{"id":798,"date":"2026-11-11T13:54:46","date_gmt":"2026-11-11T05:54:46","guid":{"rendered":"https:\/\/btc354.com\/?p=798"},"modified":"2026-11-11T14:25:26","modified_gmt":"2026-11-11T06:25:26","slug":"agentic-engineering-%e5%ae%9e%e6%88%98%e6%8c%87%e5%8d%97%ef%bc%9a%e4%bb%8e%e4%bb%a3%e7%a0%81%e7%94%9f%e6%88%90%e8%b7%83%e8%bf%81%e8%87%b3-plan-build-verify-observe-%e6%99%ba%e8%83%bd%e4%bd%93%e5%b7%a5","status":"publish","type":"post","link":"https:\/\/btc354.com\/index.php\/2026\/11\/11\/agentic-engineering-%e5%ae%9e%e6%88%98%e6%8c%87%e5%8d%97%ef%bc%9a%e4%bb%8e%e4%bb%a3%e7%a0%81%e7%94%9f%e6%88%90%e8%b7%83%e8%bf%81%e8%87%b3-plan-build-verify-observe-%e6%99%ba%e8%83%bd%e4%bd%93%e5%b7%a5\/","title":{"rendered":"Agentic Engineering \u5b9e\u6218\u6307\u5357\uff1a\u4ece\u4ee3\u7801\u751f\u6210\u8dc3\u8fc1\u81f3 Plan-Build-Verify-Observe \u667a\u80fd\u4f53\u5de5\u7a0b\u5316\u6d41\u6c34\u7ebf"},"content":{"rendered":"<blockquote class=\"doc-lead\"><p><strong>\u5bfc\u8bed\uff1a<\/strong>Agentic Engineering \u5e76\u975e\u53c8\u4e00\u4e2a\u8425\u9500\u70ed\u8bcd\uff0c\u800c\u662f\u5f53\u4ee3\u7801\u751f\u6210\u901f\u5ea6\u8fdc\u8d85\u4eba\u7c7b\u5ba1\u67e5\u80fd\u529b\u65f6\uff0c\u8f6f\u4ef6\u5de5\u7a0b\u5fc5\u7136\u8d70\u5411\u7684\u4e0b\u4e00\u7ad9\u2014\u2014\u8ba9\u667a\u80fd\u4f53\u8d2f\u7a7f\u89c4\u5212\u3001\u6784\u5efa\u3001\u9a8c\u8bc1\u3001\u89c2\u6d4b\u5168\u94fe\u8def\uff0c\u800c\u975e\u6b62\u6b65\u4e8e\u8865\u5168\u4e00\u884c\u4ee3\u7801\u3002GitHub \u4e00\u5468 12 \u4ebf\u6b21\u63d0\u4ea4\u3001\u540c\u6bd4\u589e\u957f 400% \u7684\u6570\u5b57\u80cc\u540e\uff0c\u85cf\u7740\u4e00\u4e2a\u5c16\u9510\u7684\u8ffd\u95ee\uff1a\u4f60\u771f\u7684\u6bd4\u4e00\u5e74\u524d\u9ad8\u6548 400% \u5417\uff1f<\/p><\/blockquote>\n<div class=\"doc-spec-grid\">\n<div class=\"doc-spec-item\"><span class=\"doc-spec-label\">\ud83c\udfaf \u6838\u5fc3\u6280\u672f<\/span><span class=\"doc-spec-value\">GitHub Copilot \/ Agentic Workflows \/ MCP<\/span><\/div>\n<div class=\"doc-spec-item\"><span class=\"doc-spec-label\">\u26a1 \u67b6\u6784\u96be\u5ea6<\/span><span class=\"doc-spec-value\">\u8d44\u6df1\u67b6\u6784\u7ea7 (Level 3-4)<\/span><\/div>\n<div class=\"doc-spec-item\"><span class=\"doc-spec-label\">\ud83d\ude80 \u6838\u5fc3\u6536\u76ca<\/span><span class=\"doc-spec-value\">PR \u5ba1\u67e5\u5468\u671f\u538b\u7f29 \/ \u5168\u94fe\u8def\u53ef\u89c2\u6d4b<\/span><\/div>\n<\/div>\n<h2 class=\"doc-h2\">\u4e00\u3001\u4e3a\u4ec0\u4e48 Agentic Engineering \u662f\u4ee3\u7801\u751f\u6210\u4e4b\u540e\u7684\u5fc5\u7136\u6f14\u8fdb<\/h2>\n<p class=\"doc-p\">\u8fc7\u53bb\u4e24\u5e74\uff0c\u6211\u4eec\u89c1\u8bc1\u4e86\u4ee3\u7801\u751f\u6210\u80fd\u529b\u7684\u6307\u6570\u7ea7\u8dc3\u8fc1\u3002GitHub \u5728 2026 \u5e74 10 \u6708\u5355\u5468\u5f55\u5f97\u8d85\u8fc7 12 \u4ebf\u6b21\u63d0\u4ea4\uff0c\u540c\u6bd4\u589e\u957f\u903e 400%\u2014\u2014\u8fd9\u4e2a\u6570\u5b57\u751a\u81f3\u8d85\u8fc7\u4e86 GitHub 2025 \u5e74\u5168\u5e74\u7684\u63d0\u4ea4\u603b\u91cf\u3002\u4f5c\u4e3a\u4e00\u7ebf\u67b6\u6784\u5e08\uff0c\u6211\u770b\u5230\u7684\u4e0d\u662f\u300c\u751f\u4ea7\u529b\u7206\u70b8\u300d\uff0c\u800c\u662f\u4e00\u4e2a\u6b63\u5728\u88ab\u6495\u88c2\u7684\u5de5\u7a0b\u7cfb\u7edf\uff1a<strong>\u5b9e\u73b0\u73af\u8282\u88ab AI \u52a0\u901f\u4e86\uff0c\u4f46\u9700\u6c42\u6f84\u6e05\u3001\u65b9\u6848\u8bc4\u5ba1\u3001\u53d8\u66f4\u5ba1\u67e5\u3001\u7ebf\u4e0a\u89c2\u6d4b\u8fd9\u4e9b\u73af\u8282\u5e76\u6ca1\u6709\u540c\u6b65\u63d0\u901f\u3002<\/strong><\/p>\n<p class=\"doc-p\">Faros AI \u7684\u4e00\u9879\u7814\u7a76\u7ed9\u51fa\u4e86\u523a\u773c\u7684\u91cf\u5316\u8bc1\u636e\uff1a\u5f53\u56e2\u961f\u4ece\u4f4e AI \u91c7\u7528\u7387\u5207\u6362\u5230\u9ad8 AI \u91c7\u7528\u7387\u65f6\uff0cPull Request \u5728\u5ba1\u67e5\u9636\u6bb5\u505c\u7559\u7684\u65f6\u95f4\u5ef6\u957f\u4e86 <strong>441%<\/strong>\u3002\u4ee3\u7801\u751f\u6210\u5f97\u8d8a\u5feb\uff0c\u5ba1\u67e5\u961f\u5217\u79ef\u538b\u5f97\u8d8a\u4e25\u91cd\uff0c\u6700\u7ec8\u5f62\u6210\u300c\u751f\u6210\u7aef\u9ad8\u901f\u3001\u5ba1\u67e5\u7aef\u62e5\u5835\u300d\u7684\u5178\u578b\u74f6\u9888\u7ed3\u6784\u3002\u8fd9\u6b63\u662f Agentic Engineering \u8981\u89e3\u51b3\u7684\u6838\u5fc3\u77db\u76fe\u2014\u2014\u4e0d\u662f\u8ba9 AI \u5199\u66f4\u591a\u4ee3\u7801\uff0c\u800c\u662f\u8ba9\u667a\u80fd\u4f53\u53c2\u4e0e\u5230\u8f6f\u4ef6\u4ea4\u4ed8\u7684\u6bcf\u4e00\u4e2a\u51b3\u7b56\u73af\u8282\u4e2d\u3002<\/p>\n<div class=\"doc-callout doc-callout-info\">\n<div class=\"doc-callout-title\">\ud83d\udca1 \u67b6\u6784\u6838\u5fc3\u51b3\u7b56<\/div>\n<p>\u628a\u667a\u80fd\u4f53\u5f53\u4f5c\u300c\u8d2f\u7a7f\u751f\u547d\u5468\u671f\u7684\u534f\u4f5c\u8005\u300d\u800c\u975e\u300c\u4ee3\u7801\u8865\u5168\u5668\u300d\u3002\u8fd9\u610f\u5473\u7740\u4f60\u9700\u8981\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u4e0a\u4e0b\u6587\u63a5\u5165\u80fd\u529b\uff08Slack\/Teams\/Issue\/PR\/\u751f\u4ea7\u76d1\u63a7\uff09\uff0c\u5e76\u4e3a\u5176\u8bbe\u8ba1\u660e\u786e\u7684\u9636\u6bb5\u804c\u8d23\u8fb9\u754c\uff0c\u5426\u5219\u667a\u80fd\u4f53\u53ea\u4f1a\u628a\u6df7\u4e71\u653e\u5927\u3002<\/p><\/div>\n<div class=\"doc-arch-card\">\n<div class=\"doc-arch-header\">\n<div class=\"doc-arch-title-wrap\">\n      <span class=\"doc-arch-title\"><span class=\"icon\">\ud83d\udcd0<\/span> Agentic Engineering \u56db\u9636\u6bb5\u667a\u80fd\u4f53\u534f\u4f5c\u5168\u666f\u6d41\u6c34\u7ebf<\/span><br \/>\n      <span class=\"doc-arch-badge\">\u4f01\u4e1a\u7ea7\u67b6\u6784\u89c4\u8303<\/span>\n    <\/div>\n<div class=\"doc-arch-actions\">\n      <button type=\"button\" class=\"doc-arch-btn btn-copy-raw\">\ud83d\udccb \u590d\u5236\u6e90\u7801<\/button><br \/>\n      <button type=\"button\" class=\"doc-arch-btn btn-zoom-arch\">\ud83d\udd0d \u653e\u5927\u67e5\u770b<\/button>\n    <\/div>\n<\/p><\/div>\n<pre class=\"mermaid\">\nflowchart TD\n    subgraph \u63a5\u5165\u5c42 [\"\u534f\u4f5c\u63a5\u5165\u4e0e\u4e0a\u4e0b\u6587\u7f51\u5173 (Collaboration &amp; Context Tier)\"]\n        A[\"Slack \/ Teams \/ Issue \u8ba8\u8bba\"] --&gt; B[\"\u4e0a\u4e0b\u6587\u805a\u5408\u7f51\u5173 (MCP \u8fde\u63a5\u5668)\"]\n        B --&gt; C[\"\u9700\u6c42\u4e0e\u7ea6\u675f\u77e5\u8bc6\u5e93\"]\n    end\n    subgraph \u89c4\u5212\u5c42 [\"\u89c4\u5212\u7f16\u6392\u5c42 (Plan Tier)\"]\n        C --&gt; D[\"Copilot \u65b9\u6848\u63a8\u6f14\u4e0e\u6743\u8861\u5206\u6790\"]\n        D --&gt; E[\"\u81ea\u52a8\u751f\u6210 Issues \u4e0e\u9a8c\u6536\u6807\u51c6\"]\n        E --&gt; F[\"Agentic Workflows \u6807\u7b7e\u4e0e\u590d\u6742\u5ea6\u8bc4\u4f30\"]\n    end\n    subgraph \u6784\u5efa\u5c42 [\"\u6784\u5efa\u6267\u884c\u5c42 (Build Tier)\"]\n        F --&gt; G[\"\u667a\u80fd\u4f53\u7f16\u7801\u4e0e\u5206\u652f\u521b\u5efa\"]\n        G --&gt; H[\"\u81ea\u52a8\u63d0\u4ea4 Pull Request\"]\n    end\n    subgraph \u9a8c\u8bc1\u5c42 [\"\u9a8c\u8bc1\u5ba1\u67e5\u5c42 (Verify Tier)\"]\n        H --&gt; I[\"AI \u4ee3\u7801\u5ba1\u67e5\u4e0e\u6d4b\u8bd5\u8bc4\u4f30\"]\n        I --&gt; J[\"\u4eba\u5de5\u7ec8\u5ba1\u4e0e\u5408\u5e76\u95e8\u7981\"]\n    end\n    subgraph \u89c2\u6d4b\u5c42 [\"\u751f\u4ea7\u89c2\u6d4b\u5c42 (Observe Tier)\"]\n        J --&gt; K[(\"\u751f\u4ea7\u73af\u5883\u76d1\u63a7\u4e0e\u544a\u8b66\")]\n        K --&gt; L[\"\u667a\u80fd\u4f53\u6839\u56e0\u521d\u7b5b\u4e0e\u56de\u5199\"]\n        L --&gt; C\n    end\n  <\/pre>\n<div class=\"doc-arch-caption\">\u56fe 1: Agentic Engineering \u56db\u9636\u6bb5\u95ed\u73af\uff0c\u667a\u80fd\u4f53\u5728\u89c4\u5212\u3001\u6784\u5efa\u3001\u9a8c\u8bc1\u3001\u89c2\u6d4b\u95f4\u6d41\u8f6c\u5e76\u56de\u5199\u4e0a\u4e0b\u6587<\/div>\n<\/div>\n<h2 class=\"doc-h2\">\u4e8c\u3001Plan \u9636\u6bb5\uff1a\u8ba9\u6240\u6709\u4eba\u4e0e\u6240\u6709\u667a\u80fd\u4f53\u5bf9\u9f50\u540c\u4e00\u4efd\u4e0a\u4e0b\u6587<\/h2>\n<h3 class=\"doc-h3\">2.1 \u89c4\u5212\u9636\u6bb5\u7684\u771f\u5b9e\u75db\u70b9\uff1a\u4e0a\u4e0b\u6587\u788e\u7247\u5316<\/h3>\n<p class=\"doc-p\">\u8bbe\u60f3\u4e00\u4e2a\u518d\u666e\u901a\u4e0d\u8fc7\u7684\u573a\u666f\uff1a\u4f60\u8981\u4fee\u6539\u4e00\u4e2a API\u3002\u8bbe\u8ba1\u65b9\u6848\u8eba\u5728\u67d0\u4e2a\u6587\u6863\u5de5\u5177\u91cc\uff0c\u4e00\u6761\u517c\u5bb9\u6027\u7ea6\u675f\u57cb\u5728 Slack \u7684\u5386\u53f2\u6d88\u606f\u4e2d\uff0c\u800c\u300c\u5f53\u524d\u5b9e\u73b0\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u5199\u300d\u7684\u7b54\u6848\u85cf\u5728\u534a\u5e74\u524d\u7684\u4e00\u4e2a\u65e7 PR \u91cc\u3002\u5728\u5199\u51fa\u4efb\u4f55\u6709\u4ef7\u503c\u7684\u8ba1\u5212\u4e4b\u524d\uff0c\u4f60\u5fc5\u987b\u5148\u628a\u8fd9\u4e9b\u788e\u7247\u62fc\u63a5\u8d77\u6765\u3001\u6bd4\u5bf9\u65b9\u6848\u3001\u5e76\u5c31\u300c\u5b58\u91cf\u5ba2\u6237\u7aef\u5982\u4f55\u7ee7\u7eed\u5de5\u4f5c\u300d\u8fbe\u6210\u5171\u8bc6\u3002\u4e00\u4e2a\u770b\u4f3c\u7b80\u5355\u7684\u89c4\u5212\u4efb\u52a1\uff0c\u53d8\u6210\u4e86\u6570\u5c0f\u65f6\u7684\u641c\u7d22\u4e0e\u4ea4\u53c9\u9a8c\u8bc1\u3002<\/p>\n<p class=\"doc-p\">Agentic Engineering \u5728 Plan \u9636\u6bb5\u7684\u7b2c\u4e00\u4e2a\u4ef7\u503c\uff0c\u5c31\u662f<strong>\u628a\u5206\u6563\u7684\u4e0a\u4e0b\u6587\u6536\u655b\u5230\u4e00\u4e2a\u53ef\u63a8\u7406\u7684\u5e73\u9762<\/strong>\u3002\u901a\u8fc7 Copilot \u5728 Slack \u6216 Teams \u4e2d\u4e0e\u4ea7\u54c1\u3001\u8bbe\u8ba1\u3001\u5206\u6790\u3001\u4e1a\u52a1\u65b9\u534f\u540c\uff0c\u5e76\u501f\u52a9\u5df2\u8fde\u63a5\u7684\u4e0a\u4e0b\u6587\u5de5\u5177\u62c9\u53d6\u4fe1\u606f\uff0c\u56e2\u961f\u53ef\u4ee5\u5728\u540c\u4e00\u5904\u6821\u9a8c\u5047\u8bbe\u3001\u8d21\u732e\u60f3\u6cd5\u3001\u7ec6\u5316\u9700\u6c42\u3002<\/p>\n<h3 class=\"doc-h3\">2.2 \u4ece\u5171\u8bc6\u5230\u53ef\u6267\u884c\u5de5\u4f5c\u9879<\/h3>\n<ul class=\"doc-list\">\n<li><strong>\u9700\u6c42\u8f6c Issue\uff1a<\/strong>\u8ba9 Copilot \u57fa\u4e8e\u5df2\u8fbe\u6210\u5171\u8bc6\u7684\u9700\u6c42\uff0c\u81ea\u52a8\u521b\u5efa\u5e26\u6709\u4e0a\u4e0b\u6587\u4e0e\u9a8c\u6536\u6807\u51c6\u7684 GitHub Issues\uff0c\u5e76\u628a\u53ef\u72ec\u7acb\u5904\u7406\u7684\u4efb\u52a1\u62c6\u5206\u51fa\u6765\u3002<\/li>\n<li><strong>\u4f8b\u884c\u5206\u8bca\u81ea\u52a8\u5316\uff1a<\/strong>\u4f7f\u7528 GitHub Agentic Workflows \u4e3a Issue \u6253\u6807\u7b7e\u3001\u8bc4\u4f30\u4efb\u52a1\u590d\u6742\u5ea6\uff0c\u628a\u4f4e\u590d\u6742\u5ea6\u7684\u5206\u8bca\u5de5\u4f5c\u4ece\u89c4\u5212\u65f6\u95f4\u4e2d\u5265\u79bb\u3002<\/li>\n<li><strong>\u590d\u6742\u5ea6\u5206\u7ea7\uff1a<\/strong>\u8ba9\u667a\u80fd\u4f53\u7ed9\u51fa\u4efb\u52a1\u590d\u6742\u5ea6\u4f30\u8ba1\uff0c\u4f5c\u4e3a\u540e\u7eed\u300c\u54ea\u4e9b\u4efb\u52a1\u4ea4\u7ed9\u667a\u80fd\u4f53\u3001\u54ea\u4e9b\u5fc5\u987b\u4eba\u5de5\u4e3b\u5bfc\u300d\u7684\u8c03\u5ea6\u4f9d\u636e\u3002<\/li>\n<\/ul>\n<div class=\"doc-callout doc-callout-warning\">\n<div class=\"doc-callout-title\">\u26a0\ufe0f \u751f\u4ea7\u907f\u5751\u98ce\u9669<\/div>\n<p>\u4e0d\u8981\u8ba9\u667a\u80fd\u4f53\u5728\u7f3a\u4e4f\u9a8c\u6536\u6807\u51c6\u7684\u60c5\u51b5\u4e0b\u76f4\u63a5\u751f\u6210 Issue\u3002\u6ca1\u6709\u660e\u786e Acceptance Criteria \u7684 Issue \u4f1a\u88ab\u4e0b\u6e38\u667a\u80fd\u4f53\u300c\u81ea\u7531\u53d1\u6325\u300d\uff0c\u6700\u7ec8\u5728\u5ba1\u67e5\u9636\u6bb5\u4ee5\u6570\u500d\u7684\u8fd4\u5de5\u6210\u672c\u507f\u8fd8\u3002\u89c4\u5212\u9636\u6bb5\u7684\u4e25\u8c28\u5ea6\uff0c\u76f4\u63a5\u51b3\u5b9a\u6784\u5efa\u9636\u6bb5\u7684\u8fd4\u5de5\u7387\u3002<\/p><\/div>\n<h2 class=\"doc-h2\">\u4e09\u3001Build \u4e0e Verify\uff1aAgentic Engineering \u7684\u6784\u5efa\u4e0e\u9a8c\u8bc1\u95ed\u73af<\/h2>\n<h3 class=\"doc-h3\">3.1 \u6784\u5efa\u9636\u6bb5\uff1a\u667a\u80fd\u4f53\u6267\u884c\uff0c\u4eba\u7c7b\u638c\u8235<\/h3>\n<p class=\"doc-p\">\u8fdb\u5165 Build \u9636\u6bb5\uff0c\u667a\u80fd\u4f53\u57fa\u4e8e Plan \u9636\u6bb5\u6c89\u6dc0\u7684 Issue \u4e0e\u9a8c\u6536\u6807\u51c6\u6267\u884c\u7f16\u7801\u3001\u521b\u5efa\u5206\u652f\u3001\u63d0\u4ea4 PR\u3002\u8fd9\u91cc\u7684\u5173\u952e\u67b6\u6784\u539f\u5219\u662f<strong>\u804c\u8d23\u5206\u79bb<\/strong>\uff1a\u667a\u80fd\u4f53\u8d1f\u8d23\u5b9e\u73b0\uff0c\u4eba\u7c7b\u8d1f\u8d23\u65b9\u5411\u4e0e\u8fb9\u754c\u3002\u4e00\u4e2a\u6210\u719f\u7684 Agentic Engineering \u6d41\u6c34\u7ebf\uff0c\u4f1a\u5728\u6784\u5efa\u9636\u6bb5\u5f3a\u5236\u6ce8\u5165\u4ee5\u4e0b\u7ea6\u675f\uff1a<\/p>\n<ul class=\"doc-list\">\n<li>\u6bcf\u4e2a\u667a\u80fd\u4f53\u4efb\u52a1\u5fc5\u987b\u7ed1\u5b9a\u552f\u4e00 Issue\uff0c\u7981\u6b62\u65e0\u6765\u6e90\u7684\u81ea\u7531\u7f16\u7801\uff1b<\/li>\n<li>\u5206\u652f\u547d\u540d\u4e0e\u63d0\u4ea4\u4fe1\u606f\u9075\u5faa\u56e2\u961f\u89c4\u8303\uff0c\u4fbf\u4e8e\u540e\u7eed\u8ffd\u6eaf\uff1b<\/li>\n<li>PR \u63cf\u8ff0\u5fc5\u987b\u81ea\u52a8\u5f15\u7528\u9a8c\u6536\u6807\u51c6\uff0c\u4f5c\u4e3a\u5ba1\u67e5\u9636\u6bb5\u7684\u6838\u5bf9\u6e05\u5355\u3002<\/li>\n<\/ul>\n<h3 class=\"doc-h3\">3.2 \u9a8c\u8bc1\u9636\u6bb5\uff1a\u7834\u89e3 441% \u5ba1\u67e5\u79ef\u538b\u7684\u7ed3\u6784\u6027\u96be\u9898<\/h3>\n<p class=\"doc-p\">\u524d\u6587\u63d0\u5230\u7684 441% \u5ba1\u67e5\u8017\u65f6\u589e\u957f\uff0c\u672c\u8d28\u4e0a\u662f\u300c\u751f\u6210\u901f\u5ea6\u300d\u4e0e\u300c\u5ba1\u67e5\u5e26\u5bbd\u300d\u4e4b\u95f4\u7684\u7ed3\u6784\u6027\u9519\u914d\u3002Agentic Engineering \u7684\u5e94\u5bf9\u601d\u8def\u4e0d\u662f\u7b80\u5355\u5730\u628a\u5ba1\u67e5\u4e5f\u4ea4\u7ed9 AI\uff0c\u800c\u662f<strong>\u5206\u5c42\u5ba1\u67e5<\/strong>\uff1a\u7531\u667a\u80fd\u4f53\u627f\u62c5\u7b2c\u4e00\u9053\u673a\u68b0\u6027\u5ba1\u67e5\uff08\u89c4\u8303\u3001\u6d4b\u8bd5\u8986\u76d6\u3001\u660e\u663e\u7f3a\u9677\u3001\u9a8c\u6536\u6807\u51c6\u6838\u5bf9\uff09\uff0c\u628a\u4eba\u7c7b\u5ba1\u67e5\u8005\u7684\u6ce8\u610f\u529b\u96c6\u4e2d\u5230\u67b6\u6784\u51b3\u7b56\u4e0e\u4e1a\u52a1\u8bed\u4e49\u4e0a\u3002<\/p>\n<div class=\"doc-table-wrapper\">\n<table class=\"doc-table\">\n<thead>\n<tr>\n<th>\u5ba1\u67e5\u7ef4\u5ea6<\/th>\n<th>\u4f20\u7edf\u4eba\u5de5\u5ba1\u67e5<\/th>\n<th>Agentic Engineering \u5206\u5c42\u5ba1\u67e5<\/th>\n<th>\u67b6\u6784\u6536\u76ca<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u4ee3\u7801\u89c4\u8303\u4e0e\u98ce\u683c<\/td>\n<td>\u4eba\u5de5\u9010\u884c\u68c0\u67e5<\/td>\n<td>\u667a\u80fd\u4f53\u81ea\u52a8\u6821\u9a8c\u5e76\u4fee\u590d<\/td>\n<td><span class=\"badge-tag-green\">\u91ca\u653e\u4eba\u529b<\/span><\/td>\n<\/tr>\n<tr>\n<td>\u6d4b\u8bd5\u8986\u76d6\u4e0e\u7ed3\u679c<\/td>\n<td>\u4eba\u5de5\u6838\u5bf9\u62a5\u544a<\/td>\n<td>\u667a\u80fd\u4f53\u8bc4\u4f30\u6d4b\u8bd5\u7ed3\u679c\u5e76\u6807\u6ce8\u98ce\u9669<\/td>\n<td><span class=\"badge-tag-green\">\u63d0\u901f\u663e\u8457<\/span><\/td>\n<\/tr>\n<tr>\n<td>\u9a8c\u6536\u6807\u51c6\u6838\u5bf9<\/td>\n<td>\u4f9d\u8d56\u8bb0\u5fc6\u4e0e\u6587\u6863<\/td>\n<td>\u667a\u80fd\u4f53\u5bf9\u7167 Issue \u9010\u6761\u6838\u9a8c<\/td>\n<td><span class=\"badge-tag-green\">\u964d\u4f4e\u9057\u6f0f<\/span><\/td>\n<\/tr>\n<tr>\n<td>\u67b6\u6784\u4e0e\u4e1a\u52a1\u8bed\u4e49<\/td>\n<td>\u4eba\u5de5\u4e3b\u5bfc<\/td>\n<td>\u4eba\u5de5\u4e3b\u5bfc\uff08\u667a\u80fd\u4f53\u63d0\u4f9b\u4e0a\u4e0b\u6587\u6458\u8981\uff09<\/td>\n<td><span class=\"badge-tag-green\">\u805a\u7126\u9ad8\u4ef7\u503c<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<div class=\"doc-callout doc-callout-danger\">\n<div class=\"doc-callout-title\">\ud83d\udea8 \u4e25\u91cd\u9690\u60a3\u544a\u8b66<\/div>\n<p>\u5207\u52ff\u8ba9\u667a\u80fd\u4f53\u62e5\u6709 PR \u81ea\u52a8\u5408\u5e76\u6743\u9650\u3002\u5206\u5c42\u5ba1\u67e5\u7684\u524d\u63d0\u662f\u300c\u4eba\u7c7b\u7ec8\u5ba1\u95e8\u7981\u300d\u4e0d\u53ef\u7ed5\u8fc7\u3002\u4e00\u65e6\u667a\u80fd\u4f53\u53ef\u4ee5\u81ea\u884c\u5408\u5e76\uff0c441% \u7684\u5ba1\u67e5\u79ef\u538b\u4f1a\u8f6c\u5316\u4e3a 441% \u7684\u751f\u4ea7\u4e8b\u6545\u98ce\u9669\u2014\u2014\u5ba1\u67e5\u73af\u8282\u88ab\u8df3\u8fc7\uff0c\u7f3a\u9677\u76f4\u8fbe\u7ebf\u4e0a\u3002<\/p><\/div>\n<h2 class=\"doc-h2\">\u56db\u3001Observe \u9636\u6bb5\uff1a\u628a\u751f\u4ea7\u89c2\u6d4b\u7eb3\u5165 Agentic Engineering \u95ed\u73af<\/h2>\n<p class=\"doc-p\">\u5927\u591a\u6570\u56e2\u961f\u5728 Build \u4e0e Verify \u4e4b\u540e\u5c31\u505c\u4e0b\u4e86\uff0c\u4f46 Agentic Engineering \u7684\u5b8c\u6574\u95ed\u73af\u5fc5\u987b\u5ef6\u4f38\u5230 Observe\u3002\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u5f02\u5e38\u3001\u544a\u8b66\u3001\u6027\u80fd\u9000\u5316\uff0c\u5e94\u5f53\u7531\u667a\u80fd\u4f53\u8fdb\u884c\u521d\u6b65\u6839\u56e0\u7b5b\u67e5\uff0c\u5e76\u628a\u7ed3\u8bba\u56de\u5199\u5230 Issue \u4e0e\u77e5\u8bc6\u5e93\u4e2d\uff0c\u5f62\u6210\u4e0b\u4e00\u8f6e Plan \u9636\u6bb5\u7684\u4e0a\u4e0b\u6587\u8f93\u5165\u3002<\/p>\n<p class=\"doc-p\">\u8fd9\u4e00\u9636\u6bb5\u7684\u6280\u672f\u8981\u70b9\u5728\u4e8e<strong>\u53ef\u89c2\u6d4b\u6570\u636e\u7684\u7ed3\u6784\u5316\u63a5\u5165<\/strong>\u3002\u667a\u80fd\u4f53\u9700\u8981\u80fd\u591f\u8bfb\u53d6\u65e5\u5fd7\u3001\u6307\u6807\u3001\u8ffd\u8e2a\u6570\u636e\uff0c\u5e76\u5177\u5907\u5c06\u975e\u7ed3\u6784\u5316\u544a\u8b66\u8f6c\u5316\u4e3a\u53ef\u6267\u884c Issue \u7684\u80fd\u529b\u3002\u56de\u5199\u673a\u5236\u662f\u6574\u4e2a\u95ed\u73af\u7684\u300c\u8bb0\u5fc6\u300d\uff0c\u6ca1\u6709\u5b83\uff0cAgentic Engineering \u5c31\u9000\u5316\u4e3a\u4e00\u6b21\u6027\u7684\u4ee3\u7801\u751f\u6210\u5de5\u5177\u94fe\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"yaml\" data-enlighter-title=\"agentic-workflow.yaml (\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u7f16\u6392\u793a\u4f8b)\">name: agentic-engineering-pipeline\non:\n  issues:\n    types: [labeled]\n  pull_request:\n    types: [opened, synchronize]\n\njobs:\n  plan:\n    if: github.event.label.name == 'agent-ready'\n    runs-on: ubuntu-latest\n    steps:\n      - name: \u805a\u5408\u4e0a\u4e0b\u6587\u5e76\u751f\u6210\u5b9e\u73b0\u8ba1\u5212\n        uses: github\/copilot-agent-action@v1\n        with:\n          task: plan\n          context: issue,linked-prs,slack-thread\n\n  build:\n    needs: plan\n    runs-on: ubuntu-latest\n    steps:\n      - name: \u667a\u80fd\u4f53\u7f16\u7801\u5e76\u521b\u5efa PR\n        uses: github\/copilot-agent-action@v1\n        with:\n          task: implement\n          acceptance-criteria: from-issue\n\n  verify:\n    needs: build\n    runs-on: ubuntu-latest\n    steps:\n      - name: \u5206\u5c42\u5ba1\u67e5 - \u673a\u68b0\u6027\u6821\u9a8c\n        uses: github\/copilot-agent-action@v1\n        with:\n          task: review\n          scope: lint,test-coverage,acceptance\n      - name: \u4eba\u5de5\u7ec8\u5ba1\u95e8\u7981\n        uses: actions\/github-script@v7\n        with:\n          script: |\n            \/\/ \u5f3a\u5236\u8981\u6c42\u4eba\u7c7b\u5ba1\u6279\uff0c\u7981\u6b62\u667a\u80fd\u4f53\u81ea\u52a8\u5408\u5e76\n            core.info('\u7b49\u5f85\u4eba\u5de5\u7ec8\u5ba1...')\n\n  observe:\n    needs: verify\n    runs-on: ubuntu-latest\n    steps:\n      - name: \u751f\u4ea7\u89c2\u6d4b\u56de\u5199\n        uses: github\/copilot-agent-action@v1\n        with:\n          task: observe\n          sources: logs,metrics,traces\n          writeback: issue-comment,knowledge-base\n<\/pre>\n<h2 class=\"doc-h2\">\u4e94\u3001Agentic Engineering \u843d\u5730\u7684\u5de5\u7a0b\u5316\u5efa\u8bae<\/h2>\n<p class=\"doc-p\">\u4f5c\u4e3a\u67b6\u6784\u5e08\uff0c\u6211\u66f4\u5173\u5fc3\u7684\u662f\u300c\u5982\u4f55\u8ba9\u8fd9\u5957\u6d41\u6c34\u7ebf\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u7a33\u5b9a\u8fd0\u8f6c\u300d\u3002\u4ee5\u4e0b\u662f\u51e0\u6761\u7ecf\u8fc7\u5b9e\u8df5\u68c0\u9a8c\u7684\u843d\u5730\u539f\u5219\uff1a<\/p>\n<ul class=\"doc-list\">\n<li><strong>\u4e0a\u4e0b\u6587\u5373\u57fa\u7840\u8bbe\u65bd\uff1a<\/strong>\u628a MCP \u8fde\u63a5\u5668\u3001\u77e5\u8bc6\u5e93\u3001Issue \u6a21\u677f\u5f53\u4f5c\u4e00\u7b49\u516c\u6c11\u6765\u5efa\u8bbe\uff0c\u667a\u80fd\u4f53\u7684\u8f93\u51fa\u8d28\u91cf\u4e0a\u9650\u7531\u4e0a\u4e0b\u6587\u8d28\u91cf\u51b3\u5b9a\u3002<\/li>\n<li><strong>\u9636\u6bb5\u804c\u8d23\u663e\u5f0f\u5316\uff1a<\/strong>\u4e3a Plan\u3001Build\u3001Verify\u3001Observe \u6bcf\u4e2a\u9636\u6bb5\u5b9a\u4e49\u667a\u80fd\u4f53\u7684\u8f93\u5165\u3001\u8f93\u51fa\u4e0e\u7981\u6b62\u52a8\u4f5c\uff0c\u907f\u514d\u804c\u8d23\u8d8a\u754c\u3002<\/li>\n<li><strong>\u4eba\u7c7b\u95e8\u7981\u4e0d\u53ef\u59a5\u534f\uff1a<\/strong>\u5408\u5e76\u3001\u53d1\u5e03\u3001\u751f\u4ea7\u53d8\u66f4\u4e09\u7c7b\u52a8\u4f5c\u5fc5\u987b\u4fdd\u7559\u4eba\u5de5\u5ba1\u6279\u8282\u70b9\u3002<\/li>\n<li><strong>\u5ea6\u91cf\u95ed\u73af\uff1a<\/strong>\u6301\u7eed\u8ffd\u8e2a PR \u5ba1\u67e5\u65f6\u957f\u3001\u8fd4\u5de5\u7387\u3001\u667a\u80fd\u4f53\u4efb\u52a1\u6210\u529f\u7387\uff0c\u7528\u6570\u636e\u9a71\u52a8\u6d41\u6c34\u7ebf\u8fed\u4ee3\u3002<\/li>\n<\/ul>\n<div class=\"doc-callout doc-callout-info\">\n<div class=\"doc-callout-title\">\ud83d\udca1 \u67b6\u6784\u6838\u5fc3\u51b3\u7b56<\/div>\n<p>Agentic Engineering \u7684\u6210\u719f\u5ea6\u4e0d\u53d6\u51b3\u4e8e\u667a\u80fd\u4f53\u6709\u591a\u5f3a\uff0c\u800c\u53d6\u51b3\u4e8e\u4f60\u7684\u5de5\u7a0b\u7cfb\u7edf\u80fd\u5426\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u7a33\u5b9a\u3001\u7ed3\u6784\u5316\u3001\u53ef\u56de\u5199\u7684\u4e0a\u4e0b\u6587\u3002\u5148\u4fee\u4e0a\u4e0b\u6587\u7ba1\u9053\uff0c\u518d\u8c08\u667a\u80fd\u4f53\u7f16\u6392\u3002<\/p><\/div>\n<details class=\"doc-accordion\">\n<summary>\u70b9\u51fb\u5c55\u5f00\uff1a\u667a\u80fd\u4f53\u4e0a\u4e0b\u6587\u63a5\u5165\u68c0\u67e5\u6e05\u5355<\/summary>\n<div class=\"doc-accordion-content\">\n<pre><code class=\"language-bash\"># Agentic Engineering \u4e0a\u4e0b\u6587\u63a5\u5165\u81ea\u68c0\n1. Issue \u6a21\u677f\u662f\u5426\u5305\u542b\u9a8c\u6536\u6807\u51c6\u5b57\u6bb5\uff1f\n2. Slack\/Teams \u8ba8\u8bba\u662f\u5426\u53ef\u88ab\u667a\u80fd\u4f53\u68c0\u7d22\uff1f\n3. \u5386\u53f2 PR \u4e0e\u8bbe\u8ba1\u6587\u6863\u662f\u5426\u5df2\u5efa\u7acb\u7d22\u5f15\uff1f\n4. \u751f\u4ea7\u65e5\u5fd7\/\u6307\u6807\/\u8ffd\u8e2a\u662f\u5426\u53ef\u88ab\u667a\u80fd\u4f53\u8bfb\u53d6\uff1f\n5. \u667a\u80fd\u4f53\u56de\u5199\u901a\u9053\uff08Issue \u8bc4\u8bba\/\u77e5\u8bc6\u5e93\uff09\u662f\u5426\u6253\u901a\uff1f\n6. \u5408\u5e76\u4e0e\u53d1\u5e03\u95e8\u7981\u662f\u5426\u5f3a\u5236\u4eba\u5de5\u5ba1\u6279\uff1f\n7. \u662f\u5426\u5df2\u5efa\u7acb PR \u5ba1\u67e5\u65f6\u957f\u4e0e\u8fd4\u5de5\u7387\u7684\u5ea6\u91cf\u770b\u677f\uff1f<\/code><\/pre>\n<\/div>\n<\/details>\n<div class=\"doc-callout doc-callout-related\">\n<div class=\"doc-callout-title\">\ud83d\udd17 \u5ef6\u4f38\u9605\u8bfb\u4e0e\u4e13\u680f\u63a8\u8350<\/div>\n<ul class=\"doc-internal-links\">\n<li><strong>\u6240\u5c5e\u4e13\u680f\uff1a<\/strong><a href=\"https:\/\/btc354.com\/index.php\/category\/ai\/\">\u6d4f\u89c8\u66f4\u591a\u3010AI\u3011\u6280\u672f\u67b6\u6784\u4e0e\u5de5\u7a0b\u5b9e\u6218\u6587\u7ae0<\/a><\/li>\n<li><strong>\u63a8\u8350\u6df1\u5ea6\u9605\u8bfb\uff1a<\/strong><a href=\"https:\/\/btc354.com\/index.php\/2026\/11\/02\/ai-agent-%e5%ae%9e%e6%97%b6%e8%a1%8c%e4%b8%ba%e7%9b%91%e6%8e%a7%e4%bd%93%e7%b3%bb%e6%9e%84%e5%bb%ba%ef%bc%9a%e4%bb%8e%e9%bb%91%e7%9b%92%e6%89%a7%e8%a1%8c%e5%88%b0%e5%85%a8%e9%93%be%e8%b7%af%e5%8f%af\/\">AI Agent \u5b9e\u65f6\u884c\u4e3a\u76d1\u63a7\u4f53\u7cfb\u6784\u5efa\uff1a\u4ece\u9ed1\u76d2\u6267\u884c\u5230\u5168\u94fe\u8def\u53ef\u89c2\u6d4b\u7684\u67b6\u6784\u5b9e\u6218\u6307\u5357<\/a><\/li>\n<li><strong>\u63a8\u8350\u6df1\u5ea6\u9605\u8bfb\uff1a<\/strong><a href=\"https:\/\/btc354.com\/index.php\/2026\/11\/02\/claude-code-%e8%87%aa%e5%8a%a8%e5%8c%96-pr-%e6%b2%bb%e7%90%86%ef%bc%9a%e7%94%a8%e6%96%87%e4%bb%b6%e5%90%8d%e5%9b%9e%e6%ba%af%e9%87%8f%e5%8c%96%e3%80%8c%e5%85%8d%e4%ba%ba%e5%b7%a5%e5%ae%a1%e6%9f%a5\/\">Claude Code \u81ea\u52a8\u5316 PR \u6cbb\u7406\uff1a\u7528\u6587\u4ef6\u540d\u56de\u6eaf\u91cf\u5316\u300c\u514d\u4eba\u5de5\u5ba1\u67e5\u300d\u8fb9\u754c\u4e0e\u5de5\u7a0b\u843d\u5730<\/a><\/li>\n<li><strong>\u5168\u7ad9\u6280\u672f\u5f52\u6863\uff1a<\/strong><a href=\"https:\/\/btc354.com\/\">\u8fd4\u56de \u4e2a\u4eba\u5b66\u4e60\u7ad9\u70b9 \u9996\u9875\u63a2\u7d22\u66f4\u591a\u6280\u672f\u524d\u6cbf<\/a><\/li>\n<\/ul>\n<\/div>\n<div class=\"doc-ref-box\">\n  <strong>\u539f\u6587\u51fa\u5904\u4e0e\u6743\u5a01\u6eaf\u6e90\u58f0\u660e\uff1a<\/strong><br \/>\n  \u672c\u6587\u6838\u5fc3\u6280\u672f\u80cc\u666f\u6e90\u81ea GitHub \u5b98\u65b9\u535a\u5ba2\u7684\u4e00\u7ebf\u5de5\u7a0b\u5b9e\u8df5\uff1a<br \/>\n  <a href=\"https:\/\/github.blog\/ai-and-ml\/github-copilot\/beyond-code-generation-a-developers-guide-to-agentic-engineering\/\" target=\"_blank\" rel=\"noopener noreferrer\">Beyond code generation: A developer&#8217;s guide to agentic engineering (GitHub Blog \/ Nick Liffen &amp; Philip Holleran)<\/a>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Agentic Engineering \u6b63\u5728\u91cd\u5851\u8f6f\u4ef6\u5f00\u53d1\u5168\u6d41\u7a0b\u3002\u672c\u6587\u57fa\u4e8e GitHub \u5b98\u65b9\u5b9e\u8df5\uff0c\u6df1\u5ea6\u62c6\u89e3 Plan\u3001Build\u3001Verify\u3001Observe \u56db\u9636\u6bb5\u667a\u80fd\u4f53\u7f16\u6392\u67b6\u6784\uff0c\u5256\u6790 PR \u5ba1\u67e5\u8017\u65f6\u66b4\u589e 441% 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