Alan Hsu

Alan HsuAI、测试工程与知识工具的实践笔记。https://xsoway.github.io/接盘不熟的业务线，我从生产代码反查业务规则https://xsoway.github.io/articles/2026-09-21-%E6%8E%A5%E7%9B%98%E4%B8%8D%E7%86%9F%E7%9A%84%E4%B8%9A%E5%8A%A1%E7%BA%BF%E6%88%91%E4%BB%8E%E7%94%9F%E4%BA%A7%E4%BB%A3%E7%A0%81%E5%8F%8D%E6%9F%A5%E4%B8%9A%E5%8A%A1%E8%A7%84%E5%88%99-985d65ec/https://xsoway.github.io/articles/2026-09-21-%E6%8E%A5%E7%9B%98%E4%B8%8D%E7%86%9F%E7%9A%84%E4%B8%9A%E5%8A%A1%E7%BA%BF%E6%88%91%E4%BB%8E%E7%94%9F%E4%BA%A7%E4%BB%A3%E7%A0%81%E5%8F%8D%E6%9F%A5%E4%B8%9A%E5%8A%A1%E8%A7%84%E5%88%99-985d65ec/Mon, 21 Sep 2026 00:00:00 GMTskill-spec：让skill 技能生成更加规范及可控, 可发现 · 可独立安装 · 可评测 · 可受控演进https://xsoway.github.io/articles/2026-09-20-skill-spec%E8%AE%A9skill%E6%8A%80%E8%83%BD%E7%94%9F%E6%88%90%E6%9B%B4%E5%8A%A0%E8%A7%84%E8%8C%83%E5%8F%8A%E5%8F%AF%E6%8E%A7-16565b9a/https://xsoway.github.io/articles/2026-09-20-skill-spec%E8%AE%A9skill%E6%8A%80%E8%83%BD%E7%94%9F%E6%88%90%E6%9B%B4%E5%8A%A0%E8%A7%84%E8%8C%83%E5%8F%8A%E5%8F%AF%E6%8E%A7-16565b9a/Sun, 20 Sep 2026 00:00:00 GMT给 AI 编程 Agent 一个真正的桌面工作台：聊聊 PI-Desktophttps://xsoway.github.io/articles/2026-09-16-pi-desktop-%E7%BB%99ai%E7%BC%96%E7%A8%8Bagent%E4%B8%80%E4%B8%AA%E7%9C%9F%E6%AD%A3%E7%9A%84%E6%A1%8C%E9%9D%A2%E5%B7%A5%E4%BD%9C%E5%8F%B0-7d186f8a/https://xsoway.github.io/articles/2026-09-16-pi-desktop-%E7%BB%99ai%E7%BC%96%E7%A8%8Bagent%E4%B8%80%E4%B8%AA%E7%9C%9F%E6%AD%A3%E7%9A%84%E6%A1%8C%E9%9D%A2%E5%B7%A5%E4%BD%9C%E5%8F%B0-7d186f8a/Wed, 16 Sep 2026 00:00:00 GMTRSI，别名自我进化：从 agent-loop 到 agent-harness 到递归自我改进，AI 工程到底在往哪一层堆能力https://xsoway.github.io/articles/2026-09-16-rsi%E5%88%AB%E5%90%8D%E8%87%AA%E6%88%91%E8%BF%9B%E5%8C%96-%E4%BB%8Eagent-loop%E5%88%B0agent-harness%E5%88%B0%E9%80%92%E5%BD%92%E8%87%AA%E6%88%91%E6%94%B9%E8%BF%9B-8af62b37/https://xsoway.github.io/articles/2026-09-16-rsi%E5%88%AB%E5%90%8D%E8%87%AA%E6%88%91%E8%BF%9B%E5%8C%96-%E4%BB%8Eagent-loop%E5%88%B0agent-harness%E5%88%B0%E9%80%92%E5%BD%92%E8%87%AA%E6%88%91%E6%94%B9%E8%BF%9B-8af62b37/Wed, 16 Sep 2026 00:00:00 GMTAI 越用越贵还越用越慢，问题出在你把冗余和关键一起喂进去了https://xsoway.github.io/articles/2026-09-16-headroom-ai%E8%B6%8A%E7%94%A8%E8%B6%8A%E8%B4%B5%E9%97%AE%E9%A2%98%E5%87%BA%E5%9C%A8%E6%8A%8A%E5%86%97%E4%BD%99%E5%92%8C%E5%85%B3%E9%94%AE%E4%B8%80%E8%B5%B7%E5%96%82%E8%BF%9B%E5%8E%BB-ea3e8914/https://xsoway.github.io/articles/2026-09-16-headroom-ai%E8%B6%8A%E7%94%A8%E8%B6%8A%E8%B4%B5%E9%97%AE%E9%A2%98%E5%87%BA%E5%9C%A8%E6%8A%8A%E5%86%97%E4%BD%99%E5%92%8C%E5%85%B3%E9%94%AE%E4%B8%80%E8%B5%B7%E5%96%82%E8%BF%9B%E5%8E%BB-ea3e8914/Wed, 16 Sep 2026 00:00:00 GMT一条命令复刻爆款视频：AI 生成视频的问题，从来不是不够像https://xsoway.github.io/articles/2026-09-16-hypit-%E8%AE%A9-ai-%E8%A7%86%E9%A2%91%E5%8F%98%E6%88%90%E5%8F%AF%E5%A4%8D%E7%94%A8%E8%B5%84%E4%BA%A7-0fad1abc/https://xsoway.github.io/articles/2026-09-16-hypit-%E8%AE%A9-ai-%E8%A7%86%E9%A2%91%E5%8F%98%E6%88%90%E5%8F%AF%E5%A4%8D%E7%94%A8%E8%B5%84%E4%BA%A7-0fad1abc/Wed, 16 Sep 2026 00:00:00 GMTStop prompting. Design the loop."——与其每次手打 prompt，不如设计一个系统替你跑https://xsoway.github.io/articles/2026-09-16-loop-engineering-%E4%B8%8E%E5%85%B6%E6%AF%8F%E6%AC%A1%E6%89%8B%E6%89%93prompt%E4%B8%8D%E5%A6%82%E8%AE%BE%E8%AE%A1%E4%B8%80%E4%B8%AA%E7%B3%BB%E7%BB%9F%E6%9B%BF%E4%BD%A0%E8%B7%91-dc714a6d/https://xsoway.github.io/articles/2026-09-16-loop-engineering-%E4%B8%8E%E5%85%B6%E6%AF%8F%E6%AC%A1%E6%89%8B%E6%89%93prompt%E4%B8%8D%E5%A6%82%E8%AE%BE%E8%AE%A1%E4%B8%80%E4%B8%AA%E7%B3%BB%E7%BB%9F%E6%9B%BF%E4%BD%A0%E8%B7%91-dc714a6d/Wed, 16 Sep 2026 00:00:00 GMT为了改一行文案，我做了个本地 HTML 页面工作台：测试、产品不用再等开发https://xsoway.github.io/articles/2026-09-14-%E4%B8%80%E6%AC%A1%E6%9C%AC%E5%9C%B0html%E7%BC%96%E8%BE%91%E5%99%A8%E5%BC%80%E5%8F%91%E5%A4%8D%E7%9B%98-991faee2/https://xsoway.github.io/articles/2026-09-14-%E4%B8%80%E6%AC%A1%E6%9C%AC%E5%9C%B0html%E7%BC%96%E8%BE%91%E5%99%A8%E5%BC%80%E5%8F%91%E5%A4%8D%E7%9B%98-991faee2/Tue, 15 Sep 2026 00:00:00 GMT做公众号封面，我放弃了让大模型「画」https://xsoway.github.io/articles/2026-09-15-%E5%81%9A%E5%85%AC%E4%BC%97%E5%8F%B7%E5%B0%81%E9%9D%A2%E6%88%91%E6%94%BE%E5%BC%83%E4%BA%86%E8%AE%A9%E5%A4%A7%E6%A8%A1%E5%9E%8B%E7%94%BB-fd9dc1a6/https://xsoway.github.io/articles/2026-09-15-%E5%81%9A%E5%85%AC%E4%BC%97%E5%8F%B7%E5%B0%81%E9%9D%A2%E6%88%91%E6%94%BE%E5%BC%83%E4%BA%86%E8%AE%A9%E5%A4%A7%E6%A8%A1%E5%9E%8B%E7%94%BB-fd9dc1a6/Tue, 15 Sep 2026 00:00:00 GMT博客三迁之后，我又回到了 GitHub：把内容、代码和部署收进同一条链路https://xsoway.github.io/articles/2026-09-14-%E5%8D%9A%E5%AE%A2%E4%B8%89%E8%BF%81%E4%B9%8B%E5%90%8E%E6%88%91%E5%8F%88%E5%9B%9E%E5%88%B0%E4%BA%86github-f5074b98/https://xsoway.github.io/articles/2026-09-14-%E5%8D%9A%E5%AE%A2%E4%B8%89%E8%BF%81%E4%B9%8B%E5%90%8E%E6%88%91%E5%8F%88%E5%9B%9E%E5%88%B0%E4%BA%86github-f5074b98/Mon, 14 Sep 2026 00:00:00 GMT这是一个持续收录、整理和索引优质技术文章的个人学习库，也是一个可本地运行的 LLM Wiki 工作台https://xsoway.github.io/articles/2026-09-13-%E8%BF%99%E6%98%AF%E4%B8%80%E4%B8%AA%E6%8C%81%E7%BB%AD%E6%94%B6%E5%BD%95%E6%95%B4%E7%90%86%E5%92%8C%E7%B4%A2%E5%BC%95%E4%BC%98%E8%B4%A8%E6%8A%80%E6%9C%AF%E6%96%87%E7%AB%A0%E7%9A%84%E4%B8%AA%E4%BA%BA%E5%AD%A6%E4%B9%A0%E5%BA%93%E4%B9%9F%E6%98%AF%E4%B8%80%E4%B8%AA%E5%8F%AF%E6%9C%AC%E5%9C%B0%E8%BF%90%E8%A1%8C%E7%9A%84-llm-wiki-%E5%B7%A5%E4%BD%9C%E5%8F%B0-f24266ea/https://xsoway.github.io/articles/2026-09-13-%E8%BF%99%E6%98%AF%E4%B8%80%E4%B8%AA%E6%8C%81%E7%BB%AD%E6%94%B6%E5%BD%95%E6%95%B4%E7%90%86%E5%92%8C%E7%B4%A2%E5%BC%95%E4%BC%98%E8%B4%A8%E6%8A%80%E6%9C%AF%E6%96%87%E7%AB%A0%E7%9A%84%E4%B8%AA%E4%BA%BA%E5%AD%A6%E4%B9%A0%E5%BA%93%E4%B9%9F%E6%98%AF%E4%B8%80%E4%B8%AA%E5%8F%AF%E6%9C%AC%E5%9C%B0%E8%BF%90%E8%A1%8C%E7%9A%84-llm-wiki-%E5%B7%A5%E4%BD%9C%E5%8F%B0-f24266ea/Sun, 13 Sep 2026 00:00:00 GMT用 Harbor 给二手车智能客服 agent 做上线前的"体检https://xsoway.github.io/articles/2026-09-10-harbor-%E4%BA%8C%E6%89%8B%E8%BD%A6%E6%99%BA%E8%83%BD%E5%AE%A2%E6%9C%8Dagent%E8%AF%84%E6%B5%8B-09a5dded/https://xsoway.github.io/articles/2026-09-10-harbor-%E4%BA%8C%E6%89%8B%E8%BD%A6%E6%99%BA%E8%83%BD%E5%AE%A2%E6%9C%8Dagent%E8%AF%84%E6%B5%8B-09a5dded/Thu, 10 Sep 2026 00:00:00 GMTLocust 压完只剩 CSV？真正麻烦的，是性能结论没法复验https://xsoway.github.io/articles/2026-09-10-locust%E5%8E%8B%E6%B5%8B%E4%B8%8D%E8%AF%A5%E6%AD%A2%E6%AD%A5%E4%BA%8Ecsv-locust-perf-framework-d244345b/https://xsoway.github.io/articles/2026-09-10-locust%E5%8E%8B%E6%B5%8B%E4%B8%8D%E8%AF%A5%E6%AD%A2%E6%AD%A5%E4%BA%8Ecsv-locust-perf-framework-d244345b/Thu, 10 Sep 2026 00:00:00 GMT从 Locust 脚本到决策级报告：一个开源的通用性能测试框架https://xsoway.github.io/articles/2026-09-10-%E4%B8%8B%E5%8D%95%E6%8E%A5%E5%8F%A3%E4%B8%8A%E7%BA%BF%E5%89%8D%E5%8E%8B%E6%B5%8B-locust-perf-framework-ae2b674f/https://xsoway.github.io/articles/2026-09-10-%E4%B8%8B%E5%8D%95%E6%8E%A5%E5%8F%A3%E4%B8%8A%E7%BA%BF%E5%89%8D%E5%8E%8B%E6%B5%8B-locust-perf-framework-ae2b674f/Thu, 10 Sep 2026 00:00:00 GMT一个 Codex Skill，把前后端改动变成一份 P0/P1/P2 测试清单https://xsoway.github.io/articles/2026-09-09-%E4%BB%A3%E7%A0%81%E5%8F%98%E6%9B%B4%E6%B5%8B%E8%AF%95%E8%8C%83%E5%9B%B4%E5%88%86%E6%9E%90-codex-skill-7f625464/https://xsoway.github.io/articles/2026-09-09-%E4%BB%A3%E7%A0%81%E5%8F%98%E6%9B%B4%E6%B5%8B%E8%AF%95%E8%8C%83%E5%9B%B4%E5%88%86%E6%9E%90-codex-skill-7f625464/Wed, 09 Sep 2026 00:00:00 GMT评测一个 Agent，最后到底是怎么打分的？用 Harbor 从任务到奖励跑一遍https://xsoway.github.io/articles/2026-09-09-harbor-%E4%BB%8E%E4%BB%BB%E5%8A%A1%E5%88%B0%E5%A5%96%E5%8A%B1%E7%9A%84agent%E8%AF%84%E6%B5%8B-c73622da/https://xsoway.github.io/articles/2026-09-09-harbor-%E4%BB%8E%E4%BB%BB%E5%8A%A1%E5%88%B0%E5%A5%96%E5%8A%B1%E7%9A%84agent%E8%AF%84%E6%B5%8B-c73622da/Wed, 09 Sep 2026 00:00:00 GMTAI 写代码不听话？实测给 agent 套上"需求→审批→编码"流程的 skillhttps://xsoway.github.io/articles/2026-09-08-ai%E5%86%99%E4%BB%A3%E7%A0%81%E4%B8%8D%E5%90%AC%E8%AF%9D-%E5%AE%9E%E6%B5%8B%E7%BB%99agent%E5%A5%97%E4%B8%8A%E9%9C%80%E6%B1%82%E5%AE%A1%E6%89%B9%E7%BC%96%E7%A0%81%E6%B5%81%E7%A8%8B%E7%9A%84skill-a52c465d/https://xsoway.github.io/articles/2026-09-08-ai%E5%86%99%E4%BB%A3%E7%A0%81%E4%B8%8D%E5%90%AC%E8%AF%9D-%E5%AE%9E%E6%B5%8B%E7%BB%99agent%E5%A5%97%E4%B8%8A%E9%9C%80%E6%B1%82%E5%AE%A1%E6%89%B9%E7%BC%96%E7%A0%81%E6%B5%81%E7%A8%8B%E7%9A%84skill-a52c465d/Tue, 08 Sep 2026 00:00:00 GMT给 Agent 记忆跑「梯度下降」：backpass 把会话日志变成可审的记忆编辑https://xsoway.github.io/articles/2026-09-08-%E7%BB%99-agent-%E8%AE%B0%E5%BF%86%E8%B7%91-%E6%A2%AF%E5%BA%A6%E4%B8%8B%E9%99%8D-backpass-%E6%8A%8A%E4%BC%9A%E8%AF%9D%E6%97%A5%E5%BF%97%E5%8F%98%E6%88%90%E5%8F%AF%E5%AE%A1%E7%9A%84%E8%AE%B0%E5%BF%86%E7%BC%96%E8%BE%91-ec45b29a/https://xsoway.github.io/articles/2026-09-08-%E7%BB%99-agent-%E8%AE%B0%E5%BF%86%E8%B7%91-%E6%A2%AF%E5%BA%A6%E4%B8%8B%E9%99%8D-backpass-%E6%8A%8A%E4%BC%9A%E8%AF%9D%E6%97%A5%E5%BF%97%E5%8F%98%E6%88%90%E5%8F%AF%E5%AE%A1%E7%9A%84%E8%AE%B0%E5%BF%86%E7%BC%96%E8%BE%91-ec45b29a/Tue, 08 Sep 2026 00:00:00 GMT写作风格不是玄学：把 28 篇自己的文章蒸成一份 Writing DNA（附完整操作教程）https://xsoway.github.io/articles/2026-09-06-%E5%86%99%E4%BD%9C%E9%A3%8E%E6%A0%BC%E4%B8%8D%E6%98%AF%E7%8E%84%E5%AD%A6-%E7%94%A828%E7%AF%87%E8%87%AA%E5%B7%B1%E7%9A%84%E6%96%87%E7%AB%A0%E8%92%B8%E9%A6%8F%E5%87%BA%E4%B8%80%E4%BB%BD%E5%86%99%E4%BD%9Cdna-1ffb4ac6/https://xsoway.github.io/articles/2026-09-06-%E5%86%99%E4%BD%9C%E9%A3%8E%E6%A0%BC%E4%B8%8D%E6%98%AF%E7%8E%84%E5%AD%A6-%E7%94%A828%E7%AF%87%E8%87%AA%E5%B7%B1%E7%9A%84%E6%96%87%E7%AB%A0%E8%92%B8%E9%A6%8F%E5%87%BA%E4%B8%80%E4%BB%BD%E5%86%99%E4%BD%9Cdna-1ffb4ac6/Sun, 06 Sep 2026 00:00:00 GMT让 AI 自己打开 App 点完整个流程：agent-device 真机自动化实测https://xsoway.github.io/articles/2026-09-05-agent-device-%E7%9C%9F%E6%9C%BA%E8%87%AA%E5%8A%A8%E5%8C%96%E5%AE%9E%E6%B5%8B-ca983fc6/https://xsoway.github.io/articles/2026-09-05-agent-device-%E7%9C%9F%E6%9C%BA%E8%87%AA%E5%8A%A8%E5%8C%96%E5%AE%9E%E6%B5%8B-ca983fc6/Sat, 05 Sep 2026 00:00:00 GMT别再让 Agent Skill 靠感觉上线：我看了阿里 skill-up 的评测闭环https://xsoway.github.io/articles/2026-09-05-skill-up-agent-skill%E4%B9%9F%E8%AF%A5%E6%9C%89%E6%B5%8B%E8%AF%95-027f3ea7/https://xsoway.github.io/articles/2026-09-05-skill-up-agent-skill%E4%B9%9F%E8%AF%A5%E6%9C%89%E6%B5%8B%E8%AF%95-027f3ea7/Sat, 05 Sep 2026 00:00:00 GMTAGI 是什么、GPT-6 Astra 凭什么说——先用一段话把这事讲懂https://xsoway.github.io/articles/2026-09-04-gpt6-astra-agi%E6%97%B6%E4%BB%A3-%E6%94%B9%E5%86%99%E6%95%B4%E7%90%86-05a2c4e5/https://xsoway.github.io/articles/2026-09-04-gpt6-astra-agi%E6%97%B6%E4%BB%A3-%E6%94%B9%E5%86%99%E6%95%B4%E7%90%86-05a2c4e5/Fri, 04 Sep 2026 00:00:00 GMTOpenAI 这则“秘密技术”上了独家头条，但我得先把话讲清楚：正文在付费墙后面https://xsoway.github.io/articles/2026-09-04-openai-astra-%E7%A7%98%E5%AF%86%E6%8A%80%E6%9C%AF%E6%8A%A5%E9%81%93-%E4%BB%98%E8%B4%B9%E5%A2%99%E8%A7%A3%E8%AF%BB-a05f5859/https://xsoway.github.io/articles/2026-09-04-openai-astra-%E7%A7%98%E5%AF%86%E6%8A%80%E6%9C%AF%E6%8A%A5%E9%81%93-%E4%BB%98%E8%B4%B9%E5%A2%99%E8%A7%A3%E8%AF%BB-a05f5859/Fri, 04 Sep 2026 00:00:00 GMT给 Claude 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评审的https://xsoway.github.io/articles/2026-08-25-%E4%BB%A3%E7%A0%81%E8%AF%84%E5%AE%A1%E4%B8%8D%E6%98%AF%E6%8C%91%E6%A0%BC%E5%BC%8F%E6%AF%9B%E7%97%85-deepseek%E8%AF%84%E5%AE%A1%E6%8A%80%E8%83%BD%E6%8B%86%E8%A7%A3-97b52bff/https://xsoway.github.io/articles/2026-08-25-%E4%BB%A3%E7%A0%81%E8%AF%84%E5%AE%A1%E4%B8%8D%E6%98%AF%E6%8C%91%E6%A0%BC%E5%BC%8F%E6%AF%9B%E7%97%85-deepseek%E8%AF%84%E5%AE%A1%E6%8A%80%E8%83%BD%E6%8B%86%E8%A7%A3-97b52bff/Tue, 25 Aug 2026 00:00:00 GMTAI 算错数的时候不会报错：这个开源 skill，专治 Excel 数据里的“静默错误”https://xsoway.github.io/articles/2026-08-25-%E6%95%B0%E6%8D%AE%E4%B8%8D%E4%BC%9A%E6%8A%A5%E9%94%99-%E7%94%A8%E5%BC%80%E6%BA%90skill%E6%8A%8Aexcel%E7%AE%97%E6%95%B0%E6%B5%81%E7%A8%8B%E5%81%9A%E5%AF%B9%E5%8F%A3-81e328ce/https://xsoway.github.io/articles/2026-08-25-%E6%95%B0%E6%8D%AE%E4%B8%8D%E4%BC%9A%E6%8A%A5%E9%94%99-%E7%94%A8%E5%BC%80%E6%BA%90skill%E6%8A%8Aexcel%E7%AE%97%E6%95%B0%E6%B5%81%E7%A8%8B%E5%81%9A%E5%AF%B9%E5%8F%A3-81e328ce/Tue, 25 Aug 2026 00:00:00 GMT你有 60 个 Agent Skill 却还在手改？Karpathy 那套训练思路，被搬来优化 Skill 了https://xsoway.github.io/articles/2026-08-25-%E8%BE%BE%E5%B0%94%E6%96%87-skill-%E5%83%8F%E8%AE%AD%E7%BB%83%E6%A8%A1%E5%9E%8B%E4%B8%80%E6%A0%B7%E4%BC%98%E5%8C%96agent-skills-545344ca/https://xsoway.github.io/articles/2026-08-25-%E8%BE%BE%E5%B0%94%E6%96%87-skill-%E5%83%8F%E8%AE%AD%E7%BB%83%E6%A8%A1%E5%9E%8B%E4%B8%80%E6%A0%B7%E4%BC%98%E5%8C%96agent-skills-545344ca/Tue, 25 Aug 2026 00:00:00 GMT一个桌面，装下 Codex、Pi、Claude Code、DeepSeek：CodexHost 让 Agent 不必再"换壳https://xsoway.github.io/articles/2026-08-23-codexhost-%E6%8A%8Api-claude-code-deepseek%E5%85%A8%E5%A1%9E%E8%BF%9Bcodex%E6%A1%8C%E9%9D%A2-f7d21e56/https://xsoway.github.io/articles/2026-08-23-codexhost-%E6%8A%8Api-claude-code-deepseek%E5%85%A8%E5%A1%9E%E8%BF%9Bcodex%E6%A1%8C%E9%9D%A2-f7d21e56/Sun, 23 Aug 2026 00:00:00 GMTCodex 额度没了别慌，有人专门帮你盯着"重置按钮https://xsoway.github.io/articles/2026-08-23-codexresets-%E4%B8%80%E4%B8%AA%E4%B8%93%E9%97%A8%E7%9B%AFcodex%E9%87%8D%E7%BD%AE%E6%8C%89%E9%92%AE%E7%9A%84%E7%BD%91%E7%AB%99-7d54832c/https://xsoway.github.io/articles/2026-08-23-codexresets-%E4%B8%80%E4%B8%AA%E4%B8%93%E9%97%A8%E7%9B%AFcodex%E9%87%8D%E7%BD%AE%E6%8C%89%E9%92%AE%E7%9A%84%E7%BD%91%E7%AB%99-7d54832c/Sun, 23 Aug 2026 00:00:00 GMT跑十几个小时不掉线，还能自己变强的 Coding Agent：Prime Agent 把"持久"做成了内核https://xsoway.github.io/articles/2026-08-23-primeagent-%E8%83%BD%E8%87%AA%E5%B7%B1%E5%8F%98%E5%BC%BA%E8%B7%91%E4%B8%8D%E5%81%9C%E7%9A%84codingagent-8e0097ff/https://xsoway.github.io/articles/2026-08-23-primeagent-%E8%83%BD%E8%87%AA%E5%B7%B1%E5%8F%98%E5%BC%BA%E8%B7%91%E4%B8%8D%E5%81%9C%E7%9A%84codingagent-8e0097ff/Sun, 23 Aug 2026 00:00:00 GMT别再让 Agent 瞎写代码了：Addy Osmani 把"资深工程师的流程"打包成了 24 个技能https://xsoway.github.io/articles/2026-08-23-agent-skills-addy-osmani%E7%9A%8424%E4%B8%AA%E7%94%9F%E4%BA%A7%E7%BA%A7%E6%8A%80%E8%83%BD-2c2f2876/https://xsoway.github.io/articles/2026-08-23-agent-skills-addy-osmani%E7%9A%8424%E4%B8%AA%E7%94%9F%E4%BA%A7%E7%BA%A7%E6%8A%80%E8%83%BD-2c2f2876/Sun, 23 Aug 2026 00:00:00 GMT2026-08-23-周复盘https://xsoway.github.io/articles/2026-08-23-%E5%91%A8%E5%A4%8D%E7%9B%98-3807d489/https://xsoway.github.io/articles/2026-08-23-%E5%91%A8%E5%A4%8D%E7%9B%98-3807d489/Sun, 23 Aug 2026 00:00:00 GMT受够了又重又绕的 Agent 框架？这个 Go 写的本地优先框架，装完就跑https://xsoway.github.io/articles/2026-08-22-harness9-local-first-go-agent-framework-e623881f/https://xsoway.github.io/articles/2026-08-22-harness9-local-first-go-agent-framework-e623881f/Sat, 22 Aug 2026 00:00:00 GMTCodex SDK vs deepseek_harness SDK：同样是让 Python 驱动 Agent，为什么一个要你拼 JSON，一个甩一句自然语言就行https://xsoway.github.io/articles/2026-08-22-%E4%B8%80%E8%A1%8C-run-%E5%B9%B2%E7%BF%BB-50-%E8%A1%8C%E6%8B%BC-jsoncodex-sdk-%E5%92%8C-deepseek_harnesspython-%E5%88%B0%E5%BA%95%E8%AF%A5-import-%E8%B0%81-0f17a769/https://xsoway.github.io/articles/2026-08-22-%E4%B8%80%E8%A1%8C-run-%E5%B9%B2%E7%BF%BB-50-%E8%A1%8C%E6%8B%BC-jsoncodex-sdk-%E5%92%8C-deepseek_harnesspython-%E5%88%B0%E5%BA%95%E8%AF%A5-import-%E8%B0%81-0f17a769/Sat, 22 Aug 2026 00:00:00 GMTOpenAI 开源了 Codex 的 Harness：不只是 CLI，是整个 Agent 运行时https://xsoway.github.io/articles/2026-08-21-openai%E5%BC%80%E6%BA%90codex-harness-c4220bc9/https://xsoway.github.io/articles/2026-08-21-openai%E5%BC%80%E6%BA%90codex-harness-c4220bc9/Fri, 21 Aug 2026 00:00:00 GMT不用再为一套 Agent 框架装一堆依赖：harness9 把「本地优先 + 插件 + 人工兜底」塞进一个 Go 项目https://xsoway.github.io/articles/2026-08-21-harness9-%E8%BD%BB%E9%87%8F%E7%BA%A7go%E9%80%9A%E7%94%A8agent%E6%A1%86%E6%9E%B6-f160d290/https://xsoway.github.io/articles/2026-08-21-harness9-%E8%BD%BB%E9%87%8F%E7%BA%A7go%E9%80%9A%E7%94%A8agent%E6%A1%86%E6%9E%B6-f160d290/Fri, 21 Aug 2026 00:00:00 GMT把 Claude Code 变成你的全栈交付团队：这个脚手架用 AI-Native 方法论重新定义了开发协作https://xsoway.github.io/articles/2026-08-20-ai-native-scaffold-c751827e/https://xsoway.github.io/articles/2026-08-20-ai-native-scaffold-c751827e/Thu, 20 Aug 2026 00:00:00 GMT不用再为 Git 提交信息被 GitLab 拦截发愁了：一个插件搞定客户端预检https://xsoway.github.io/articles/2026-08-20-7d-git-commit-%E8%A7%84%E8%8C%83%E6%A0%A1%E9%AA%8C-4f10340a/https://xsoway.github.io/articles/2026-08-20-7d-git-commit-%E8%A7%84%E8%8C%83%E6%A0%A1%E9%AA%8C-4f10340a/Thu, 20 Aug 2026 00:00:00 GMTJSON 驱动的多智能体框架：这个开源项目用 37 个 Skill 把 Claude Code 变成了一个开发团队https://xsoway.github.io/articles/2026-08-20-ccw-claude-code-workflow-156c3122/https://xsoway.github.io/articles/2026-08-20-ccw-claude-code-workflow-156c3122/Thu, 20 Aug 2026 00:00:00 GMT2K Star！AI 生成的前端页面再也不是「一眼假」了：这个开源项目用 57 道门禁把设计拉回真实世界https://xsoway.github.io/articles/2026-08-20-hallmark-anti-ai-slop-design-b61029df/https://xsoway.github.io/articles/2026-08-20-hallmark-anti-ai-slop-design-b61029df/Thu, 20 Aug 2026 00:00:00 GMT以后每次新建项目，不用再跟 AI 重复说技术栈了：一个 Claude Code 模板搞定https://xsoway.github.io/articles/2026-08-20-harness-starter-claude-code-7efbb54c/https://xsoway.github.io/articles/2026-08-20-harness-starter-claude-code-7efbb54c/Thu, 20 Aug 2026 00:00:00 GMT2026-08-20-plugin-mcp-hooks-toolhttps://xsoway.github.io/articles/2026-08-20-plugin-mcp-hooks-tool-1c9fe404/https://xsoway.github.io/articles/2026-08-20-plugin-mcp-hooks-tool-1c9fe404/Thu, 20 Aug 2026 00:00:00 GMTPi vs DeepSeek Harness：同一个词，两条相反的 Agent 路线https://xsoway.github.io/articles/2026-08-18-pi-vs-dsh-%E4%B8%8A%E4%B8%8B%E6%96%87%E5%8E%8B%E7%BC%A9%E5%90%8C%E6%BA%90%E5%AF%B9%E6%AF%94-df5348de/https://xsoway.github.io/articles/2026-08-18-pi-vs-dsh-%E4%B8%8A%E4%B8%8B%E6%96%87%E5%8E%8B%E7%BC%A9%E5%90%8C%E6%BA%90%E5%AF%B9%E6%AF%94-df5348de/Tue, 18 Aug 2026 00:00:00 GMTPi vs DeepSeek Harness：从架构到实战的全方位技术对比https://xsoway.github.io/articles/2026-08-18-pi-vs-deepseek-harness-%E5%85%A8%E6%96%B9%E4%BD%8D%E6%8A%80%E6%9C%AF%E5%AF%B9%E6%AF%94-0a424a07/https://xsoway.github.io/articles/2026-08-18-pi-vs-deepseek-harness-%E5%85%A8%E6%96%B9%E4%BD%8D%E6%8A%80%E6%9C%AF%E5%AF%B9%E6%AF%94-0a424a07/Tue, 18 Aug 2026 00:00:00 GMT2026-08-16-周复盘https://xsoway.github.io/articles/2026-08-16-%E5%91%A8%E5%A4%8D%E7%9B%98-a34e7f2a/https://xsoway.github.io/articles/2026-08-16-%E5%91%A8%E5%A4%8D%E7%9B%98-a34e7f2a/Sun, 16 Aug 2026 00:00:00 GMT都是 Coding Agent 的壳，DeepSeek Harness、OpenAI Codex、Claude Code 到底差在哪https://xsoway.github.io/articles/2026-08-15-dsh-vs-codex-vs-claudecode-14808695/https://xsoway.github.io/articles/2026-08-15-dsh-vs-codex-vs-claudecode-14808695/Sat, 15 Aug 2026 00:00:00 GMT从 Skill 到 Plugin：DeepSeek Harness 插件开发完整教程https://xsoway.github.io/articles/2026-08-15-dsh-%E6%8F%92%E4%BB%B6%E5%BC%80%E5%8F%91%E4%B8%8Eskill%E8%BF%81%E7%A7%BB-efc0a617/https://xsoway.github.io/articles/2026-08-15-dsh-%E6%8F%92%E4%BB%B6%E5%BC%80%E5%8F%91%E4%B8%8Eskill%E8%BF%81%E7%A7%BB-efc0a617/Sat, 15 Aug 2026 00:00:00 GMTDeepSeek Harness 插件生态：377 个插件，我挑了几个最值得装的https://xsoway.github.io/articles/2026-08-15-dsh-%E6%8F%92%E4%BB%B6%E6%8E%A8%E8%8D%90-56ffef97/https://xsoway.github.io/articles/2026-08-15-dsh-%E6%8F%92%E4%BB%B6%E6%8E%A8%E8%8D%90-56ffef97/Sat, 15 Aug 2026 00:00:00 GMT不用再为 Agent 东拼西凑了：DeepSeek 官方出品的 DeepSeek Harness 把一切都做成了一个插件https://xsoway.github.io/articles/2026-08-15-deepseek-harness-%E6%8F%92%E4%BB%B6%E5%8C%96%E9%93%BA%E8%AE%BE-9eb94482/https://xsoway.github.io/articles/2026-08-15-deepseek-harness-%E6%8F%92%E4%BB%B6%E5%8C%96%E9%93%BA%E8%AE%BE-9eb94482/Sat, 15 Aug 2026 00:00:00 GMT不想敲命令了？DeepSeek Harness 有人给它套了个桌面壳，装好就能用https://xsoway.github.io/articles/2026-08-15-deepseek-harness-%E6%A1%8C%E9%9D%A2%E7%AB%AF-753c8510/https://xsoway.github.io/articles/2026-08-15-deepseek-harness-%E6%A1%8C%E9%9D%A2%E7%AB%AF-753c8510/Sat, 15 Aug 2026 00:00:00 GMTDeepSeek Harness 深度体验：一个让你重新认识 Agent 框架的东西https://xsoway.github.io/articles/2026-08-14-deepseek-harness-dsh-%E5%BC%80%E7%AE%B1%E6%8C%87%E5%8D%97-31254f5f/https://xsoway.github.io/articles/2026-08-14-deepseek-harness-dsh-%E5%BC%80%E7%AE%B1%E6%8C%87%E5%8D%97-31254f5f/Fri, 14 Aug 2026 00:00:00 GMT给 Codex 配一个 Obsidian 外置记忆库：跨项目永久记忆 + 每天凌晨 1 点自动复盘https://xsoway.github.io/articles/2026-08-09-codex-obsidian-%E5%A4%96%E7%BD%AE%E8%AE%B0%E5%BF%86%E5%BA%93-e29db3fc/https://xsoway.github.io/articles/2026-08-09-codex-obsidian-%E5%A4%96%E7%BD%AE%E8%AE%B0%E5%BF%86%E5%BA%93-e29db3fc/Sun, 09 Aug 2026 00:00:00 GMT2026-08-09-周复盘https://xsoway.github.io/articles/2026-08-09-%E5%91%A8%E5%A4%8D%E7%9B%98-5de88c74/https://xsoway.github.io/articles/2026-08-09-%E5%91%A8%E5%A4%8D%E7%9B%98-5de88c74/Sun, 09 Aug 2026 00:00:00 GMT换了三个IDE后，我不再让Agent靠记忆续命https://xsoway.github.io/articles/2026-08-08-agent-governance-%E6%8D%A2%E4%BA%86%E4%B8%89%E4%B8%AAide%E5%90%8E%E6%88%91%E4%B8%8D%E5%86%8D%E8%AE%A9agent%E9%9D%A0%E8%AE%B0%E5%BF%86%E7%BB%AD%E5%91%BD-3685a6f0/https://xsoway.github.io/articles/2026-08-08-agent-governance-%E6%8D%A2%E4%BA%86%E4%B8%89%E4%B8%AAide%E5%90%8E%E6%88%91%E4%B8%8D%E5%86%8D%E8%AE%A9agent%E9%9D%A0%E8%AE%B0%E5%BF%86%E7%BB%AD%E5%91%BD-3685a6f0/Sat, 08 Aug 2026 00:00:00 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GMT2026-07-19-周复盘https://xsoway.github.io/articles/2026-07-19-%E5%91%A8%E5%A4%8D%E7%9B%98-0372fb0d/https://xsoway.github.io/articles/2026-07-19-%E5%91%A8%E5%A4%8D%E7%9B%98-0372fb0d/Sun, 19 Jul 2026 00:00:00 GMTAPK 自动化测试还能这样玩：不用改代码、不用 root，纯 adb 搞定性能监控和崩溃采集https://xsoway.github.io/articles/2026-07-18-apk-auto-test-android-performance-stability-testing-tool-56a589f1/https://xsoway.github.io/articles/2026-07-18-apk-auto-test-android-performance-stability-testing-tool-56a589f1/Sat, 18 Jul 2026 00:00:00 GMTCodex Hygiene：一个专治 Codex 桌面环境混乱的开源工具https://xsoway.github.io/articles/2026-07-17-codex-hygiene-%E4%B8%80%E4%B8%AA%E4%B8%93%E6%B2%BBcodex%E6%A1%8C%E9%9D%A2%E7%8E%AF%E5%A2%83%E6%B7%B7%E4%B9%B1%E7%9A%84%E5%BC%80%E6%BA%90%E5%B7%A5%E5%85%B7-5b1cc0c3/https://xsoway.github.io/articles/2026-07-17-codex-hygiene-%E4%B8%80%E4%B8%AA%E4%B8%93%E6%B2%BBcodex%E6%A1%8C%E9%9D%A2%E7%8E%AF%E5%A2%83%E6%B7%B7%E4%B9%B1%E7%9A%84%E5%BC%80%E6%BA%90%E5%B7%A5%E5%85%B7-5b1cc0c3/Fri, 17 Jul 2026 00:00:00 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全给你摊平了https://xsoway.github.io/articles/2026-04-28-ai-token-%E8%B4%A6%E5%8D%95%E7%BB%88%E4%BA%8E%E8%83%BD%E7%9C%8B%E6%98%8E%E7%99%BD%E4%BA%86-tokscale-4b529c4b/https://xsoway.github.io/articles/2026-04-28-ai-token-%E8%B4%A6%E5%8D%95%E7%BB%88%E4%BA%8E%E8%83%BD%E7%9C%8B%E6%98%8E%E7%99%BD%E4%BA%86-tokscale-4b529c4b/Tue, 28 Apr 2026 00:00:00 GMT为什么你的 AI Agent 总在“偷偷做事”？Mercury 把先问再做、长期记忆、成本治理做成了底层https://xsoway.github.io/articles/2026-04-28-mercury-agent-%E6%8A%8Aai%E5%8A%A9%E6%89%8B%E4%BB%8E%E4%BC%9A%E8%81%8A%E5%A4%A9%E6%8B%89%E5%88%B0%E8%83%BD%E9%95%BF%E6%9C%9F%E5%B9%B2%E6%B4%BB-4bcdb93b/https://xsoway.github.io/articles/2026-04-28-mercury-agent-%E6%8A%8Aai%E5%8A%A9%E6%89%8B%E4%BB%8E%E4%BC%9A%E8%81%8A%E5%A4%A9%E6%8B%89%E5%88%B0%E8%83%BD%E9%95%BF%E6%9C%9F%E5%B9%B2%E6%B4%BB-4bcdb93b/Tue, 28 Apr 2026 00:00:00 GMT仓库有代码但 AI 用不起来？这个 skill 直接给你焊一套“Agent 施工规范+配电箱”https://xsoway.github.io/articles/2026-04-28-%E4%BB%93%E5%BA%93%E6%9C%89%E4%BB%A3%E7%A0%81%E4%BD%86ai%E7%94%A8%E4%B8%8D%E8%B5%B7%E6%9D%A5%E8%BF%99%E4%B8%AAskill%E7%9B%B4%E6%8E%A5%E7%BB%99%E4%BD%A0%E7%84%8A%E4%B8%80%E5%A5%97agent%E6%96%BD%E5%B7%A5%E8%A7%84%E8%8C%83%E9%85%8D%E7%94%B5%E7%AE%B1-120a74d3/https://xsoway.github.io/articles/2026-04-28-%E4%BB%93%E5%BA%93%E6%9C%89%E4%BB%A3%E7%A0%81%E4%BD%86ai%E7%94%A8%E4%B8%8D%E8%B5%B7%E6%9D%A5%E8%BF%99%E4%B8%AAskill%E7%9B%B4%E6%8E%A5%E7%BB%99%E4%BD%A0%E7%84%8A%E4%B8%80%E5%A5%97agent%E6%96%BD%E5%B7%A5%E8%A7%84%E8%8C%83%E9%85%8D%E7%94%B5%E7%AE%B1-120a74d3/Tue, 28 Apr 2026 00:00:00 GMT刷到 harness-creator 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之间复用https://xsoway.github.io/articles/2026-04-26-%E4%B8%80%E4%B8%AA-agent-%E8%AE%B0%E5%BF%86%E5%B1%82-%E6%80%8E%E4%B9%88%E5%9C%A8-claude-code-cursor-openclaw-%E4%B9%8B%E9%97%B4%E5%A4%8D%E7%94%A8-30f9eb7f/https://xsoway.github.io/articles/2026-04-26-%E4%B8%80%E4%B8%AA-agent-%E8%AE%B0%E5%BF%86%E5%B1%82-%E6%80%8E%E4%B9%88%E5%9C%A8-claude-code-cursor-openclaw-%E4%B9%8B%E9%97%B4%E5%A4%8D%E7%94%A8-30f9eb7f/Sun, 26 Apr 2026 00:00:00 GMTAI-Agent-Automation-Code-Dailyhttps://xsoway.github.io/articles/2026-04-25-ai-agent-automation-code-daily-75e52aab/https://xsoway.github.io/articles/2026-04-25-ai-agent-automation-code-daily-75e52aab/Sat, 25 Apr 2026 00:00:00 GMTAI-Article-Automation-Code-Dailyhttps://xsoway.github.io/articles/2026-04-25-ai-article-automation-code-daily-222078f0/https://xsoway.github.io/articles/2026-04-25-ai-article-automation-code-daily-222078f0/Sat, 25 Apr 2026 00:00:00 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终端启动慢到离谱？我以为电脑坏了，结果是我自己在**https://xsoway.github.io/articles/2026-04-25-mac-%E7%BB%88%E7%AB%AF%E5%90%AF%E5%8A%A8%E6%85%A2%E5%88%B0%E7%A6%BB%E8%B0%B1%E6%88%91%E4%BB%A5%E4%B8%BA%E7%94%B5%E8%84%91%E5%9D%8F%E4%BA%86%E7%BB%93%E6%9E%9C%E6%98%AF%E6%88%91%E8%87%AA%E5%B7%B1%E5%9C%A8-974b632a/https://xsoway.github.io/articles/2026-04-25-mac-%E7%BB%88%E7%AB%AF%E5%90%AF%E5%8A%A8%E6%85%A2%E5%88%B0%E7%A6%BB%E8%B0%B1%E6%88%91%E4%BB%A5%E4%B8%BA%E7%94%B5%E8%84%91%E5%9D%8F%E4%BA%86%E7%BB%93%E6%9E%9C%E6%98%AF%E6%88%91%E8%87%AA%E5%B7%B1%E5%9C%A8-974b632a/Sat, 25 Apr 2026 00:00:00 GMTOpenClaw 三 Agent 团队协作方案https://xsoway.github.io/articles/2026-04-25-openclaw-%E4%B8%89-agent-%E5%9B%A2%E9%98%9F%E5%8D%8F%E4%BD%9C%E6%96%B9%E6%A1%88-74e3cf45/https://xsoway.github.io/articles/2026-04-25-openclaw-%E4%B8%89-agent-%E5%9B%A2%E9%98%9F%E5%8D%8F%E4%BD%9C%E6%96%B9%E6%A1%88-74e3cf45/Sat, 25 Apr 2026 00:00:00 GMTOpenClaw 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进阶）https://xsoway.github.io/articles/2026-04-25-opencode-%E7%88%86%E7%81%AB%E5%BC%80%E6%BA%90%E7%89%88-claude-code%E4%BD%86%E5%AE%83%E7%9C%9F%E6%AD%A3%E5%8D%96%E7%9A%84%E4%B8%8D%E6%98%AF%E6%9B%B4%E5%BC%BA%E6%98%AF%E6%9B%B4%E8%87%AA%E7%94%B1%E9%99%84-oh-my-opencode-%E8%BF%9B%E9%98%B6-9301d18d/https://xsoway.github.io/articles/2026-04-25-opencode-%E7%88%86%E7%81%AB%E5%BC%80%E6%BA%90%E7%89%88-claude-code%E4%BD%86%E5%AE%83%E7%9C%9F%E6%AD%A3%E5%8D%96%E7%9A%84%E4%B8%8D%E6%98%AF%E6%9B%B4%E5%BC%BA%E6%98%AF%E6%9B%B4%E8%87%AA%E7%94%B1%E9%99%84-oh-my-opencode-%E8%BF%9B%E9%98%B6-9301d18d/Sat, 25 Apr 2026 00:00:00 GMTOpenSpec + oh-my-opencode + superpowers + 根目录 AGENTS.md 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路由协议https://xsoway.github.io/articles/2026-04-25-%E5%85%A8%E5%B1%80-agents-%E8%B7%AF%E7%94%B1%E5%8D%8F%E8%AE%AE-abdec8c7/https://xsoway.github.io/articles/2026-04-25-%E5%85%A8%E5%B1%80-agents-%E8%B7%AF%E7%94%B1%E5%8D%8F%E8%AE%AE-abdec8c7/Sat, 25 Apr 2026 00:00:00 GMT2026-04-25-周复盘https://xsoway.github.io/articles/2026-04-25-%E5%91%A8%E5%A4%8D%E7%9B%98-6f0070bf/https://xsoway.github.io/articles/2026-04-25-%E5%91%A8%E5%A4%8D%E7%9B%98-6f0070bf/Sat, 25 Apr 2026 00:00:00 GMT****我整理了 7 个热门 Skills，但真心建议先看完这一段再用****https://xsoway.github.io/articles/2026-04-25-%E6%88%91%E6%95%B4%E7%90%86%E4%BA%86-7-%E4%B8%AA%E7%83%AD%E9%97%A8-skills%E4%BD%86%E7%9C%9F%E5%BF%83%E5%BB%BA%E8%AE%AE%E5%85%88%E7%9C%8B%E5%AE%8C%E8%BF%99%E4%B8%80%E6%AE%B5%E5%86%8D%E7%94%A8-0b14e1c3/https://xsoway.github.io/articles/2026-04-25-%E6%88%91%E6%95%B4%E7%90%86%E4%BA%86-7-%E4%B8%AA%E7%83%AD%E9%97%A8-skills%E4%BD%86%E7%9C%9F%E5%BF%83%E5%BB%BA%E8%AE%AE%E5%85%88%E7%9C%8B%E5%AE%8C%E8%BF%99%E4%B8%80%E6%AE%B5%E5%86%8D%E7%94%A8-0b14e1c3/Sat, 25 Apr 2026 00:00:00 GMT**测试策略能不能交给 AI？真相是：别让它拍板，但一定要用它算账**https://xsoway.github.io/articles/2026-04-25-%E6%B5%8B%E8%AF%95%E7%AD%96%E7%95%A5%E8%83%BD%E4%B8%8D%E8%83%BD%E4%BA%A4%E7%BB%99-ai%E7%9C%9F%E7%9B%B8%E6%98%AF%E5%88%AB%E8%AE%A9%E5%AE%83%E6%8B%8D%E6%9D%BF%E4%BD%86%E4%B8%80%E5%AE%9A%E8%A6%81%E7%94%A8%E5%AE%83%E7%AE%97%E8%B4%A6-c5281fb4/https://xsoway.github.io/articles/2026-04-25-%E6%B5%8B%E8%AF%95%E7%AD%96%E7%95%A5%E8%83%BD%E4%B8%8D%E8%83%BD%E4%BA%A4%E7%BB%99-ai%E7%9C%9F%E7%9B%B8%E6%98%AF%E5%88%AB%E8%AE%A9%E5%AE%83%E6%8B%8D%E6%9D%BF%E4%BD%86%E4%B8%80%E5%AE%9A%E8%A6%81%E7%94%A8%E5%AE%83%E7%AE%97%E8%B4%A6-c5281fb4/Sat, 25 Apr 2026 00:00:00 GMT把 AI 编程工具从“能聊”变成“真能干活”，这个中文增强包有点东西https://xsoway.github.io/articles/2026-04-25-%E6%8A%8Aai%E7%BC%96%E7%A8%8B%E5%B7%A5%E5%85%B7%E4%BB%8E%E8%83%BD%E8%81%8A%E5%8F%98%E6%88%90%E7%9C%9F%E8%83%BD%E5%B9%B2%E6%B4%BB-90cbdd4f/https://xsoway.github.io/articles/2026-04-25-%E6%8A%8Aai%E7%BC%96%E7%A8%8B%E5%B7%A5%E5%85%B7%E4%BB%8E%E8%83%BD%E8%81%8A%E5%8F%98%E6%88%90%E7%9C%9F%E8%83%BD%E5%B9%B2%E6%B4%BB-90cbdd4f/Sat, 25 Apr 2026 00:00:00 GMT**用 Codex 装 Skill，再用 Skill 一键写公众号：5 分钟让 AI 给你打工（附踩坑提醒）**https://xsoway.github.io/articles/2026-04-25-%E7%94%A8-codex-%E8%A3%85-skill%E5%86%8D%E7%94%A8-skill-%E4%B8%80%E9%94%AE%E5%86%99%E5%85%AC%E4%BC%97%E5%8F%B75-%E5%88%86%E9%92%9F%E8%AE%A9-ai-%E7%BB%99%E4%BD%A0%E6%89%93%E5%B7%A5%E9%99%84%E8%B8%A9%E5%9D%91%E6%8F%90%E9%86%92-f806a66e/https://xsoway.github.io/articles/2026-04-25-%E7%94%A8-codex-%E8%A3%85-skill%E5%86%8D%E7%94%A8-skill-%E4%B8%80%E9%94%AE%E5%86%99%E5%85%AC%E4%BC%97%E5%8F%B75-%E5%88%86%E9%92%9F%E8%AE%A9-ai-%E7%BB%99%E4%BD%A0%E6%89%93%E5%B7%A5%E9%99%84%E8%B8%A9%E5%9D%91%E6%8F%90%E9%86%92-f806a66e/Sat, 25 Apr 2026 00:00:00 GMT**📌 推荐公众号结构示例**https://xsoway.github.io/articles/2026-04-25--%E6%8E%A8%E8%8D%90%E5%85%AC%E4%BC%97%E5%8F%B7%E7%BB%93%E6%9E%84%E7%A4%BA%E4%BE%8B-6b9c118f/https://xsoway.github.io/articles/2026-04-25--%E6%8E%A8%E8%8D%90%E5%85%AC%E4%BC%97%E5%8F%B7%E7%BB%93%E6%9E%84%E7%A4%BA%E4%BE%8B-6b9c118f/Sat, 25 Apr 2026 00:00:00 GMT别再让 AI 工具互相打架了：Superpowers 与 gstack 的全局路由协议https://xsoway.github.io/articles/2026-04-24-%E5%88%AB%E5%86%8D%E8%AE%A9ai%E5%B7%A5%E5%85%B7%E4%BA%92%E7%9B%B8%E6%89%93%E6%9E%B6%E4%BA%86-superpowers%E4%B8%8Egstack%E7%9A%84%E5%85%A8%E5%B1%80%E8%B7%AF%E7%94%B1%E5%8D%8F%E8%AE%AE-ddab1351/https://xsoway.github.io/articles/2026-04-24-%E5%88%AB%E5%86%8D%E8%AE%A9ai%E5%B7%A5%E5%85%B7%E4%BA%92%E7%9B%B8%E6%89%93%E6%9E%B6%E4%BA%86-superpowers%E4%B8%8Egstack%E7%9A%84%E5%85%A8%E5%B1%80%E8%B7%AF%E7%94%B1%E5%8D%8F%E8%AE%AE-ddab1351/Fri, 24 Apr 2026 00:00:00 GMTGUI-Owl 1.5：让 AI 直接操控你的桌面，UI 自动化测试的新选择https://xsoway.github.io/articles/2026-04-22-gui-owl-15-ui%E8%87%AA%E5%8A%A8%E5%8C%96%E6%B5%8B%E8%AF%95-bfd50b5f/https://xsoway.github.io/articles/2026-04-22-gui-owl-15-ui%E8%87%AA%E5%8A%A8%E5%8C%96%E6%B5%8B%E8%AF%95-bfd50b5f/Wed, 22 Apr 2026 00:00:00 GMTAlan-Workspace 目录重构方案https://xsoway.github.io/articles/2026-04-21-alan-workspace-%E7%9B%AE%E5%BD%95%E9%87%8D%E6%9E%84%E6%96%B9%E6%A1%88-ff538dc8/https://xsoway.github.io/articles/2026-04-21-alan-workspace-%E7%9B%AE%E5%BD%95%E9%87%8D%E6%9E%84%E6%96%B9%E6%A1%88-ff538dc8/Tue, 21 Apr 2026 00:00:00 GMTLLM Wiki 这套系统到底有什么用，怎么用，以及下一步怎么改https://xsoway.github.io/articles/2026-04-21-llm-wiki-%E8%BF%99%E5%A5%97%E7%B3%BB%E7%BB%9F%E5%88%B0%E5%BA%95%E6%9C%89%E4%BB%80%E4%B9%88%E7%94%A8-%E6%80%8E%E4%B9%88%E7%94%A8-%E4%BB%A5%E5%8F%8A%E4%B8%8B%E4%B8%80%E6%AD%A5%E6%80%8E%E4%B9%88%E6%94%B9-728d9d0a/https://xsoway.github.io/articles/2026-04-21-llm-wiki-%E8%BF%99%E5%A5%97%E7%B3%BB%E7%BB%9F%E5%88%B0%E5%BA%95%E6%9C%89%E4%BB%80%E4%B9%88%E7%94%A8-%E6%80%8E%E4%B9%88%E7%94%A8-%E4%BB%A5%E5%8F%8A%E4%B8%8B%E4%B8%80%E6%AD%A5%E6%80%8E%E4%B9%88%E6%94%B9-728d9d0a/Tue, 21 Apr 2026 00:00:00 GMT2026-04-21 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画图最烦的不是不会画，而是每种图都要换一套语法https://xsoway.github.io/articles/2026-04-19-ai-%E7%94%BB%E5%9B%BE%E6%9C%80%E7%83%A6%E7%9A%84%E4%B8%8D%E6%98%AF%E4%B8%8D%E4%BC%9A%E7%94%BB%E8%80%8C%E6%98%AF%E6%AF%8F%E7%A7%8D%E5%9B%BE%E9%83%BD%E8%A6%81%E6%8D%A2%E4%B8%80%E5%A5%97%E8%AF%AD%E6%B3%95-1152b7f5/https://xsoway.github.io/articles/2026-04-19-ai-%E7%94%BB%E5%9B%BE%E6%9C%80%E7%83%A6%E7%9A%84%E4%B8%8D%E6%98%AF%E4%B8%8D%E4%BC%9A%E7%94%BB%E8%80%8C%E6%98%AF%E6%AF%8F%E7%A7%8D%E5%9B%BE%E9%83%BD%E8%A6%81%E6%8D%A2%E4%B8%80%E5%A5%97%E8%AF%AD%E6%B3%95-1152b7f5/Sun, 19 Apr 2026 00:00:00 GMTOMX 把 Codex 从能用拉到好用的实战指南https://xsoway.github.io/articles/2026-04-19-omx%E6%8A%8Acodex%E4%BB%8E%E8%83%BD%E7%94%A8%E6%8B%89%E5%88%B0%E5%A5%BD%E7%94%A8%E7%9A%84%E5%AE%9E%E6%88%98%E6%8C%87%E5%8D%97-250ee655/https://xsoway.github.io/articles/2026-04-19-omx%E6%8A%8Acodex%E4%BB%8E%E8%83%BD%E7%94%A8%E6%8B%89%E5%88%B0%E5%A5%BD%E7%94%A8%E7%9A%84%E5%AE%9E%E6%88%98%E6%8C%87%E5%8D%97-250ee655/Sun, 19 Apr 2026 00:00:00 GMTObsidian 终于有一套能喂给 Claude Code、Codex 和 OpenCode 的 Skills 仓库了https://xsoway.github.io/articles/2026-04-19-obsidian-%E7%BB%88%E4%BA%8E%E6%9C%89%E4%B8%80%E5%A5%97%E8%83%BD%E5%96%82%E7%BB%99-claude-code-codex-%E5%92%8C-opencode-%E7%9A%84-skills-%E4%BB%93%E5%BA%93%E4%BA%86-9564c3cb/https://xsoway.github.io/articles/2026-04-19-obsidian-%E7%BB%88%E4%BA%8E%E6%9C%89%E4%B8%80%E5%A5%97%E8%83%BD%E5%96%82%E7%BB%99-claude-code-codex-%E5%92%8C-opencode-%E7%9A%84-skills-%E4%BB%93%E5%BA%93%E4%BA%86-9564c3cb/Sun, 19 Apr 2026 00:00:00 GMT用Obsidian做一套自驾旅行攻略管理系统https://xsoway.github.io/articles/2026-04-19-obsidian%E6%97%85%E8%A1%8C%E6%A8%A1%E6%9D%BF%E5%88%B6%E4%BD%9C%E6%8C%87%E5%8D%97-v1-883298db/https://xsoway.github.io/articles/2026-04-19-obsidian%E6%97%85%E8%A1%8C%E6%A8%A1%E6%9D%BF%E5%88%B6%E4%BD%9C%E6%8C%87%E5%8D%97-v1-883298db/Sun, 19 Apr 2026 00:00:00 GMTOpenClaw / Hermes / Obsidian 协作体系专题页https://xsoway.github.io/articles/2026-04-19-openclaw-hermes-obsidian-%E5%8D%8F%E4%BD%9C%E4%BD%93%E7%B3%BB%E4%B8%93%E9%A2%98%E9%A1%B5-c2c23166/https://xsoway.github.io/articles/2026-04-19-openclaw-hermes-obsidian-%E5%8D%8F%E4%BD%9C%E4%BD%93%E7%B3%BB%E4%B8%93%E9%A2%98%E9%A1%B5-c2c23166/Sun, 19 Apr 2026 00:00:00 GMT每次切个终端就忘了干到哪，这个小工具想把 AI 上下文同步这件事狠狠干明白https://xsoway.github.io/articles/2026-04-18-aiflow-readme%E8%A7%A3%E8%AF%BB-%E5%85%AC%E4%BC%97%E5%8F%B7%E5%8F%B7%E7%A8%BF-52a02668/https://xsoway.github.io/articles/2026-04-18-aiflow-readme%E8%A7%A3%E8%AF%BB-%E5%85%AC%E4%BC%97%E5%8F%B7%E5%8F%B7%E7%A8%BF-52a02668/Sat, 18 Apr 2026 00:00:00 GMT每次开新终端都要重讲一遍上下文？aiflow 这套 100 行内方案把这事治了https://xsoway.github.io/articles/2026-04-18-aiflow-rightstage-readme%E8%A7%A3%E8%AF%BB-%E5%85%AC%E4%BC%97%E5%8F%B7%E7%A8%BF-v1-6ac56d91/https://xsoway.github.io/articles/2026-04-18-aiflow-rightstage-readme%E8%A7%A3%E8%AF%BB-%E5%85%AC%E4%BC%97%E5%8F%B7%E7%A8%BF-v1-6ac56d91/Sat, 18 Apr 2026 00:00:00 GMT别再盯着 AI 一步步改代码了，这个项目想把 Claude Code / Codex 直接拧成‘自动进化循环’https://xsoway.github.io/articles/2026-04-18-autoresearch-readme%E8%A7%A3%E8%AF%BB-%E5%85%AC%E4%BC%97%E5%8F%B7%E5%8F%B7%E7%A8%BF-c526baaf/https://xsoway.github.io/articles/2026-04-18-autoresearch-readme%E8%A7%A3%E8%AF%BB-%E5%85%AC%E4%BC%97%E5%8F%B7%E5%8F%B7%E7%A8%BF-c526baaf/Sat, 18 Apr 2026 00:00:00 GMT别再让一个 Codex 啥都干了，这个仓库直接塞了 136 个专科 AI 分身给你https://xsoway.github.io/articles/2026-04-18-awesome-codex-subagents-readme%E8%A7%A3%E8%AF%BB-%E5%85%AC%E4%BC%97%E5%8F%B7%E5%8F%B7%E7%A8%BF-de81d3e9/https://xsoway.github.io/articles/2026-04-18-awesome-codex-subagents-readme%E8%A7%A3%E8%AF%BB-%E5%85%AC%E4%BC%97%E5%8F%B7%E5%8F%B7%E7%A8%BF-de81d3e9/Sat, 18 Apr 2026 00:00:00 GMT这玩意把 AI 代码审查从‘全仓乱扫’拉回了‘精准点名’：code-review-graph 读后实测感https://xsoway.github.io/articles/2026-04-18-code-review-graph-readme%E8%A7%A3%E8%AF%BB-%E5%85%AC%E4%BC%97%E5%8F%B7%E7%A8%BF-8969bf29/https://xsoway.github.io/articles/2026-04-18-code-review-graph-readme%E8%A7%A3%E8%AF%BB-%E5%85%AC%E4%BC%97%E5%8F%B7%E7%A8%BF-8969bf29/Sat, 18 Apr 2026 00:00:00 GMTAI 一上来就 grep 全仓太蠢了，这个项目想先给它画一张会思考的知识图谱https://xsoway.github.io/articles/2026-04-18-graphify-readme%E8%A7%A3%E8%AF%BB-%E5%85%AC%E4%BC%97%E5%8F%B7%E5%8F%B7%E7%A8%BF-7c2cbfa1/https://xsoway.github.io/articles/2026-04-18-graphify-readme%E8%A7%A3%E8%AF%BB-%E5%85%AC%E4%BC%97%E5%8F%B7%E5%8F%B7%E7%A8%BF-7c2cbfa1/Sat, 18 Apr 2026 00:00:00 GMT这个 Skill 工具有点狠，连你写的 Skill 水不水都能给你打分https://xsoway.github.io/articles/2026-04-18-skill-craft-github-repo-wechat-article-f6741f83/https://xsoway.github.io/articles/2026-04-18-skill-craft-github-repo-wechat-article-f6741f83/Sat, 18 Apr 2026 00:00:00 GMT每次手抄公众号文章都想掀桌？werss-cli 这套 Rust 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实战示例https://xsoway.github.io/articles/2026-04-13-openclaw--codex-%E5%AE%9E%E6%88%98%E5%85%A5%E9%97%A8%E6%80%8E%E4%B9%88%E8%B0%83%E6%80%8E%E4%B9%88%E7%94%A8%E4%BB%80%E4%B9%88%E6%97%B6%E5%80%99%E8%AF%A5%E4%B8%8A%E5%A4%9A%E7%BA%BF%E7%A8%8B%E5%B7%A5%E4%BD%9C%E9%97%B4-ff8c15d8/https://xsoway.github.io/articles/2026-04-13-openclaw--codex-%E5%AE%9E%E6%88%98%E5%85%A5%E9%97%A8%E6%80%8E%E4%B9%88%E8%B0%83%E6%80%8E%E4%B9%88%E7%94%A8%E4%BB%80%E4%B9%88%E6%97%B6%E5%80%99%E8%AF%A5%E4%B8%8A%E5%A4%9A%E7%BA%BF%E7%A8%8B%E5%B7%A5%E4%BD%9C%E9%97%B4-ff8c15d8/Mon, 13 Apr 2026 00:00:00 GMTOpenClaw 2026.2.19：Apple Watch 进场，Agent 开始“可随身” & OpenClaw-2026.2.19.dmg 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省心）https://xsoway.github.io/articles/2026-04-13-openclaw--opencode-%E5%AE%9E%E6%88%98%E4%B8%A4%E5%A5%97%E6%B5%81%E7%A8%8B%E8%B7%91%E9%80%9Ab-%E5%8F%AF%E6%8E%A7-c-%E7%9C%81%E5%BF%83-38048dd5/https://xsoway.github.io/articles/2026-04-13-openclaw--opencode-%E5%AE%9E%E6%88%98%E4%B8%A4%E5%A5%97%E6%B5%81%E7%A8%8B%E8%B7%91%E9%80%9Ab-%E5%8F%AF%E6%8E%A7-c-%E7%9C%81%E5%BF%83-38048dd5/Mon, 13 Apr 2026 00:00:00 GMTOpenClaw × OpenCode：两套模板直接抄：OpenClaw 编排 OpenCode（可控 B / 省心 C）https://xsoway.github.io/articles/2026-04-13-openclaw--opencode%E4%B8%A4%E5%A5%97%E6%A8%A1%E6%9D%BF%E7%9B%B4%E6%8E%A5%E6%8A%84openclaw-%E7%BC%96%E6%8E%92-opencode%E5%8F%AF%E6%8E%A7-b-%E7%9C%81%E5%BF%83-c-b2339388/https://xsoway.github.io/articles/2026-04-13-openclaw--opencode%E4%B8%A4%E5%A5%97%E6%A8%A1%E6%9D%BF%E7%9B%B4%E6%8E%A5%E6%8A%84openclaw-%E7%BC%96%E6%8E%92-opencode%E5%8F%AF%E6%8E%A7-b-%E7%9C%81%E5%BF%83-c-b2339388/Mon, 13 Apr 2026 00:00:00 GMTOpenClaw × OpenViking：把“长期记忆”从文件夹升级成可召回的外脑https://xsoway.github.io/articles/2026-04-13-openclaw--openviking%E6%8A%8A%E9%95%BF%E6%9C%9F%E8%AE%B0%E5%BF%86%E4%BB%8E%E6%96%87%E4%BB%B6%E5%A4%B9%E5%8D%87%E7%BA%A7%E6%88%90%E5%8F%AF%E5%8F%AC%E5%9B%9E%E7%9A%84%E5%A4%96%E8%84%91-a695d597/https://xsoway.github.io/articles/2026-04-13-openclaw--openviking%E6%8A%8A%E9%95%BF%E6%9C%9F%E8%AE%B0%E5%BF%86%E4%BB%8E%E6%96%87%E4%BB%B6%E5%A4%B9%E5%8D%87%E7%BA%A7%E6%88%90%E5%8F%AF%E5%8F%AC%E5%9B%9E%E7%9A%84%E5%A4%96%E8%84%91-a695d597/Mon, 13 Apr 2026 00:00:00 GMTOpenClaw 优化复盘：从能跑，到可控，到可沉淀https://xsoway.github.io/articles/2026-04-13-openclaw-%E4%BC%98%E5%8C%96%E5%A4%8D%E7%9B%98%E4%BB%8E%E8%83%BD%E8%B7%91%E5%88%B0%E5%8F%AF%E6%8E%A7%E5%88%B0%E5%8F%AF%E6%B2%89%E6%B7%80-c80f7756/https://xsoway.github.io/articles/2026-04-13-openclaw-%E4%BC%98%E5%8C%96%E5%A4%8D%E7%9B%98%E4%BB%8E%E8%83%BD%E8%B7%91%E5%88%B0%E5%8F%AF%E6%8E%A7%E5%88%B0%E5%8F%AF%E6%B2%89%E6%B7%80-c80f7756/Mon, 13 Apr 2026 00:00:00 GMTOpenClaw 创始人加入 OpenAI：开源 Agent 被“收编”，意味着什么？https://xsoway.github.io/articles/2026-04-13-openclaw-%E5%88%9B%E5%A7%8B%E4%BA%BA%E5%8A%A0%E5%85%A5-openai%E5%BC%80%E6%BA%90-agent-%E8%A2%AB%E6%94%B6%E7%BC%96%E6%84%8F%E5%91%B3%E7%9D%80%E4%BB%80%E4%B9%88-195e35a6/https://xsoway.github.io/articles/2026-04-13-openclaw-%E5%88%9B%E5%A7%8B%E4%BA%BA%E5%8A%A0%E5%85%A5-openai%E5%BC%80%E6%BA%90-agent-%E8%A2%AB%E6%94%B6%E7%BC%96%E6%84%8F%E5%91%B3%E7%9D%80%E4%BB%80%E4%B9%88-195e35a6/Mon, 13 Apr 2026 00:00:00 GMTOpenClaw 创始人反着写代码：砍掉中间层，反而更快https://xsoway.github.io/articles/2026-04-13-openclaw-%E5%88%9B%E5%A7%8B%E4%BA%BA%E5%8F%8D%E7%9D%80%E5%86%99%E4%BB%A3%E7%A0%81%E7%A0%8D%E6%8E%89%E4%B8%AD%E9%97%B4%E5%B1%82%E5%8F%8D%E8%80%8C%E6%9B%B4%E5%BF%AB-e4111ac3/https://xsoway.github.io/articles/2026-04-13-openclaw-%E5%88%9B%E5%A7%8B%E4%BA%BA%E5%8F%8D%E7%9D%80%E5%86%99%E4%BB%A3%E7%A0%81%E7%A0%8D%E6%8E%89%E4%B8%AD%E9%97%B4%E5%B1%82%E5%8F%8D%E8%80%8C%E6%9B%B4%E5%BF%AB-e4111ac3/Mon, 13 Apr 2026 00:00:00 GMTOpenClaw 多机器人实战：不用 /agent 切来切去：私聊不同 Bot 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折腾之路：从领养到精养的阶段复盘https://xsoway.github.io/articles/2026-04-13-openclaw-%E6%8A%98%E8%85%BE%E4%B9%8B%E8%B7%AF%E4%BB%8E%E9%A2%86%E5%85%BB%E5%88%B0%E7%B2%BE%E5%85%BB%E7%9A%84%E9%98%B6%E6%AE%B5%E5%A4%8D%E7%9B%98-1e6d5429/https://xsoway.github.io/articles/2026-04-13-openclaw-%E6%8A%98%E8%85%BE%E4%B9%8B%E8%B7%AF%E4%BB%8E%E9%A2%86%E5%85%BB%E5%88%B0%E7%B2%BE%E5%85%BB%E7%9A%84%E9%98%B6%E6%AE%B5%E5%A4%8D%E7%9B%98-1e6d5429/Mon, 13 Apr 2026 00:00:00 GMTOpenClaw 收获篇：从工具折腾到工作方式重构https://xsoway.github.io/articles/2026-04-13-openclaw-%E6%94%B6%E8%8E%B7%E7%AF%87%E4%BB%8E%E5%B7%A5%E5%85%B7%E6%8A%98%E8%85%BE%E5%88%B0%E5%B7%A5%E4%BD%9C%E6%96%B9%E5%BC%8F%E9%87%8D%E6%9E%84-cb4f1700/https://xsoway.github.io/articles/2026-04-13-openclaw-%E6%94%B6%E8%8E%B7%E7%AF%87%E4%BB%8E%E5%B7%A5%E5%85%B7%E6%8A%98%E8%85%BE%E5%88%B0%E5%B7%A5%E4%BD%9C%E6%96%B9%E5%BC%8F%E9%87%8D%E6%9E%84-cb4f1700/Mon, 13 Apr 2026 00:00:00 GMTOpenClaw 的使用收获、感想、启发与对测试工作的思考https://xsoway.github.io/articles/2026-04-13-openclaw-%E7%9A%84%E4%BD%BF%E7%94%A8%E6%94%B6%E8%8E%B7%E6%84%9F%E6%83%B3%E5%90%AF%E5%8F%91%E4%B8%8E%E5%AF%B9%E6%B5%8B%E8%AF%95%E5%B7%A5%E4%BD%9C%E7%9A%84%E6%80%9D%E8%80%83-176085c9/https://xsoway.github.io/articles/2026-04-13-openclaw-%E7%9A%84%E4%BD%BF%E7%94%A8%E6%94%B6%E8%8E%B7%E6%84%9F%E6%83%B3%E5%90%AF%E5%8F%91%E4%B8%8E%E5%AF%B9%E6%B5%8B%E8%AF%95%E5%B7%A5%E4%BD%9C%E7%9A%84%E6%80%9D%E8%80%83-176085c9/Mon, 13 Apr 2026 00:00:00 GMTmemory / .learnings / agent-notes / AGENTS 边界对照表https://xsoway.github.io/articles/2026-04-13-openclaw-%E7%9A%84%E8%AE%B0%E5%BF%86%E8%BE%B9%E7%95%8C-memorylearningsagents-%E5%88%B0%E5%BA%95%E6%80%8E%E4%B9%88%E5%88%86-d4a9a01c/https://xsoway.github.io/articles/2026-04-13-openclaw-%E7%9A%84%E8%AE%B0%E5%BF%86%E8%BE%B9%E7%95%8C-memorylearningsagents-%E5%88%B0%E5%BA%95%E6%80%8E%E4%B9%88%E5%88%86-d4a9a01c/Mon, 13 Apr 2026 00:00:00 GMTOpenClaw 浏览器搜索与自动化：托管模式 vs 扩展中继，一篇搞懂https://xsoway.github.io/articles/2026-04-13-openclaw-%E6%B5%8F%E8%A7%88%E5%99%A8%E6%90%9C%E7%B4%A2%E4%B8%8E%E8%87%AA%E5%8A%A8%E5%8C%96%E6%89%98%E7%AE%A1%E6%A8%A1%E5%BC%8F-vs-%E6%89%A9%E5%B1%95%E4%B8%AD%E7%BB%A7%E4%B8%80%E7%AF%87%E6%90%9E%E6%87%82-73b47152/https://xsoway.github.io/articles/2026-04-13-openclaw-%E6%B5%8F%E8%A7%88%E5%99%A8%E6%90%9C%E7%B4%A2%E4%B8%8E%E8%87%AA%E5%8A%A8%E5%8C%96%E6%89%98%E7%AE%A1%E6%A8%A1%E5%BC%8F-vs-%E6%89%A9%E5%B1%95%E4%B8%AD%E7%BB%A7%E4%B8%80%E7%AF%87%E6%90%9E%E6%87%82-73b47152/Mon, 13 Apr 2026 00:00:00 GMTOpenClaw 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Swarm：一个人伪装成开发团队的完整搭建https://xsoway.github.io/articles/2026-04-25-openclaw--codexclaude-code-agent-swarm%E4%B8%80%E4%B8%AA%E4%BA%BA%E4%BC%AA%E8%A3%85%E6%88%90%E5%BC%80%E5%8F%91%E5%9B%A2%E9%98%9F%E7%9A%84%E5%AE%8C%E6%95%B4%E6%90%AD%E5%BB%BA-56cc1cff/https://xsoway.github.io/articles/2026-04-25-openclaw--codexclaude-code-agent-swarm%E4%B8%80%E4%B8%AA%E4%BA%BA%E4%BC%AA%E8%A3%85%E6%88%90%E5%BC%80%E5%8F%91%E5%9B%A2%E9%98%9F%E7%9A%84%E5%AE%8C%E6%95%B4%E6%90%AD%E5%BB%BA-56cc1cff/Mon, 13 Apr 2026 00:00:00 GMTOpenAI Symphony：把Coding Agent从人盯人，变成工单自动跑https://xsoway.github.io/articles/2026-04-25-openai-symphony%E6%8A%8Acoding-agent%E4%BB%8E%E4%BA%BA%E7%9B%AF%E4%BA%BA%E5%8F%98%E6%88%90%E5%B7%A5%E5%8D%95%E8%87%AA%E5%8A%A8%E8%B7%91-108ba3f4/https://xsoway.github.io/articles/2026-04-25-openai-symphony%E6%8A%8Acoding-agent%E4%BB%8E%E4%BA%BA%E7%9B%AF%E4%BA%BA%E5%8F%98%E6%88%90%E5%B7%A5%E5%8D%95%E8%87%AA%E5%8A%A8%E8%B7%91-108ba3f4/Mon, 13 Apr 2026 00:00:00 GMTSkill Creator 真正有用的地方：不是帮 AI 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替你测”，而是：https://xsoway.github.io/articles/2026-04-25-%E5%8F%AF%E4%BB%A5%E8%BF%99%E5%A5%97%E6%96%B9%E6%A1%88%E8%83%BD%E4%B8%BA%E6%B5%8B%E8%AF%95%E5%B7%A5%E7%A8%8B%E5%B8%88%E5%81%9A%E7%9A%84%E4%BA%8B%E5%BE%88%E5%A4%9A%E4%BD%86%E5%89%8D%E6%8F%90%E6%98%AF%E5%88%AB%E6%8A%8A%E5%AE%83%E7%90%86%E8%A7%A3%E6%88%90%E8%AE%A9-ai-%E6%9B%BF%E4%BD%A0%E6%B5%8B%E8%80%8C%E6%98%AF-3e21c84e/https://xsoway.github.io/articles/2026-04-25-%E5%8F%AF%E4%BB%A5%E8%BF%99%E5%A5%97%E6%96%B9%E6%A1%88%E8%83%BD%E4%B8%BA%E6%B5%8B%E8%AF%95%E5%B7%A5%E7%A8%8B%E5%B8%88%E5%81%9A%E7%9A%84%E4%BA%8B%E5%BE%88%E5%A4%9A%E4%BD%86%E5%89%8D%E6%8F%90%E6%98%AF%E5%88%AB%E6%8A%8A%E5%AE%83%E7%90%86%E8%A7%A3%E6%88%90%E8%AE%A9-ai-%E6%9B%BF%E4%BD%A0%E6%B5%8B%E8%80%8C%E6%98%AF-3e21c84e/Mon, 13 Apr 2026 00:00:00 GMT白领裁到一半、Hinton 劝去当水管工：AI 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