https://www.hansking.cn/blog A posts created with Next.js and Tailwind.css en-us admin@hansking.cn (HANS) admin@hansking.cn (HANS) Fri, 01 May 2026 10:00:00 GMT https://www.hansking.cn/blog/2026/AICodingAgent-de-dai-ma-ku-li-jie-yu-bu-ding-sheng-cheng https://www.hansking.cn/blog/2026/AICodingAgent-de-dai-ma-ku-li-jie-yu-bu-ding-sheng-cheng [{"value":"AI Coding Agent 的代码库理解与补丁生成","url":"#ai-coding-agent-的代码库理解与补丁生成","depth":1},{"value":"一、代码库理解不是把所有文件塞进上下文","url":"#一代码库理解不是把所有文件塞进上下文","depth":2},{"value":"二、建立适合检索的代码库索引","url":"#二建立适合检索的代码库索引","depth":2},{"value":"三、先把自然语言任务变成变更计划","url":"#三先把自然语言任务变成变更计划","depth":2},{"value":"四、上下文选择要有排序和预算","url":"#四上下文选择要有排序和预算","depth":2},{"value":"五、补丁生成：最小改动比聪明重构更重要","url":"#五补丁生成最小改动比聪明重构更重要","depth":2},{"value":"六、工具调用必须有明确边界","url":"#六工具调用必须有明确边界","depth":2},{"value":"七、验证不是最后点一下测试按钮","url":"#七验证不是最后点一下测试按钮","depth":2},{"value":"八、用回归测试保护代码库记忆","url":"#八用回归测试保护代码库记忆","depth":2},{"value":"九、让人审查决策，而不是审查一团文字","url":"#九让人审查决策而不是审查一团文字","depth":2},{"value":"总结：Agent 的能力上限取决于证据链","url":"#总结agent-的能力上限取决于证据链","depth":2}] Fri, 01 May 2026 10:00:00 GMT admin@hansking.cn (HANS) AILLMCoding Agent软件工程代码生成 https://www.hansking.cn/blog/2026ruan-jian-gong-cheng-Agent-cong-Issue-dao-ke-shen-cha-PullRequest https://www.hansking.cn/blog/2026ruan-jian-gong-cheng-Agent-cong-Issue-dao-ke-shen-cha-PullRequest [{"value":"软件工程 Agent：从 Issue 到可审查 Pull Request","url":"#软件工程-agent从-issue-到可审查-pull-request","depth":1},{"value":"一、Issue 不是需求，先把它变成验收条件","url":"#一issue-不是需求先把它变成验收条件","depth":2},{"value":"二、先建立仓库基线","url":"#二先建立仓库基线","depth":2},{"value":"三、工作区隔离比自动提交更重要","url":"#三工作区隔离比自动提交更重要","depth":2},{"value":"四、计划要短，但必须能被验证","url":"#四计划要短但必须能被验证","depth":2},{"value":"五、实现阶段坚持最小补丁","url":"#五实现阶段坚持最小补丁","depth":2},{"value":"六、测试要围绕用户行为，而不是只追求覆盖率","url":"#六测试要围绕用户行为而不是只追求覆盖率","depth":2},{"value":"七、处理失败：停止比继续改更聪明","url":"#七处理失败停止比继续改更聪明","depth":2},{"value":"八、生成 PR 时交付证据","url":"#八生成-pr-时交付证据","depth":2},{"value":"九、合并前保留人的判断","url":"#九合并前保留人的判断","depth":2},{"value":"总结：自动化的终点是可验证，不是无人负责","url":"#总结自动化的终点是可验证不是无人负责","depth":2}] Sun, 10 May 2026 10:00:00 GMT admin@hansking.cn (HANS) AILLMCoding AgentGit软件工程