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这是一份Agent学习教程!(附学习资料)

  • 2026-03-24 11:50:54
这是一份Agent学习教程!(附学习资料)
如果你想要成为一名优秀的AI开发工程师，学习Agent是必须的，Agent是模型，不是框架，不是提示词链，不是拖拽式的工作流
当一个人说“我在开发Agent”时，意思就是通过强化学习、微调等手段训练模型，这是最本义的Agent开发，还有可能就是构建Harness，编写代码，为模型提供一个可操作的环境，学习Harness是非常有必要的，大部分工程师也是在做这项工作
这一期主要是给大家推荐一个Agent学习教程，主要包括循环、规划与知识，持久化和团队四个部分
12 个递进式课程, 从简单循环到隔离化的自治执行。每个课程添加一个 harness 机制。每个机制有一句格言：
下面具体来介绍一下这个教程：
第一节：Agent循环
一个工具不断的循环操作就是一个智能体，用户通过Prompt控制LLM，然后LLM自动执行调用相应的tool，获取tool的result，循环持续运行，直到模型不再调用工具
第二节：tool use
工具调度核心模块，核心是一个字典：key = 工具名称（如 bash/read/write/edit）value = 对应的处理函数（如 run_bash/run_read）。通过「工具名→函数」的直接查找，替代if/elif多分支判断
第三节：TodoWrite
多步任务中, 模型会丢失进度 -- 重复做过的事、跳步、跑偏。对话越长越严重: 工具结果不断填满上下文, 系统提示的影响力逐渐被稀释。用户指令→LLM 解析待办操作→Todo 工具将任务 / 状态写入TodoManager（持久化存储），完成待办的新增 / 更新
第四节：子智能体
智能体工作越久, messages 数组越胖。每次读文件、跑命令的输出都永久留在上下文里。"这个项目用什么测试框架?" 可能要读 5 个文件, 但父智能体只需要一个词: "pytest"
第五节：Skills
大语言模型（LLM）作为编码助手的分层技能调用架构，核心是「基础系统提示+ 按需加载技能详情，既控制基础上下文长度，又能按需获取完整技能信息
第六节：Context Compcat
上下文窗口是有限的, 读一个 1000 行的文件就吃掉~4000 token; 读 30 个文件、跑 20 条命令, 轻松突破 100k token, 不压缩, 智能体根本没法在大项目里干活
此外，还有任务系统，后台任务，智能体团队，团队协议，自治智能体，以及任务隔离等内容，内容非常充实，适合新手小白练手入门Agent
上述资料获取：
1. 关注本公众号
2. 发送口令“Agent教程”领取（人工回复可能有时差，都会发给大家的，不用着急
本文来自网友投稿或网络内容，如有侵犯您的权益请联系我们删除，联系邮箱：wyl860211@qq.com 。

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  137. /yingpanguazai/ssd/ssd1/www/no.67808.cn/vendor/topthink/think-template/src/template/driver/File.php ( 2.41 KB )
  138. /yingpanguazai/ssd/ssd1/www/no.67808.cn/vendor/topthink/think-template/src/template/contract/DriverInterface.php ( 0.86 KB )
  139. /yingpanguazai/ssd/ssd1/www/no.67808.cn/runtime/temp/6df755f970a38e704c5414acbc6e8bcd.php ( 12.06 KB )
  140. /yingpanguazai/ssd/ssd1/www/no.67808.cn/vendor/topthink/think-trace/src/Html.php ( 4.42 KB )
  1. CONNECT:[ UseTime:0.001174s ] mysql:host=127.0.0.1;port=3306;dbname=no_67808;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.001506s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000658s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000731s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.001271s ]
  6. SELECT * FROM `set` [ RunTime:0.009025s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.002157s ]
  8. SELECT * FROM `article` WHERE `id` = 475874 LIMIT 1 [ RunTime:0.001105s ]
  9. UPDATE `article` SET `lasttime` = 1774327260 WHERE `id` = 475874 [ RunTime:0.028670s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 64 LIMIT 1 [ RunTime:0.010207s ]
  11. SELECT * FROM `article` WHERE `id` < 475874 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000676s ]
  12. SELECT * FROM `article` WHERE `id` > 475874 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.002577s ]
  13. SELECT * FROM `article` WHERE `id` < 475874 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.002959s ]
  14. SELECT * FROM `article` WHERE `id` < 475874 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.001314s ]
  15. SELECT * FROM `article` WHERE `id` < 475874 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.001071s ]
0.223554s