint、Approval、Validation 和 Reverse Sync 建立可观察、可回退、可接手的控制面 • 内置 sdd-riper-one-light 与标准协议入口，适合日常开发、复杂重构、团队治理与交接场景 https://github.com/huisezhiyin/sdd…</div> </small></blockquote></a><div class="image-list-container image-list-odd"> <button type="button" class="image-preview-button image-preview-wrap" popovertarget="modal-5456-0" popovertargetaction="show" aria-label="Open image preview: SDD-RIPER-ONE 简单使用感受介绍帖简单用了一段时间 主要产出了一个 快捷指令: GitHub Uploader▎标准流程create_codemap (生成代码索引地图) -&gt; build_context_bundle (整理需求上下文) -&gt; sdd_bootstrap 这里如图说需求开始下面是自动的 -&gt; Research -&gt; (Innovate, 可选) -&gt; Plan -&gt; Execute -&gt; Review手动 archive 归档沉淀首次执行计划 和 review_execute 之后修改了计划, 都需要手动 Plan Approved 确认执行▎感受官方没有跟 Compound Engineering 一样的 Codex Prompts, 也没把 skills 拆出来. 当然你也可以自己生成 或者用任何快捷输入工具方便你每次调用...review 的时候没有 ce:review 开好多个 subagent 从不同角度 review 来得爽 自带的只有 review_spec 和 review_execute, 其实感觉好像不如 ce:review 全面有时候还感觉被 spec 束缚太死, 可能会出现顾头不顾腚的情况生成的文档信息里可能包含隐私, 公开仓库感觉不太适合带着一起上传...▎Codex App 中使用 SDD-RIPER 的最佳实践"> <img src="/static/https://cdn5.telesco.pe/file/L_nRb9Gku-j0MtvUzqNS64a96MBu10jV2Jy0pmQsfKSdxDXDxcKaWaaUw13ryogmZ4ejAiY7C9G4vdjelj0e6_sFyGDBUHabPAfB_gYhGoXchNvAdKezH308jIiWwy93rR_8-Y9jap6GvidnsOZqYhdKlONn4sWySvFFjA3nsC3Iz0TUAUjc0NwjPOuNKz32tBZR9P7staEJUCKytstcd8HKNYvfTSNPgCZ1AoxyoEVphv60oS1hoxj0R6lgU3tfJuOCClIvYwyJG9dmO_2P38nEk1BqFWNLHBC6y6wGCOGSMpVfJiZlXJqRqU7c1Ilx0I2KO0rdkQw3sDkXUb2gpw.jpg" alt="SDD-RIPER-ONE 简单使用感受介绍帖简单用了一段时间 主要产出了一个 快捷指令: GitHub Uploader▎标准流程create_codemap (生成代码索引地图) -&gt; build_context_bundle (整理需求上下文) -&gt; sdd_bootstrap 这里如图说需求开始下面是自动的 -&gt; Research -&gt; (Innovate, 可选) -&gt; Plan -&gt; Execute -&gt; Review手动 archive 归档沉淀首次执行计划 和 review_execute 之后修改了计划, 都需要手动 Plan Approved 确认执行▎感受官方没有跟 Compound Engineering 一样的 Codex Prompts, 也没把 skills 拆出来. 当然你也可以自己生成 或者用任何快捷输入工具方便你每次调用...review 的时候没有 ce:review 开好多个 subagent 从不同角度 review 来得爽 自带的只有 review_spec 和 review_execute, 其实感觉好像不如 ce:review 全面有时候还感觉被 spec 束缚太死, 可能会出现顾头不顾腚的情况生成的文档信息里可能包含隐私, 公开仓库感觉不太适合带着一起上传...▎Codex App 中使用 SDD-RIPER 的最佳实践" width="568" height="264" loading="eager" /> </button> <div class="modal" id="modal-5456-0" popover="auto" aria-label="Image preview"> <button type="button" class="modal__backdrop" popovertarget="modal-5456-0" popovertargetaction="hide" aria-label="Close image preview"></button> <button type="button" class="modal__close" popovertarget="modal-5456-0" popovertargetaction="hide" aria-label="Close image preview">×</button> <div class="modal__surface"> </div> </div> </div><u>SDD-RIPER-ONE 简单使用感受</u><br /><br /><a href="https://t.me/zhetengsha/5451" target="_blank" rel="noopener" title="介绍帖">介绍帖</a><br /><br />简单用了一段时间 主要产出了一个 <a href="https://t.me/zhetengsha/5454" target="_blank" rel="noopener" title="快捷指令: GitHub Uploader"><u>快捷指令: GitHub Uploader</u></a><br /><br />▎标准流程<br /><code>create_codemap</code> (生成代码索引地图) -&gt; <code>build_context_bundle</code> (整理需求上下文) -&gt; <code>sdd_bootstrap</code> 这里如图说需求开始<br /><br />下面是自动的<br /><br /> -&gt; <code>Research</code> -&gt; (<code>Innovate</code>, 可选) -&gt; <code>Plan</code> -&gt; <code>Execute</code> -&gt; <code>Review</code><br /><br />手动 <code>archive</code> 归档沉淀<br /><br />首次执行计划 和 <code>review_execute</code> 之后修改了计划, 都需要手动 <code>Plan Approved</code> 确认执行<br /><br />▎感受<br /><br />官方没有跟 <a href="https://t.me/zhetengsha/5267" target="_blank" rel="noopener" title="Compound Engineering">Compound Engineering</a> 一样的 Codex Prompts, 也没把 skills 拆出来. 当然你也可以自己生成 或者用任何快捷输入工具方便你每次调用...<br /><br />review 的时候没有 <code>ce:review</code> 开好多个 subagent 从不同角度 review 来得爽 <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6082120054202175986.webp" alt="" loading="lazy" width="20" height="20" /><br />自带的只有 <code>review_spec</code> 和 <code>review_execute</code>, 其实感觉好像不如 <code>ce:review</code> 全面<br /><br />有时候还感觉被 spec 束缚太死, 可能会出现顾头不顾腚的情况<br /><br />生成的文档信息里可能包含隐私, 公开仓库感觉不太适合带着一起上传...<br /><br />▎Codex App 中使用 SDD-RIPER 的最佳实践<br /><br /><a href="https://github.com/huisezhiyin/sdd-riper/issues/4" target="_blank" rel="noopener" title="https://github.com/huisezhiyin/sdd-riper/issues/4">https://github.com/huisezhiyin/sdd-riper/issues/4</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327711622831803904.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/207" target="_blank" rel="noopener" title="AI 合集">AI 合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327880277607583303.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/2" target="_blank" rel="noopener" title="合集">合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6021860481923288796.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha_group" target="_blank" rel="noopener" title="群组">群组</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327792445526380187.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/957" target="_blank" rel="noopener" title="恰饭">恰饭</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6330367862535884142.webp" alt="" loading="lazy" width="20" height="20" /><a href="https://t.me/xream_bot" target="_blank" rel="noopener" title="联系推广">联系推广</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327836885552991740.webp" alt="" loading="lazy" width="20" height="20" /> <a href="/search/result?q=%23AI" title="#AI">#AI</a> <a href="/search/result?q=%23AgenticCoding" title="#AgenticCoding">#AgenticCoding</a> <a href="/search/result?q=%23AI" title="#AI">#AI</a> <a href="/search/result?q=%23%E7%BC%96%E7%A8%8B" title="#编程">#编程</a> <a href="/search/result?q=%23%E5%BC%80%E5%8F%91%E5%B7%A5%E4%BD%9C%E6%B5%81" title="#开发工作流">#开发工作流</a> <a href="/search/result?q=%23%E5%B7%A5%E7%A8%8B%E5%8D%8F%E4%BD%9C" title="#工程协作">#工程协作</a> <a href="/search/result?q=%23Spec" title="#Spec">#Spec</a> <a href="/search/result?q=%23%E9%A9%B1%E5%8A%A8" title="#驱动">#驱动</a> <a href="/search/result?q=%23GitHub" title="#GitHub">#GitHub</a> <a href="/search/result?q=%23Python" title="#Python">#Python</a>http://telegram.zhetengsha.eu.org/posts/5419http://telegram.zhetengsha.eu.org/posts/5419Mon, 20 Apr 2026 02:00:00 GMT<div class="image-list-container image-list-odd"> <button type="button" class="image-preview-button image-preview-wrap" popovertarget="modal-5419-0" popovertargetaction="show" aria-label="Open image preview: agentc: 为 AI 编码代理提供容器级隔离与持久化工作环境• 通过隔离容器运行 Claude Code、GitHub Copilot CLI 等工具，适合多项目并行开发• 提供持久化 profile 与项目级记忆隔离，认证状态、配置和 MCP 服务都能连续复用• 兼容 Apple Containerization 与 Docker 运行时，也支持标准容器镜像接入，部署方式灵活"> <img src="/static/https://cdn5.telesco.pe/file/OAvG3YEpE92olJ0YhBddBDSH_EX9q_tbXcn9QRtYG3zzlMmNejx3NiQGOoZwhjLJOkH69bXFlsSbxbmktBBChIgtbzzWXISBY5R8SE8PbNCzl5r5zWxaNxu1HEh37-DoZ9ZpmnpTMBX8Eftma2JB6EJqdcqIrCBagLCDUCoN6978JkMhrG0B01s3yIQcNz1Ezdr0rPpFQ0CubYROZAz2lf58zD_qRQMoK6GmCUq7DOfaYlyzuAs0PAFrdKDT1ArcuCtJ9s9MCoxPr0dlHyzOy4NGnS9c7zWpIHLMmF3gPegI1LTIx5JrreUe59gz-PzW_zCYhutBvf6ROCu4gCT9ug.jpg" alt="agentc: 为 AI 编码代理提供容器级隔离与持久化工作环境• 通过隔离容器运行 Claude Code、GitHub Copilot CLI 等工具，适合多项目并行开发• 提供持久化 profile 与项目级记忆隔离，认证状态、配置和 MCP 服务都能连续复用• 兼容 Apple Containerization 与 Docker 运行时，也支持标准容器镜像接入，部署方式灵活" width="800" height="533" loading="eager" /> </button> <div class="modal" id="modal-5419-0" popover="auto" aria-label="Image preview"> <button type="button" class="modal__backdrop" popovertarget="modal-5419-0" popovertargetaction="hide" aria-label="Close image preview"></button> <button type="button" class="modal__close" popovertarget="modal-5419-0" popovertargetaction="hide" aria-label="Close image preview">×</button> <div class="modal__surface"> </div> </div> </div><u>agentc: 为 AI 编码代理提供容器级隔离与持久化工作环境</u><br /><br />• 通过隔离容器运行 Claude Code、GitHub Copilot CLI 等工具，适合多项目并行开发<br />• 提供持久化 profile 与项目级记忆隔离，认证状态、配置和 MCP 服务都能连续复用<br />• 兼容 Apple Containerization 与 Docker 运行时，也支持标准容器镜像接入，部署方式灵活<br /><br /><a href="https://github.com/laosb/agentc" target="_blank" rel="noopener" title="https://github.com/laosb/agentc">https://github.com/laosb/agentc</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327880277607583303.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/2" target="_blank" rel="noopener" title="合集">合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6021860481923288796.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha_group" target="_blank" rel="noopener" title="群组">群组</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327792445526380187.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/957" target="_blank" rel="noopener" title="恰饭">恰饭</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6330367862535884142.webp" alt="" loading="lazy" width="20" height="20" /><a href="https://t.me/xream_bot" target="_blank" rel="noopener" title="联系推广">联系推广</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327836885552991740.webp" alt="" loading="lazy" width="20" height="20" /> <a href="/search/result?q=%23%E7%BC%96%E7%A0%81%E4%BB%A3%E7%90%86" title="#编码代理">#编码代理</a> <a href="/search/result?q=%23%E5%AE%B9%E5%99%A8%E9%9A%94%E7%A6%BB" title="#容器隔离">#容器隔离</a> <a href="/search/result?q=%23%E5%91%BD%E4%BB%A4%E8%A1%8C%E5%B7%A5%E5%85%B7" title="#命令行工具">#命令行工具</a> <a href="/search/result?q=%23%E5%BC%80%E5%8F%91%E5%B7%A5%E5%85%B7" title="#开发工具">#开发工具</a> <a href="/search/result?q=%23AI" title="#AI">#AI</a> <a href="/search/result?q=%23GitHub" title="#GitHub">#GitHub</a> <a href="/search/result?q=%23Docker" title="#Docker">#Docker</a> <a href="/search/result?q=%23Linux" title="#Linux">#Linux</a> <a href="/search/result?q=%23Swift" title="#Swift">#Swift</a>http://telegram.zhetengsha.eu.org/posts/5410http://telegram.zhetengsha.eu.org/posts/5410Sun, 19 Apr 2026 00:00:00 GMT<div class="image-list-container image-list-odd"> <button type="button" class="image-preview-button image-preview-wrap" popovertarget="modal-5410-0" popovertargetaction="show" aria-label="Open image preview: OpenCode2API: 将运行在本地的 OpenCode 转换为 OpenAI 兼容 API ，以在任何 OpenAI 客户端中使用免费模型@awaEmpty 佬的项目更新了- 默认禁用 OpenCode 自带工具调用，优先保证安全，避免客户端请求直接触发本地内置工具- 它支持外部客户端传入 OpenAI 风格的 tools / function, 通过代理桥接转换成兼容的 tool_calls / function_call 返回- 为避免工具重名冲突，会用内部命名空间隔离外部工具，比如 web_fetch 不会误调用到 OpenCode 容器里的同名工具"> <img src="/static/https://cdn5.telesco.pe/file/ElESJW93W0bmqc2eVinQ4zGDzmVeHmb_sVmkWDN6SThaztDtBg4X6A0c8-ewKXzJJoGQG9RQQphqwMUwq23eGON610osPI9-AhhE8tDIGGftTJYwGWLsuUr6DAKLvP1W4DMyYNquLoUgx-DzQMFUnQCOjWgC1xB3qDIAY70lq10DSsx74sai-JNEj0Tj5I2iASPvjZ9BiVGq7a2hSYviXTbWZKPuTMVWQqpt3b2cbHcBiK7P9MU_GPav3VuxtjFTdo8HQlMXMeCKjuLzdsr0V6E4-ibPBz6S5tsKnK_ZC_5W20-To4K-jaXlCTEPETmF30oSiNHN01v7hWR2vSOvSg.jpg" alt="OpenCode2API: 将运行在本地的 OpenCode 转换为 OpenAI 兼容 API ，以在任何 OpenAI 客户端中使用免费模型@awaEmpty 佬的项目更新了- 默认禁用 OpenCode 自带工具调用，优先保证安全，避免客户端请求直接触发本地内置工具- 它支持外部客户端传入 OpenAI 风格的 tools / function, 通过代理桥接转换成兼容的 tool_calls / function_call 返回- 为避免工具重名冲突，会用内部命名空间隔离外部工具，比如 web_fetch 不会误调用到 OpenCode 容器里的同名工具" width="800" height="450" loading="eager" /> </button> <div class="modal" id="modal-5410-0" popover="auto" aria-label="Image preview"> <button type="button" class="modal__backdrop" popovertarget="modal-5410-0" popovertargetaction="hide" aria-label="Close image preview"></button> <button type="button" class="modal__close" popovertarget="modal-5410-0" popovertargetaction="hide" aria-label="Close image preview">×</button> <div class="modal__surface"> </div> </div> </div><u>OpenCode2API: 将运行在本地的 OpenCode 转换为 OpenAI 兼容 API ，以在任何 OpenAI 客户端中使用免费模型</u><br /><br /><a href="https://t.me/awaEmpty" target="_blank" title="@awaEmpty">@awaEmpty</a> 佬的项目更新了<br /><br />- 默认禁用 OpenCode 自带工具调用，优先保证安全，避免客户端请求直接触发本地内置工具<br /><br />- 它支持外部客户端传入 OpenAI 风格的 <code>tools / function</code>, 通过代理桥接转换成兼容的<code> tool_calls</code> / <code>function_call</code> 返回<br /><br />- 为避免工具重名冲突，会用内部命名空间隔离外部工具，比如 <code>web_fetch</code> 不会误调用到 OpenCode 容器里的同名工具<br /><br /><a href="https://github.com/TiaraBasori/opencode2api" target="_blank" rel="noopener" title="https://github.com/TiaraBasori/opencode2api">https://github.com/TiaraBasori/opencode2api</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327880277607583303.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/2" target="_blank" rel="noopener" title="合集">合集</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6021860481923288796.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha_group" target="_blank" rel="noopener" title="群组">群组</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327792445526380187.webp" alt="" loading="lazy" width="20" height="20" /> <a href="https://t.me/zhetengsha/957" target="_blank" rel="noopener" title="恰饭">恰饭</a> <img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6330367862535884142.webp" alt="" loading="lazy" width="20" height="20" /><a href="https://t.me/xream_bot" target="_blank" rel="noopener" title="联系推广">联系推广</a><br /><br /><img class="tg-emoji" src="/static/https://telegram.me/i/emoji/6327836885552991740.webp" alt="" loading="lazy" width="20" height="20" /> <a href="/search/result?q=%23OpenCode" title="#OpenCode">#OpenCode</a> <a href="/search/result?q=%23OpenAI" title="#OpenAI">#OpenAI</a> <a href="/search/result?q=%23API" title="#API">#API</a> <a href="/search/result?q=%23%E7%BD%91%E5%85%B3" title="#网关">#网关</a> <a href="/search/result?q=%23%E6%9C%AC%E5%9C%B0%E9%83%A8%E7%BD%B2" title="#本地部署">#本地部署</a> <a href="/search/result?q=%23Docker" title="#Docker">#Docker</a> <a href="/search/result?q=%23AI" title="#AI">#AI</a> <a href="/search/result?q=%23%E4%BB%A3%E7%90%86" title="#代理">#代理</a> <a href="/search/result?q=%23GitHub" title="#GitHub">#GitHub</a> <a href="/search/result?q=%23%E5%BC%80%E5%8F%91%E5%B7%A5%E5%85%B7" title="#开发工具">#开发工具</a>