如果你已经在用大模型写代码、查资料，但总觉得它"只能聊天、不能干活"，那这门课要解决的问题就很具体：让模型真正去调用工具、读写文件、执行命令，并且在这一过程中保持可控。Tony Bai 的《从0开始构建Agent Harness》讲的不是怎么调 API 拼一个对话框，而是怎么给模型搭一套能稳定运转的"外壳"——也就是 Harness。

它解决的是哪一类工作场景

日常用 AI 干活，卡点往往不在模型本身，而在外面那层调度：模型说"我要读这个文件"，谁去读？模型连着调三次工具，怎么保证顺序不乱、失败能重试？上下文越来越长，什么时候压缩、什么时候丢弃？这些都属于 Harness 的职责。

这门课覆盖的场景很实在：让 Agent 具备工具调用能力、能跟本地文件系统交互、能在多步任务里维持状态、能处理"慢思考"和"动手做事"这两类不同节奏的动作。学完之后，你面对的不再是"帮我写个函数"这种单轮问答，而是"把这批日志分析一下、生成报告、顺便改掉配置里那行错的"这种需要连着做几步的任务。

学完能独立做出什么

按课程推进的节奏，比较现实的产出是：一个自己手写的、能跑起来的 Agent 骨架。它不一定功能多，但每一层你都知道为什么这么设计——工具怎么注册和分发、消息和状态怎么组织、模型返回的动作怎么被解析和执行、出错之后怎么回退。

更关键的是，你会有一套自己的判断标准。市面上的 Agent 框架很多，学完这门课之后，再去看那些框架的文档，你能分辨出哪些是必要的抽象、哪些只是包装，而不是被一堆名词牵着走。

资料适合什么基础

  • 需要会一门主流语言（课程以 Go 为主），能读懂接口、并发和错误处理的基本写法。
  • 需要对大模型 API 有最基本的使用经验，比如发过一次请求、拿到过回复，知道 token、上下文这些概念大概指什么。
  • 不需要事先懂 Agent 框架，也不要求你有做过 RAG 或工作流的经验。课程是从头搭，而不是在现成框架上改配置。

反过来说，如果你完全没写过后端代码，或者只是想找个开箱即用的工具直接用来干业务，这门课的前半段会比较吃力，投入产出比也不高。

资料怎么用效率更高

课程里有跟练环节和阶段作业，这部分不要跳。Harness 这种东西，看一遍讲解觉得自己懂了，真动手写的时候才会发现状态管理、工具返回格式、异常分支这些地方全是坑。建议按阶段推进：先把最小可运行的 Agent 跑通，再按课程节奏往上叠能力，每加一层都回头确认前面那层还稳。

作业部分值得单独花时间。像"慢思考 + 动手做事"这类练习，本质是在训练你把任务拆成"想"和"做"两段，这正是很多 Agent 做不稳的根因。做完之后，可以拿自己工作里一个真实的小任务去试，比拿示例任务试更能暴露问题。

值不值得学

如果你的目标是理解 Agent 到底是怎么运转的、并且愿意动手写代码，这门课的定位是合适的：它不承诺速成，也不包装成"人人都能学会"，而是老老实实从一个能跑的最小结构开始往上长。对于想从"会用 AI"走到"能自己搭 AI 工具"的开发者，这是一条绕不开的路。但如果你只是想要一个现成的助手来提效，先从现成产品入手会更划算。

课程目录

课程目录24 条
  • 📁 09_课程跟练，逐步扩展你的 Agent 📁 _assets 972842_img_001.jpg [531.3 KB] 阶段作业｜让你的 Agent 学会“慢思考 + 动手做事”(1).md [12.5 KB] 阶段作业｜让你的 Agent 学会“慢思考 + 动手做事”.md [12.9 KB] 📁 03_第二章：极简工具与物理交互 📁 _assets 975185.mp3 [11.6 MB] 975185_img_003.png [183.2 KB] 975185_img_001.png [950.7 KB] 969870_img_001.jpg [888.6 KB] 970292.mp3 [14.1 MB] 973865.mp3 [17.3 MB] 975185_img_005_20260619_223603.png [125.1 KB] 975185_img_001_20260619_223604.png [950.7 KB] 975185_img_008_20260619_223604.png [388.5 KB] 970299_img_001.jpg [1.1 MB] 969870.mp3 [11.1 MB] 975185_img_004_20260619_223603.png [446.3 KB] 975185_img_004.png [446.3 KB] 975185_img_009_20260619_223604.png [213.6 KB] 975185_img_007.png [162.8 KB] 975185_img_003_20260619_223603.png [183.2 KB] 973865_img_001.jpeg [2.8 MB] 975185_img_009.png [213.6 KB] 975185_img_002.png [117.4 KB] 975185_img_002_20260619_223603.png [117.4 KB] 975185_img_006.png [201.9 KB] 975185_img_007_20260619_223603.png [162.8 KB] 975185_img_008.png [388.5 KB] 975185_img_006_20260619_223603.png [201.9 KB] 970299.mp3 [8.9 MB] 970292_img_001.jpg [636.9 KB] 975185_img_005.png [125.1 KB] 06｜大道至简：解密 OpenClaw 最简工具集法则与 YOLO 执行哲学.md [30.6 KB] 08｜并发提效：如何让 Agent 在单轮中并行调用多个互相独立的工具？_20260619_223603.md [36.7 KB] 05｜动作延伸：构建强扩展性的 Tool Registry 与分发机制.md [26.5 KB] 07｜容错艺术：实现支持多级模糊匹配的稳健 Edit 工具.md [28.2 KB] 09｜飞书集成：打通真实世界，将 go-tiny-claw 接入飞书机器人的事件流.md [25.5 KB] 05｜动作延伸：构建强扩展性的 Tool Registry 与分发机制_20260619_223604.md [25.9 KB] 07｜容错艺术：实现支持多级模糊匹配的稳健 Edit 工具_20260619_223603.md [27.6 KB] 06｜大道至简：解密 OpenClaw 最简工具集法则与 YOLO 执行哲学_20260619_223604.md [29.9 KB] 09｜飞书集成：打通真实世界，将 go-tiny-claw 接入飞书机器人的事件流_20260619_223604.md [24.9 KB] 08｜并发提效：如何让 Agent 在单轮中并行调用多个互相独立的工具？.md [37.4 KB] 📁 06_第五章：可观测性与科学度量 📁 _assets 981494_img_001.png [201.5 KB] 981479.mp3 [13.0 MB] 981027_img_002.png [236.5 KB] 981027_img_002_20260619_223607.png [236.5 KB] 981027_img_001.png [414.5 KB] 981479_img_001_20260619_223607.png [1.2 MB] 981027_img_001_20260619_223607.png [414.5 KB] 981027.mp3 [9.7 MB] 981494.mp3 [14.4 MB] 981494_img_002.png [256.2 KB] 981479_img_001.png [1.2 MB] 20｜科学度量：如何构建 Benchmark 自动化评估脚本，科学量化 Harness 引擎性能？.md [27.8 KB] 20｜科学度量：如何构建 Benchmark 自动化评估脚本，科学量化 Harness 引擎性能？_20260619_223607.md [27.4 KB] 19｜洞察黑盒：为 Agent 引入 Tracing 机制复盘失败决策路径.md [27.8 KB] 18｜成本与状态追踪：在 Harness 层拦截并记录 Token 消耗与执行耗时.md [22.4 KB] 18｜成本与状态追踪：在 Harness 层拦截并记录 Token 消耗与执行耗时_20260619_223607.md [21.9 KB] 19｜洞察黑盒：为 Agent 引入 Tracing 机制复盘失败决策路径_20260619_223607.md [27.2 KB] 📁 05_第四章：稳定性控制与多智能体 📁 _assets 979413_img_001.png [643.0 KB] 979401_img_001_20260619_223607.png [640.5 KB] 979408_img_002_20260619_223607.png [195.4 KB] 979408_img_001.png [474.2 KB] 979413_img_001_20260619_223605.png [643.0 KB] 979408_img_002.png [195.4 KB] 979401.mp3 [11.6 MB] 979408_img_001_20260619_223607.png [474.2 KB] 979408.mp3 [13.4 MB] 979401_img_001.png [640.5 KB] 979413.mp3 [12.7 MB] 979408_img_003.png [59.6 KB] 15｜行为干预：防止 Agent 陷入“死循环”的 System Reminders 机制.md [26.9 KB] 17｜任务委派：引入 Subagent 隔离复杂探索任务的上下文瓶颈.md [31.6 KB] 16｜防御纵深：利用 Middleware 实现高危命令拦截与飞书人工审批_20260619_223607.md [27.4 KB] 16｜防御纵深：利用 Middleware 实现高危命令拦截与飞书人工审批.md [28.0 KB] 17｜任务委派：引入 Subagent 隔离复杂探索任务的上下文瓶颈_20260619_223607.md [31.0 KB] 15｜行为干预：防止 Agent 陷入“死循环”的 System Reminders 机制_20260619_223607.md [26.4 KB] 📁 04_第三章：上下文工程体系 📁 _assets 977397.mp3 [14.5 MB] 978759.mp3 [10.6 MB] 977388.mp3 [15.1 MB] 977388_img_001.jpg [1.4 MB] 978775.mp3 [20.8 MB] 975209_img_001_20260619_223605.png [2.2 MB] 975209.mp3 [13.3 MB] 978759_img_001.jpg [2.0 MB] 978775_img_001_20260619_223605.png [1.9 MB] 977397_img_001.jpg [716.0 KB] 975209_img_001.png [2.2 MB] 978775_img_001.png [1.9 MB] 12｜突破内存：基于阶梯降级的 Context Compaction 策略.md [29.4 KB] 14｜错误自愈：上下文感知的 Error Recovery 提示模板注入机制.md [25.8 KB] 10｜提示词组装：告别面条代码，动态加载 AGENTS.md 与外挂 Skills_20260619_223605.md [33.3 KB] 13｜记忆沉淀：状态外部化，基于文件系统的持久化记忆与待办管理_20260619_223604.md [39.2 KB] 14｜错误自愈：上下文感知的 Error Recovery 提示模板注入机制_20260619_223605.md [25.3 KB] 11｜会话管理：Session 物理隔离与 Working Memory 的底层实现_20260619_223605.md [26.9 KB] 11｜会话管理：Session 物理隔离与 Working Memory 的底层实现.md [27.5 KB] 10｜提示词组装：告别面条代码，动态加载 AGENTS.md 与外挂 Skills.md [33.9 KB] 12｜突破内存：基于阶梯降级的 Context Compaction 策略_20260619_223605.md [28.9 KB] 13｜记忆沉淀：状态外部化，基于文件系统的持久化记忆与待办管理.md [39.9 KB] 📁 08_结语&测试 📁 _assets 985312_img_001.png [5.7 KB] 985304_img_001_20260619_223609.png [819.3 KB] 985304_img_001.png [819.3 KB] 985312_img_001_20260619_223609.png [5.7 KB] 985304_img_002.jpg [204.3 KB] 985304.mp3 [13.0 MB] 结束语｜Agent 的尽头是 OS，大模型时代开发者的驾驭新征程.md [12.9 KB] 结束语｜Agent 的尽头是 OS，大模型时代开发者的驾驭新征程_20260619_223609.md [12.9 KB] 结课测试｜来赴一场满分之约！.md [767.0 B] 结课测试｜来赴一场满分之约！_20260619_223609.md [746.0 B] 📁 07_第六章：端到端实战串讲 📁 _assets 984337_img_003.png [204.7 KB] 984337_img_006.png [244.1 KB] 984337_img_001.png [339.5 KB] 984337_img_004.png [43.0 KB] 984326_img_001.jpg [165.9 KB] 984337_img_005.png [112.1 KB] 984337_img_002.png [250.5 KB] 984337.mp3 [13.9 MB] 21｜实战串讲（上）：拼装完整 CLI 引擎，完成未知项目的文件探索与重构.md [37.6 KB] 22｜实战串讲（下）：打造 AgentOps 小助手，在飞书中触发日志分析与故障修复审批_20260619_223609.md [35.8 KB] 22｜实战串讲（下）：打造 AgentOps 小助手，在飞书中触发日志分析与故障修复审批.md [35.5 KB] 21｜实战串讲（上）：拼装完整 CLI 引擎，完成未知项目的文件探索与重构_20260619_223609.md [36.8 KB] 📁 02_第一章：认知与核心引擎 📁 _assets 967512_img_001.png [40.2 KB] 967047_img_002.png [288.6 KB] 967047_img_001.png [131.5 KB] 967512.mp3 [14.2 MB] 967512_img_001_20260619_223603.png [40.2 KB] 967047_img_001_20260619_223603.png [131.5 KB] 967047_img_002_20260619_223603.png [288.6 KB] 967512_img_002.jpg [320.3 KB] 967860_img_001_20260619_223603.png [421.1 KB] 967047.mp3 [10.3 MB] 967578.mp3 [11.5 MB] 967860_img_001.png [421.1 KB] 967578_img_001.jpg [762.3 KB] 967860.mp3 [10.0 MB] 967047_img_003.png [1.0 MB] 01｜架构演进：从 Framework 到 Harness，Agent 到底需要怎样的底层支撑？_20260619_223603.md [20.8 KB] 01｜架构演进：从 Framework 到 Harness，Agent 到底需要怎样的底层支撑？.md [21.2 KB] 04｜大脑接入：抽象 Provider 接口，适配 Claude 与 OpenAI 兼容大模型.md [35.7 KB] 04｜大脑接入：抽象 Provider 接口，适配 Claude 与 OpenAI 兼容大模型_20260619_223603.md [35.7 KB] 02｜核心心脏：手写 Agent 的 Main Loop.md [34.5 KB] 02｜核心心脏：手写 Agent 的 Main Loop_20260619_223603.md [33.7 KB] 03｜慢思考与自省：在 ReAct 循环中剥离独立的 Thinking 阶段.md [37.6 KB] 03｜慢思考与自省：在 ReAct 循环中剥离独立的 Thinking 阶段_20260619_223603.md [36.9 KB] 📁 代码 📁 build-agent-harness-from-scratch 📁 ch
  • 08 📁 go-tiny-claw 📁 internal 📁 provider interface.go [480.0 B] claude.go [3.7 KB] openai.go [3.8 KB] 📁 engine loop.go [3.6 KB] 📁 schema message.go [865.0 B] 📁 tools write_file.go [1.8 KB] bash.go [1.9 KB] read_file.go [1.7 KB] registry.go [1.8 KB] edit_file.go [4.6 KB] 📁 cmd 📁 claw main.go [1.2 KB] c.txt [57.0 B] go.sum [2.3 KB] b.txt [63.0 B] go.mod [402.0 B] a.txt [57.0 B] 📁 ch
  • 04 📁 go-tiny-claw 📁 internal 📁 engine loop.go [3.1 KB] 📁 schema message.go [865.0 B] 📁 tools registry.go [277.0 B] 📁 provider claude.go [3.7 KB] openai.go [3.8 KB] interface.go [480.0 B] 📁 cmd 📁 claw main.go [1.5 KB] go.mod [402.0 B] go.sum [2.3 KB] 📁 ch
  • 15 📁 go-tiny-claw 📁 internal 📁 feishu bot.go [3.3 KB] 📁 tools registry.go [1.8 KB] bash.go [1.9 KB] write_file.go [1.8 KB] read_file.go [1.7 KB] edit_file.go [4.6 KB] 📁 engine terminal_reporter.go [1.2 KB] reminder.go [1.8 KB] reporter.go [297.0 B] loop.go [4.1 KB] 📁 schema message.go [865.0 B] 📁 context composer.go [4.1 KB] recovery.go [2.9 KB] skill.go [2.3 KB] session.go [1.6 KB] compactor.go [2.3 KB] 📁 provider openai.go [3.7 KB] claude.go [3.7 KB] interface.go [480.0 B] 📁 cmd 📁 claw main.go [1.6 KB] go.mod [447.0 B] go.sum [5.6 KB] README.md [1.1 KB] 📁 ch
  • 05 📁 go-tiny-claw 📁 internal 📁 schema message.go [865.0 B] 📁 tools registry.go [1.8 KB] read_file.go [1.7 KB] 📁 provider interface.go [480.0 B] claude.go [3.7 KB] openai.go [3.8 KB] 📁 engine loop.go [3.1 KB] 📁 cmd 📁 claw main.go [884.0 B] go.mod [402.0 B] go.sum [2.3 KB] hello.txt [121.0 B] 📁 ch
  • 22 📁 go-tiny-claw 📁 internal 📁 eval benchmark.go [4.8 KB] 📁 tools bash.go [1.9 KB] edit_file.go [4.6 KB] write_file.go [1.8 KB] registry.go [3.6 KB] subagent.go [2.4 KB] read_file.go [1.7 KB] 📁 context recovery.go [2.9 KB] skill.go [2.3 KB] composer.go [4.1 KB] session.go [2.0 KB] compactor.go [2.3 KB] 📁 provider interface.go [480.0 B] claude.go [4.0 KB] openai.go [3.9 KB] 📁 observability trace.go [2.3 KB] tracker.go [1.9 KB] 📁 engine loop.go [9.8 KB] terminal_reporter.go [1.2 KB] reminder.go [1.8 KB] reporter.go [297.0 B] 📁 schema message.go [1.2 KB] 📁 feishu bot.go [6.1 KB] approval.go [3.0 KB] 📁 cmd 📁 claw main.go [3.4 KB] 📁 bench main.go [1.8 KB] 📁 agentops main.go [3.4 KB] 📁 workspace 📁 .claw 📁 skills 📁 ops_troubleshoot SKILL.md [1.1 KB] nginx.conf [190.0 B] error.log [138.8 KB] AGENTS.md [698.0 B] .gitkeeper go.mod [447.0 B] README.md [1.1 KB] go.sum [5.6 KB] 📁 ch
  • 13 📁 go-tiny-claw 📁 internal 📁 context composer.go [4.1 KB] compactor.go [2.3 KB] skill.go [2.3 KB] session.go [1.6 KB] 📁 schema message.go [865.0 B] 📁 provider interface.go [480.0 B] openai.go [3.7 KB] claude.go [3.7 KB] 📁 feishu bot.go [3.3 KB] 📁 engine terminal_reporter.go [1.2 KB] reporter.go [297.0 B] loop.go [4.1 KB] 📁 tools write_file.go [1.8 KB] bash.go [1.9 KB] read_file.go [1.7 KB] registry.go [1.8 KB] edit_file.go [4.6 KB] 📁 cmd 📁 claw main.go [2.0 KB] go.mod [447.0 B] go.sum [5.6 KB] README.md [1.1 KB] 📁 ch
  • 20 📁 go-tiny-claw 📁 workspace 📁 test_001_edit_17776163
  • 52 📁 .claw 📁 traces trace_test_001_edit_1777616362547486000.json [2.8 KB] config.json [44.0 B] 📁 test_002_code_gen_17776163
  • 62 📁 .claw 📁 traces trace_test_002_code_gen_1777616387392749000.json [11.0 KB] go.mod [27.0 B] math_test.go [1.2 KB] math.go [63.0 B] .gitkeeper 📁 cmd 📁 bench main.go [1.8 KB] 📁 claw main.go [1.6 KB] 📁 internal 📁 feishu approval.go [2.0 KB] bot.go [4.6 KB] 📁 schema message.go [1.2 KB] 📁 engine reporter.go [297.0 B] reminder.go [1.8 KB] terminal_reporter.go [1.2 KB] loop.go [9.2 KB] 📁 context composer.go [4.1 KB] recovery.go [2.9 KB] session.go [2.0 KB] skill.go [2.3 KB] compactor.go [2.3 KB] 📁 eval benchmark.go [4.8 KB] 📁 tools bash.go [1.9 KB] edit_file.go [4.6 KB] read_file.go [1.7 KB] write_file.go [1.8 KB] subagent.go [2.4 KB] registry.go [3.6 KB] 📁 provider interface.go [480.0 B] openai.go [3.9 KB] claude.go [4.0 KB] 📁 observability tracker.go [1.9 KB] trace.go [2.3 KB] go.mod [447.0 B] README.md [1.1 KB] go.sum [5.6 KB] 📁 ch
  • 11 📁 go-tiny-claw 📁 cmd 📁 claw main.go [2.4 KB] 📁 internal 📁 feishu bot.go [3.3 KB] 📁 provider claude.go [3.7 KB] openai.go [3.8 KB] interface.go [480.0 B] 📁 context composer.go [1.9 KB] skill.go [2.3 KB] session.go [1.6 KB] 📁 schema message.go [865.0 B] 📁 tools read_file.go [1.7 KB] write_file.go [1.8 KB] registry.go [1.8 KB] bash.go [1.9 KB] edit_file.go [4.6 KB] 📁 engine terminal_reporter.go [1.2 KB] reporter.go [297.0 B] loop.go [3.0 KB] README.md [1.1 KB] go.mod [447.0 B] go.sum [5.6 KB] 📁 ch
  • 07 📁 go-tiny-claw 📁 cmd 📁 claw main.go [1.1 KB] 📁 internal 📁 provider interface.go [480.0 B] openai.go [3.8 KB] claude.go [3.7 KB] 📁 engine loop.go [3.1 KB] 📁 tools write_file.go [1.8 KB] read_file.go [1.7 KB] bash.go [1.9 KB] edit_file.go [4.6 KB] registry.go [1.8 KB] 📁 schema message.go [865.0 B] server.go [244.0 B] go.mod [402.0 B] go.sum [2.3 KB] 📁 ch
  • 03 📁 go-tiny-claw 📁 cmd 📁 claw main.go [1.7 KB] 📁 internal 📁 schema message.go [865.0 B] 📁 provider interface.go [480.0 B] 📁 engine loop.go [3.1 KB] 📁 tools registry.go [277.0 B] go.mod [54.0 B] 📁 ch
  • 21 📁 go-tiny-claw 📁 workspace PLAN.md [965.0 B] TODO.md [522.0 B] main_atomic_cas.go [532.0 B] .gitkeeper main.go [340.0 B] main_atomic_load_store.go [466.0 B] main_atomic.go [391.0 B] README.md [2.5 KB] demo.go [2.9 KB] main_mutex.go [435.0 B] benchmark.go [1.7 KB] 📁 internal 📁 context compactor.go [2.3 KB] recovery.go [2.9 KB] composer.go [4.1 KB] session.go [2.0 KB] skill.go [2.3 KB] 📁 tools subagent.go [2.4 KB] read_file.go [1.7 KB] write_file.go [1.8 KB] registry.go [3.6 KB] edit_file.go [4.6 KB] bash.go [1.9 KB] 📁 eval benchmark.go [4.8 KB] 📁 observability trace.go [2.3 KB] tracker.go [1.9 KB] 📁 feishu approval.go [2.0 KB] bot.go [4.6 KB] 📁 engine loop.go [9.8 KB] reporter.go [297.0 B] reminder.go [1.8 KB] terminal_reporter.go [1.2 KB] 📁 provider interface.go [480.0 B] claude.go [4.0 KB] openai.go [3.9 KB] 📁 schema message.go [1.2 KB] 📁 cmd 📁 claw main.go [3.4 KB] 📁 bench main.go [1.8 KB] go.sum [5.6 KB] go.mod [447.0 B] README.md [1.1 KB] 📁 ch
  • 10 📁 go-tiny-claw 📁 internal 📁 provider claude.go [3.7 KB] interface.go [480.0 B] openai.go [3.8 KB] 📁 engine loop.go [2.9 KB] reporter.go [297.0 B] terminal_reporter.go [1.2 KB] 📁 feishu bot.go [3.3 KB] 📁 context skill.go [2.3 KB] composer.go [1.9 KB] 📁 schema message.go [865.0 B] 📁 tools read_file.go [1.7 KB] registry.go [1.8 KB] write_file.go [1.8 KB] bash.go [1.9 KB] edit_file.go [4.6 KB] 📁 workspace 📁 .claw 📁 skills 📁 git-workflow SKILL.md [465.0 B] AGENTS.md [376.0 B] 📁 cmd 📁 claw main.go [1.1 KB] go.mod [447.0 B] README.md [1.1 KB] go.sum [5.6 KB] 📁 ch
  • 19 📁 go-tiny-claw 📁 cmd 📁 claw main.go [1.6 KB] 📁 workspace .gitkeeper 📁 internal 📁 context skill.go [2.3 KB] composer.go [4.1 KB] recovery.go [2.9 KB] session.go [2.0 KB] compactor.go [2.3 KB] 📁 observability tracker.go [1.9 KB] trace.go [2.3 KB] 📁 tools read_file.go [1.7 KB] bash.go [1.9 KB] registry.go [3.6 KB] subagent.go [2.4 KB] write_file.go [1.8 KB] edit_file.go [4.6 KB] 📁 provider claude.go [4.0 KB] interface.go [480.0 B] openai.go [3.9 KB] 📁 feishu bot.go [4.6 KB] approval.go [2.0 KB] 📁 schema message.go [1.2 KB] 📁 engine reminder.go [1.8 KB] reporter.go [297.0 B] loop.go [9.2 KB] terminal_reporter.go [1.2 KB] go.mod [447.0 B] go.sum [5.6 KB] README.md [1.1 KB] 📁 ch
  • 16 📁 go-tiny-claw 📁 internal 📁 schema message.go [865.0 B] 📁 tools edit_file.go [4.6 KB] write_file.go [1.8 KB] bash.go [1.9 KB] registry.go [2.9 KB] read_file.go [1.7 KB] 📁 feishu bot.go [4.6 KB] approval.go [2.0 KB] 📁 engine reporter.go [297.0 B] reminder.go [1.8 KB] terminal_reporter.go [1.2 KB] loop.go [4.1 KB] 📁 context recovery.go [2.9 KB] compactor.go [2.3 KB] session.go [1.6 KB] composer.go [4.1 KB] skill.go [2.3 KB] 📁 provider openai.go [3.7 KB] interface.go [480.0 B] claude.go [3.7 KB] 📁 cmd 📁 claw main.go [2.4 KB] go.mod [447.0 B] README.md [1.1 KB] go.sum [5.6 KB] 📁 ch
  • 02 📁 go-tiny-claw 📁 cmd 📁 claw main.go [1.4 KB] 📁 internal 📁 tools registry.go [277.0 B] 📁 provider interface.go [480.0 B] 📁 schema message.go [865.0 B] 📁 engine loop.go [2.3 KB] go.mod [54.0 B] 📁 ch
  • 17 📁 go-tiny-claw 📁 internal 📁 engine reminder.go [1.8 KB] terminal_reporter.go [1.2 KB] loop.go [7.7 KB] reporter.go [297.0 B] 📁 tools edit_file.go [4.6 KB] registry.go [2.9 KB] bash.go [1.9 KB] read_file.go [1.7 KB] write_file.go [1.8 KB] subagent.go [2.4 KB] 📁 schema message.go [865.0 B] 📁 feishu approval.go [2.0 KB] bot.go [4.6 KB] 📁 provider interface.go [480.0 B] openai.go [3.7 KB] claude.go [3.7 KB] 📁 context recovery.go [2.9 KB] compactor.go [2.3 KB] composer.go [4.1 KB] skill.go [2.3 KB] session.go [1.6 KB] 📁 cmd 📁 claw main.go [2.2 KB] 📁 workspace 📁 legacy 📁 v1 📁 auth config.txt [49.0 B] fake2.go [26.0 B] fake1.go [23.0 B] README.md [1.1 KB] go.sum [5.6 KB] go.mod [447.0 B] 📁 ch
  • 12 📁 go-tiny-claw 📁 cmd 📁 claw main.go [1.5 KB] 📁 internal 📁 context skill.go [2.3 KB] composer.go [1.9 KB] compactor.go [2.3 KB] session.go [1.6 KB] 📁 tools read_file.go [1.7 KB] edit_file.go [4.6 KB] registry.go [1.8 KB] write_file.go [1.8 KB] bash.go [1.9 KB] 📁 feishu bot.go [3.3 KB] 📁 provider claude.go [3.7 KB] openai.go [3.8 KB] interface.go [480.0 B] 📁 engine loop.go [3.1 KB] terminal_reporter.go [1.2 KB] reporter.go [297.0 B] 📁 schema message.go [865.0 B] mock_log.txt [18.9 KB] go.mod [447.0 B] README.md [1.1 KB] go.sum [5.6 KB] 📁 ch
  • 09 📁 go-tiny-claw 📁 internal 📁 feishu bot.go [3.3 KB] 📁 schema message.go [865.0 B] 📁 tools write_file.go [1.8 KB] registry.go [1.8 KB] bash.go [1.9 KB] edit_file.go [4.6 KB] read_file.go [1.7 KB] 📁 engine loop.go [2.6 KB] reporter.go [297.0 B] 📁 provider interface.go [480.0 B] openai.go [3.8 KB] claude.go [3.7 KB] 📁 cmd 📁 claw main.go [1.2 KB] go.sum [5.6 KB] README.md [1.1 KB] go.mod [447.0 B] 📁 ch
  • 18 📁 go-tiny-claw 📁 internal 📁 engine loop.go [7.7 KB] terminal_reporter.go [1.2 KB] reporter.go [297.0 B] reminder.go [1.8 KB] 📁 context compactor.go [2.3 KB] session.go [2.0 KB] skill.go [2.3 KB] recovery.go [2.9 KB] composer.go [4.1 KB] 📁 tools write_file.go [1.8 KB] registry.go [2.9 KB] edit_file.go [4.6 KB] bash.go [1.9 KB] read_file.go [1.7 KB] subagent.go [2.4 KB] 📁 provider interface.go [480.0 B] claude.go [4.0 KB] openai.go [3.9 KB] 📁 observability tracker.go [1.9 KB] 📁 schema message.go [1.2 KB] 📁 feishu approval.go [2.0 KB] bot.go [4.6 KB] 📁 cmd 📁 claw main.go [1.9 KB] go.sum [5.6 KB] go.mod [447.0 B] README.md [1.1 KB] 📁 ch
  • 14 📁 go-tiny-claw 📁 cmd 📁 claw main.go [2.0 KB] 📁 internal 📁 tools bash.go [1.9 KB] write_file.go [1.8 KB] edit_file.go [4.6 KB] read_file.go [1.7 KB] registry.go [1.8 KB] 📁 engine loop.go [4.2 KB] reporter.go [297.0 B] terminal_reporter.go [1.2 KB] 📁 schema message.go [865.0 B] 📁 feishu bot.go [3.3 KB] 📁 context recovery.go [2.9 KB] composer.go [4.1 KB] skill.go [2.3 KB] compactor.go [2.3 KB] session.go [1.6 KB] 📁 provider openai.go [3.7 KB] claude.go [3.7 KB] interface.go [480.0 B] 📁 workspace auth.go [147.0 B] go.sum [5.6 KB] go.mod [447.0 B] README.md [1.1 KB] 📁 ch
  • 06 📁 go-tiny-claw 📁 internal 📁 provider openai.go [3.8 KB] interface.go [480.0 B] claude.go [3.7 KB] 📁 schema message.go [865.0 B] 📁 tools bash.go [1.9 KB] registry.go [1.8 KB] read_file.go [1.7 KB] write_file.go [1.8 KB] 📁 engine loop.go [3.1 KB] 📁 cmd 📁 claw main.go [1.1 KB] go.mod [402.0 B] go.sum [2.3 KB] 📁 ch
  • 01 📁 go-tiny-claw 📁 cmd 📁 claw main.go [887.0 B] go.mod [54.0 B] 📁 01_开篇词 📁 _assets 967026_img_002.png [454.3 KB] 967026_img_002_20260619_223602.png [454.3 KB] 967026_img_003.png [1.0 MB] 967026_img_001.png [349.6 KB] 967026.mp3 [13.7 MB] 开篇词｜框架正在坍塌：像写操作系统一样，复刻 OpenClaw 的底层 Harness_20260619_223602.md [22.7 KB] 开篇词｜框架正在坍塌：像写操作系统一样，复刻 OpenClaw 的底层 Harness.md [22.9 KB] 适合人群 AI开发者 数据科学家 技术爱好者 学习收获 掌握Agent Harness构建方法 提升AI应用开发效率 解决实际应用问题 祝您学习愉快！ 学有所成，前程似锦！