{"id":29682,"date":"2026-07-06T07:45:07","date_gmt":"2026-07-05T23:45:07","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=29682"},"modified":"2026-07-06T07:45:07","modified_gmt":"2026-07-05T23:45:07","slug":"%e4%bb%8eai-coding-%e5%88%b0-harness-engineering-%e7%9a%84%e7%ab%af%e5%88%b0%e7%ab%af%e5%b7%a5%e7%a8%8b%e5%bc%80%e5%8f%91%e5%ae%9e%e8%b7%b5","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2026\/07\/06\/29682\/","title":{"rendered":"\u4eceAI Coding \u5230 Harness Engineering \u7684\u7aef\u5230\u7aef\u5de5\u7a0b\u5f00\u53d1\u5b9e\u8df5"},"content":{"rendered":"<div class=\"article-desc\">\u8fd9\u7bc7\u6587\u7ae0\u4e3b\u8981\u8bb0\u5f55\u4e86\u56e2\u961f\u5728\u8df5\u884c Harness \u5de5\u7a0b\u5316\u8fc7\u7a0b\u4e2d\u9047\u5230\u7684\u4e00\u4e9b\u95ee\u9898\u4ee5\u53ca\u5b9e\u8df5\u7ecf\u9a8c\uff0c\u629b\u7816\u5f15\u7389\uff0c\u6b22\u8fce\u5176\u4ed6\u56e2\u961f\u540c\u5b66\u4e00\u8d77\u63a2\u8ba8\u3002<\/div>\n<div id=\"postspictures\" 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\u5de5\u7a0b\uff0c\u4e3b\u8981\u5305\u542b\u4e86\u4e24\u90e8\u5206\u5de5\u7a0b\u80fd\u529b\uff1a\u77e5\u8bc6\u5e93\u5de5\u7a0b\u548c\u57fa\u4e8e\u77e5\u8bc6\u5e93\u4e4b\u4e0a\u6784\u5efa\u7684\u7aef\u5230\u7aef\u5f00\u53d1\u5de5\u7a0b\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202607\/04\/d4d548834e15e951316297ab2cc2cf2c77c671.webp\" data-type=\"block\" \/><\/p>\n<p>\u77e5\u8bc6\u5e93\u5de5\u7a0b\u8d1f\u8d23\u5c06\u6563\u843d\u5728\u4ee3\u7801\u3001\u6587\u6863\u3001\u53ef\u89c2\u6d4b\u7cfb\u7edf\u4e2d\u7684\u5de5\u7a0b\u77e5\u8bc6\uff0c\u6309\u7167\u4e00\u5b9a\u7ed3\u6784\u8fdb\u884c\u6c89\u6dc0\u548c\u66f4\u65b0\uff0c\u5e76\u63d0\u4f9b\u7ed9\u4e0a\u5c42\u7aef\u5230\u7aef\u5f00\u53d1\u5de5\u7a0b\u6d88\u8d39\u3002<\/p>\n<p>\u6574\u4e2a\u7aef\u5230\u7aef\u5f00\u53d1\u5de5\u7a0b\u4ee5\u201c\u72b6\u6001\u6587\u4ef6\u201d\u4e3a\u9a71\u52a8\uff0c\u5b9e\u73b0\u4e86\u5c06\u4e00\u4e2a\u9700\u6c42\u7531 AI \u6309\u7167\u9700\u6c42\u62c6\u89e3-&gt;\u9700\u6c42\u6f84\u6e05-&gt;\u4efb\u52a1\u62c6\u89e3-&gt;\u5e76\u884c\u5f00\u53d1-&gt;\u5355\u6d4b\u6821\u9a8c-&gt;\u4ee3\u7801\u5ba1\u67e5-&gt;\u6d4b\u8bd5\u73af\u5883\u90e8\u7f72-&gt;\u7528\u4f8b\u8bf7\u6c42\u6784\u9020-&gt;\u63a5\u53e3\u9a8c\u8bc1-&gt;\u63d0\u4ea4\u4ee3\u7801\u5168\u6d41\u7a0b\u6267\u884c\uff0c\u4eba\u5728\u5176\u4e2d\u53ea\u8d1f\u8d23\u6838\u5fc3\u5173\u952e\u9636\u6bb5\u7684\u51b3\u7b56\u548c\u4fe1\u606f\u8865\u5168\u3002<\/p>\n<p>\u5f53\u524d\uff0c\u6211\u4eec\u7684\u6574\u5957\u4f53\u7cfb\u5305\u542b 800+ \u7ed3\u6784\u5316\u6587\u6863\uff0c\u77e5\u8bc6\u8303\u56f4\u6db5\u76d6\u540e\u53f0 90+ \u4e2a\u5fae\u670d\u52a1\uff0c\u7aef\u5230\u7aef\u6d41\u7a0b\u6c89\u6dc0\u4e86 12 \u4e2a\u4e13\u5bb6 Agent\u300130+ \u4e1a\u52a1\u76f8\u5173 Skill \u4ee5\u53ca 10+ \u4e2a\u56fa\u5b9a\u6d41\u7a0b\u811a\u672c\u3002<\/p>\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u77e5\u8bc6\u5e93\u5de5\u7a0b\u662f\u6574\u4e2a Harness \u4f53\u7cfb\u7684\u5e95\u5ea7\u2014\u2014\u4e0a\u5c42\u7aef\u5230\u7aef\u5f00\u53d1\u6d41\u7a0b\u7684\u6bcf\u4e00\u4e2a\u73af\u8282\uff0c\u4ece\u9700\u6c42\u62c6\u89e3\u5230\u63a5\u53e3\u9a8c\u8bc1\uff0c\u90fd\u4f9d\u8d56\u5b83\u63d0\u4f9b\u51c6\u786e\u3001\u7ed3\u6784\u5316\u7684\u4e1a\u52a1\u4e0a\u4e0b\u6587\u3002\u56e0\u6b64\uff0c\u672c\u6587\u4f1a\u5148\u4ece\u77e5\u8bc6\u5e93\u5de5\u7a0b\u5f00\u59cb\u4ecb\u7ecd\uff0c\u518d\u5c55\u5f00\u5230\u7aef\u5230\u7aef\u5f00\u53d1\u5de5\u7a0b\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>\u4e09\u3001Knowledge Engineering\u2014\u2014\u8ba9 AI \u771f\u6b63\u61c2\u4e1a\u52a1<\/h3>\n<p>\u5728\u590d\u6742\u4e1a\u52a1\u7cfb\u7edf\u4e2d\uff0cAI \u6700\u5927\u7684\u95ee\u9898\u5e76\u4e0d\u662f\u201c\u4e0d\u4f1a\u5199\u4ee3\u7801\u201d\uff0c\u800c\u662f\u7f3a\u4e4f\u771f\u5b9e\u3001\u51c6\u786e\u3001\u6301\u7eed\u66f4\u65b0\u7684\u4e1a\u52a1\u77e5\u8bc6\u4f5c\u4e3a\u80cc\u666f\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>\u524d\u9762\u63d0\u5230\uff0c\u5bf9\u8bdd\u5f0f AI Coding \u7684\u4e00\u4e2a\u6838\u5fc3\u75db\u70b9\u662f\u7f3a\u4e4f\u5b8c\u6574\u7684\u4e1a\u52a1\u77e5\u8bc6\u2014\u2014\u6bcf\u6b21\u5f00\u53d1\u9700\u6c42\uff0c\u90fd\u9700\u8981\u4eba\u5148\u628a\u9700\u6c42\u6d89\u53ca\u7684\u591a\u4e2a\u670d\u52a1\u3001\u4e1a\u52a1\u80cc\u666f\u3001\u63a5\u53e3\u8c03\u7528\u5173\u7cfb\u7b49\u634b\u6e05\u695a\uff0c\u518d\u9010\u6761\u5582\u7ed9 AI\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u8fd9\u4efd\u4e0a\u4e0b\u6587\u662f\u4e00\u6b21\u6027\u7684\uff0c\u8fd9\u6b21\u8bb2\u6e05\u695a\u4e86\uff0c\u4e0b\u6b21\u6362\u4e2a\u9700\u6c42\u3001\u6362\u4e2a\u7a97\u53e3\uff0c\u53c8\u5f97\u4ece\u5934\u518d\u6765\u3002\u5982\u679c\u6ca1\u6709\u4e00\u5957\u7cfb\u7edf\u5316\u7684\u77e5\u8bc6\u7ba1\u7406\u673a\u5236\uff0cAI \u5728\u6bcf\u6b21\u6267\u884c\u4efb\u52a1\u65f6\u90fd\u76f8\u5f53\u4e8e&#8221;\u4ece\u96f6\u5f00\u59cb\u7406\u89e3\u4e1a\u52a1&#8221;\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u77e5\u8bc6\u5e93\u662f\u6574\u4e2a Harness \u5de5\u7a0b\u4f53\u7cfb\u7684\u57fa\u77f3\u2014\u2014\u5b83\u51b3\u5b9a\u4e86 AI \u5728\u9700\u6c42\u62c6\u89e3\u3001\u6280\u672f\u65b9\u6848\u3001\u4ee3\u7801\u751f\u6210\u3001\u63a5\u53e3\u9a8c\u8bc1\u7b49\u6bcf\u4e00\u4e2a\u73af\u8282\u4e2d\uff0c\u80fd\u5426\u62ff\u5230\u6b63\u786e\u3001\u5145\u5206\u7684\u4e0a\u4e0b\u6587\u3002\u77e5\u8bc6\u5e93\u5efa\u8bbe\u5f97\u597d\u4e0d\u597d\uff0c\u76f4\u63a5\u5f71\u54cd\u5230\u6574\u4e2a\u7aef\u5230\u7aef\u5f00\u53d1\u6d41\u7a0b\u7684\u6574\u4f53\u6548\u679c\u3002\u4f46\u662f\uff0c\u77e5\u8bc6\u5e93\u4f53\u7cfb\u7684\u5efa\u8bbe\uff0c\u76ee\u524d\u4e5f\u662f\u4e1a\u754c\u7684\u4e00\u4e2a\u6bd4\u8f83\u5927\u7684\u96be\u70b9\uff0c\u5728\u6211\u4eec\u56e2\u961f\u5b9e\u8df5\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5176\u96be\u70b9\u4e3b\u8981\u6709\u4ee5\u4e0b\u51e0\u4e2a\uff1a<\/p>\n<ul data-id=\"u738a58b-GZbkYM2Z\">\n<li data-id=\"ld70c578-pnf3dRlo\">\u51b7\u542f\u6d89\u53ca\u7684\u77e5\u8bc6\u6570\u636e\u89c4\u6a21\u5927\uff1a\u5e94\u7528\u5b9d\u6e38\u620f\u7814\u53d1\u540e\u53f0\u4e1a\u52a1\u8986\u76d6\u4e86\u6e38\u620f\u5b9d\u5238\/\u793c\u5305\u3001\u6d3b\u52a8\u5e73\u53f0\u3001\u79c1\u57df\u8fd0\u8425\u3001\u5fae\u4e0b\u8f7d\u7b49\u591a\u4e2a\u4e1a\u52a1\u57df\uff0c\u7ef4\u62a4\u7740\u6570\u767e\u4e2a\u5fae\u670d\u52a1\uff0c\u6bcf\u4e2a\u670d\u52a1\u6d89\u53ca\u591a\u5219\u5341\u51e0\u4e8c\u5341\u4e2a\u63a5\u53e3\uff0c\u4ec5\u63a5\u53e3\u6587\u6863\u8fd9\u5757\uff0c\u5176\u68b3\u7406\u3001\u7f16\u5199\u6d89\u53ca\u7684\u5de5\u4f5c\u91cf\u5c31\u975e\u5e38\u5927\uff0c\u66f4\u4e0d\u7528\u8bf4\u8fd8\u6709\u4e1a\u52a1\u903b\u8f91\u3001\u9886\u57df\u77e5\u8bc6\u7b49\u5185\u5bb9\u3002<\/li>\n<li data-id=\"ld70c578-2jyYgPmO\">\u5927\u91cf\u77e5\u8bc6\u80cc\u666f\u4e0b\u5982\u4f55\u7cbe\u786e\u63d0\u53d6\u77e5\u8bc6\uff1a\u5728\u5927\u91cf\u4e1a\u52a1\u77e5\u8bc6\u7684\u60c5\u51b5\u4e0b\uff0c\u9488\u5bf9\u6bcf\u4e00\u6b21\u95ee\u7b54\uff0c\u5982\u4f55\u7528\u597d\u77e5\u8bc6\uff0c\u51c6\u786e\u67e5\u8be2\u51fa\u9700\u8981\u7684\u5185\u5bb9\uff0c\u4e5f\u662f\u4e00\u4e2a\u9700\u8981\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/li>\n<li data-id=\"ld70c578-sJ2IzaTi\">\u77e5\u8bc6\u66f4\u65b0\u8fed\u4ee3\u901f\u5ea6\u5feb\uff0c\u5df2\u6709\u77e5\u8bc6\u5bb9\u6613\u8fc7\u671f\uff1a\u968f\u7740\u4ea7\u54c1\u7684\u6301\u7eed\u8fed\u4ee3\uff0c\u65e0\u8bba\u662f\u4ee3\u7801\u8fd8\u662f\u4e1a\u52a1\u5f62\u6001\u7684\u66f4\u65b0\u90fd\u975e\u5e38\u5feb\uff0c\u5728\u4ee5\u524d\u7684\u6587\u6863\u4e2d\uff0c\u4ee3\u7801\u6539\u4e86\u4f46\u6587\u6863\u6ca1\u6539\u7684\u60c5\u51b5\u51e0\u4e4e\u662f\u5e38\u6001\u3002\u4e00\u4efd\u5199\u4e8e\u534a\u5e74\u524d\u7684\u4e1a\u52a1\u68b3\u7406\u6587\u6863\uff0c\u5f80\u5f80\u5df2\u7ecf\u548c\u73b0\u5728\u7684\u903b\u8f91\u4e25\u91cd\u8131\u8282\u3002<\/li>\n<\/ul>\n<p>\u4e1a\u754c\u5f53\u4e0b\u5bf9\u4e8e\u77e5\u8bc6\u5e93\u5982\u4f55\u7ec4\u7ec7\uff0c\u4e5f\u6709\u975e\u5e38\u591a\u7684\u8ba8\u8bba\uff0cLLM Wiki\u3001Obsidian-Wiki\u3001GBrain \u7b49\u7b49\u6216\u65b9\u6cd5\u8bba\u6216\u5b9e\u8df5\u65b9\u6848\u4e5f\u5c42\u51fa\u4e0d\u7a77\u3002<\/p>\n<p>\u8fd9\u91cc\uff0c\u501f\u9274 LLM Wiki \u548c Obsidian-Wiki \u7684\u65b9\u6cd5\u8bba\u548c\u5b9e\u8df5\uff0c\u6211\u4eec\u56e2\u961f\u642d\u5efa\u4e86\u4e00\u5957\u7ed3\u6784\u5316\u7684\u77e5\u8bc6\u5e93\uff0c\u7531\u4e24\u90e8\u5206\u534f\u540c\u6784\u6210\uff1a<\/p>\n<ul data-id=\"u738a58b-8OIE8FSn\">\n<li data-id=\"ld70c578-rxuOS9xr\">\u81ea\u52a8\u751f\u6210\u90e8\u5206\uff1a\u901a\u8fc7 Skill \u4f53\u7cfb\u8ba9 AI \u81ea\u52a8\u8bfb\u4ee3\u7801\u3001\u81ea\u52a8\u751f\u6210\u7ed3\u6784\u5316\u6587\u6863\u3001\u81ea\u52a8\u7ef4\u62a4\u65b0\u9c9c\u5ea6\u3002<\/li>\n<li data-id=\"ld70c578-sBqdaxGZ\">\u624b\u5de5\u6c89\u6dc0\u90e8\u5206\uff1a\u7531\u4eba\u5728\u00a0custom.md\u00a0\u548c\u00a0common\/\u00a0\u4e2d\u6c89\u6dc0\u4e1a\u52a1\u80cc\u666f\u3001\u67b6\u6784\u51b3\u7b56\u3001\u4f7f\u7528\u89c4\u8303\u7b49 AI \u96be\u4ee5\u4ece\u4ee3\u7801\u4e2d\u63d0\u53d6\u7684\u77e5\u8bc6\u3002<\/li>\n<\/ul>\n<p>\u4e24\u8005\u7ed3\u5408\u5f62\u6210&#8221;AI \u751f\u4ea7 + \u4eba\u5de5\u8865\u5145 + AI \u6d88\u8d39&#8221;\u7684\u77e5\u8bc6\u5e93\u4f53\u7cfb\uff0c\u4e3a Harness \u5de5\u7a0b\u63d0\u4f9b\u6301\u7eed\u66f4\u65b0\u7684\u77e5\u8bc6\u4fe1\u606f\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202607\/04\/d2e49e08282d16f1a1b293f5ea787b1ec8fd9f.webp\" data-type=\"block\" \/><\/p>\n<h4>1. \u6574\u4f53\u76ee\u5f55\u7ed3\u6784<\/h4>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">llm<span class=\"token operator\">-<\/span>knowledge<span class=\"token operator\">\/<\/span>\r\n\u251c\u2500\u2500 backend<span class=\"token operator\">\/<\/span>\r\n\u2502   \u251c\u2500\u2500 overview<span class=\"token punctuation\">.<\/span>md                  # \u5168\u5c40\u603b\u89c8\r\n\u2502   \u251c\u2500\u2500 business<span class=\"token operator\">\/<\/span>\r\n\u2502   \u2502   \u251c\u2500\u2500 private_domain<span class=\"token operator\">\/<\/span>          # \u5546\u57ce\u4f1a\u5458\u57df\r\n\u2502   \u2502   \u251c\u2500\u2500 activity<span class=\"token operator\">\/<\/span>                # \u6d3b\u52a8\u5e73\u53f0\u57df\r\n\u2502   \u2502   \u251c\u2500\u2500 yybgame<span class=\"token operator\">\/<\/span>                 # \u798f\u5229\u5e73\u53f0\u57df\r\n\u2502   \u2502   \u2502   \u251c\u2500\u2500 meta<span class=\"token punctuation\">.<\/span>yaml            # \u670d\u52a1\u7d22\u5f15\r\n\u2502   \u2502   \u2502   \u251c\u2500\u2500 custom<span class=\"token operator\">\/<\/span>              # \u57df\u7ea7\u624b\u5de5\u6587\u6863\r\n\u2502   \u2502   \u2502   \u2514\u2500\u2500 service_name<span class=\"token operator\">\/<\/span>\r\n\u2502   \u2502   \u2502       \u251c\u2500\u2500 overview<span class=\"token punctuation\">.<\/span>md      # \u7b49<span class=\"token number\">8<\/span>\u7c7b\u81ea\u52a8\u751f\u6210\r\n\u2502   \u2502   \u2502       \u2514\u2500\u2500 custom<span class=\"token operator\">\/<\/span>          # \u670d\u52a1\u7ea7\u624b\u5de5\u6587\u6863\r\n\u2502   \u2502   \u2514\u2500\u2500 <span class=\"token operator\">...<\/span>                      # \u66f4\u591a\u4e1a\u52a1\u57df\r\n\u2502   \u2514\u2500\u2500 common<span class=\"token operator\">\/<\/span>                      # \u516c\u5171\u77e5\u8bc6\u5e93\r\n\u2502       \u251c\u2500\u2500 conventions<span class=\"token operator\">\/<\/span>             # \u5f00\u53d1\u89c4\u8303\r\n\u2502       \u251c\u2500\u2500 lib_usage<span class=\"token operator\">\/<\/span>               # \u5e38\u7528\u5e93\u6307\u5357\r\n\u2502       \u2514\u2500\u2500 tech<span class=\"token operator\">\/<\/span>                    # \u6280\u672f\u4e13\u9898\r\n\u2514\u2500\u2500 <span class=\"token punctuation\">.<\/span>codebuddy<span class=\"token operator\">\/<\/span>skills<span class=\"token operator\">\/<\/span><\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u6574\u4e2a\u77e5\u8bc6\u5e93\u7ed3\u6784\u5206\u4e3a\u4e09\u5c42\uff1a<\/p>\n<ul data-id=\"u738a58b-ON5Y5XUZ\">\n<li data-id=\"ld70c578-iwcLuxb1\">\u603b\u89c8\u5c42\u00a0backend\/overview.md\uff1a\u63cf\u8ff0\u6240\u6709\u4e1a\u52a1\u57df\u7684\u5173\u952e\u8bcd\u548c\u670d\u52a1\u8303\u56f4\uff0c\u77e5\u8bc6\u5e93\u67e5\u8be2\u7684\u7b2c\u4e00\u5165\u53e3<\/li>\n<li data-id=\"ld70c578-AffTTwy8\">\u57df\u5c42\u00a0{group}\/meta.yaml + {group}\/custom\/\uff1a\u673a\u5668\u53ef\u8bfb\u7684\u670d\u52a1\u7d22\u5f15 + \u4e1a\u52a1\u57df\u7ea7\u522b\u7684\u624b\u5de5\u6c89\u6dc0\u6587\u6863<\/li>\n<li data-id=\"ld70c578-1N6MOPr8\">\u670d\u52a1\u5c42\u00a0{service}\/*.md + {service}\/custom\/\uff1a\u6bcf\u4e2a\u670d\u52a1 8 \u7c7b\u81ea\u52a8\u751f\u6210\u6587\u6863 + \u624b\u5de5\u8865\u5145\u6587\u6863<\/li>\n<\/ul>\n<p>\u540c\u65f6\uff0c\u6587\u6863\u6587\u4ef6\u5206\u4e3a\u4e24\u7c7b\uff0c\u4e00\u7c7b\u662f\u4eba\u5de5\u624b\u52a8\u6c89\u6dc0\u7684\u6587\u6863\uff0c \u53e6\u4e00\u7c7b\u5219\u662f\u901a\u8fc7 Skill \u81ea\u52a8\u751f\u6210\u7684\u6587\u6863\uff1a<\/p>\n<p>\u624b\u5de5\u6c89\u6dc0\u6587\u6863\uff1a<\/p>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"656.997px\">\n<colgroup data-id=\"c7104f7d-Hc36Y64g\">\n<col span=\"1\" width=\"328.49\" data-id=\"cd89ecb0-a2WGbSD5\" \/>\n<col span=\"1\" width=\"328.507\" data-id=\"cd89ecb0-fb2J3ejj\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-gmd7Pm4k\">\n<tr data-id=\"t31e458f-Ue28zyO4\">\n<td data-id=\"t6267798-NedAIz37\" data-transient-attributes=\"table-cell-selection\">\u4f4d\u7f6e<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-fiCqcT9t\" data-transient-attributes=\"table-cell-selection\">\u7528\u9014<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-BQWPLGwj\">\n<td data-id=\"t238c116-CY8g4OgC\" data-transient-attributes=\"table-cell-selection\"><code>{service}\/custom\/<\/code><\/p>\n<p>\u6216\u00a0<code>{service}\/custom.md<\/code><\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-e0YDCJI7\" data-transient-attributes=\"table-cell-selection\">\u670d\u52a1\u7ea7\u624b\u5de5\u6587\u6863\uff1a\u4e1a\u52a1\u80cc\u666f\u3001\u8c03\u7528\u793a\u4f8b\u3001\u67b6\u6784\u51b3\u7b56\u3001\u5386\u53f2\u5305\u88b1\u8bf4\u660e\u7b49 AI \u96be\u4ee5\u4ece\u4ee3\u7801\u63a8\u65ad\u7684\u77e5\u8bc6<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-8GNnJHcg\">\n<td data-id=\"t238c116-jLCf97nN\" data-transient-attributes=\"table-cell-selection\"><code>{group}\/custom\/<\/code><\/p>\n<p>\u6216\u00a0<code>{group}\/custom.md<\/code><\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-l1SjIGZJ\" data-transient-attributes=\"table-cell-selection\">\u4e1a\u52a1\u57df\u7ea7\u624b\u5de5\u6587\u6863\uff1a\u8de8\u670d\u52a1\u7684\u4e1a\u52a1\u6d41\u7a0b\u8bf4\u660e\u3001\u9886\u57df\u6982\u5ff5\u5b9a\u4e49\u3001\u5e38\u89c1\u95ee\u9898\u6c47\u603b<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-kjO6CBrH\">\n<td class=\"table-last-column\" data-id=\"t238c116-2TLkhI6g\" data-transient-attributes=\"table-cell-selection\"><code>backend\/common\/<\/code><\/td>\n<td class=\"table-last-column table-last-row\" data-id=\"t238c116-803VXeYP\" data-transient-attributes=\"table-cell-selection\">\u8de8\u4e1a\u52a1\u57df\u516c\u5171\u77e5\u8bc6\u5e93\uff1a\u5f00\u53d1\u89c4\u8303\uff08<code>conventions\/<\/code>\uff09\u3001\u5e38\u7528\u5e93\u4f7f\u7528\u6307\u5357\uff08<code>lib_usage\/<\/code>\uff09\u3001\u6280\u672f\u4e13\u9898\uff08<code>tech\/<\/code>\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u81ea\u52a8\u751f\u6210\u6587\u6863\uff1a<\/p>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"656.997px\">\n<colgroup data-id=\"c7104f7d-ObZKJF2H\">\n<col span=\"1\" width=\"218.993\" data-id=\"cd89ecb0-YhgWQF1P\" \/>\n<col span=\"1\" width=\"218.993\" data-id=\"cd89ecb0-6BAi9oIc\" \/>\n<col span=\"1\" width=\"219.01\" data-id=\"cd89ecb0-1rDBBdTU\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-UKaIdQW6\">\n<tr data-id=\"t31e458f-snB3BEqk\">\n<td data-id=\"t6267798-geyUXEg6\" data-transient-attributes=\"table-cell-selection\">\u6587\u6863<\/td>\n<td data-id=\"t6267798-tUxfk2IK\" data-transient-attributes=\"table-cell-selection\">\u9762\u5411\u8bfb\u8005<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-GltpdZyw\" data-transient-attributes=\"table-cell-selection\">\u5185\u5bb9<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-uiaCDSsI\">\n<td data-id=\"t238c116-p1Q3aFZk\" data-transient-attributes=\"table-cell-selection\"><code>overview.md<\/code><\/td>\n<td data-id=\"t238c116-tXEOlmeB\" data-transient-attributes=\"table-cell-selection\">\u6240\u6709\u4eba<\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-T4A1ZLef\" data-transient-attributes=\"table-cell-selection\">\u5b9a\u4f4d\u3001\u6838\u5fc3\u80fd\u529b\u3001\u6280\u672f\u6808\u3001\u76ee\u5f55\u7ed3\u6784<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-NVnLZUBD\">\n<td data-id=\"t238c116-X0UlteO2\" data-transient-attributes=\"table-cell-selection\"><code>interfaces.md<\/code><\/td>\n<td data-id=\"t238c116-jjlUbTrC\" data-transient-attributes=\"table-cell-selection\">\u4f7f\u7528\u65b9 \/ AI<\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-0E6SrX90\" data-transient-attributes=\"table-cell-selection\">\u6240\u6709\u63a5\u53e3\u3001\u53c2\u6570\u3001\u4e1a\u52a1\u8bf4\u660e\u3001\u8fd17\u5929\u8c03\u7528\u91cf<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-NzU0ijeU\">\n<td data-id=\"t238c116-qB9hWJmf\" data-transient-attributes=\"table-cell-selection\"><code>architecture.md<\/code><\/td>\n<td data-id=\"t238c116-lXuR8YZK\" data-transient-attributes=\"table-cell-selection\">\u5f00\u53d1\u8005 \/ AI<\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-mjcTKRlL\" data-transient-attributes=\"table-cell-selection\">\u6838\u5fc3\u6570\u636e\u6d41\u3001\u5b9a\u65f6\u4efb\u52a1\u3001Kafka \u6d88\u8d39\u8005\u3001\u5173\u952e\u8bbe\u8ba1\u6a21\u5f0f<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-xBhywyVP\">\n<td data-id=\"t238c116-eCabm0gM\" data-transient-attributes=\"table-cell-selection\"><code>dependencies.md<\/code><\/td>\n<td data-id=\"t238c116-HGn1dBTE\" data-transient-attributes=\"table-cell-selection\">\u5f00\u53d1\u8005 \/ AI<\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-KNAOQZ1j\" data-transient-attributes=\"table-cell-selection\">\u4e0a\u6e38\u670d\u52a1\u4f9d\u8d56\u53ca\u8c03\u7528\u65b9\u5f0f<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-TVDN4PSW\">\n<td data-id=\"t238c116-HOIe1bWa\" data-transient-attributes=\"table-cell-selection\"><code>storage.md<\/code><\/td>\n<td data-id=\"t238c116-XRhCOV2Z\" data-transient-attributes=\"table-cell-selection\">\u5f00\u53d1\u8005 \/ AI<\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-brBMjTCA\" data-transient-attributes=\"table-cell-selection\">MySQL Redis Kafka \u7b49\u5b58\u50a8\u7ec4\u4ef6<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-lAcPr35d\">\n<td data-id=\"t238c116-qEOEfTB4\" data-transient-attributes=\"table-cell-selection\"><code>config.md<\/code><\/td>\n<td data-id=\"t238c116-eHvYMIbD\" data-transient-attributes=\"table-cell-selection\">\u8fd0\u7ef4 \/ \u5f00\u53d1\u8005<\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-fvXx9Ulz\" data-transient-attributes=\"table-cell-selection\">Rainbow Wuji DB \u52a8\u6001\u914d\u7f6e<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-RoNZR9sL\">\n<td data-id=\"t238c116-oUcoVuh6\" data-transient-attributes=\"table-cell-selection\"><code>pitfalls.md<\/code><\/td>\n<td data-id=\"t238c116-9r9kiXJT\" data-transient-attributes=\"table-cell-selection\">\u5f00\u53d1\u8005 \/ AI<\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-CGX3jquR\" data-transient-attributes=\"table-cell-selection\">\u5f00\u53d1\u5751\u70b9\uff0c\u542b\u4f4d\u7f6e\u3001\u63cf\u8ff0\u3001\u907f\u5751\u5efa\u8bae<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-HyoXHhCi\">\n<td class=\"table-last-column\" data-id=\"t238c116-rZXukrZK\" data-transient-attributes=\"table-cell-selection\"><code>log.md<\/code><\/td>\n<td class=\"table-last-column\" data-id=\"t238c116-AP16GCJY\" data-transient-attributes=\"table-cell-selection\">\u6240\u6709\u4eba<\/td>\n<td class=\"table-last-column table-last-row\" data-id=\"t238c116-bfSFoIO6\" data-transient-attributes=\"table-cell-selection\">\u6587\u6863\u53d8\u66f4\u5386\u53f2\uff0c\u6bcf\u6b21\u751f\u6210\u8ffd\u52a0\uff0c\u4e0d\u53ef\u8986\u76d6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u624b\u5de5\u6c89\u6dc0\u6587\u6863\u4e0e\u81ea\u52a8\u751f\u6210\u6587\u6863\u5728\u77e5\u8bc6\u5e93\u4e2d\u5730\u4f4d\u7b49\u540c\uff0ckb-query\u00a0\u5728\u67e5\u8be2\u65f6\u4f1a\u540c\u65f6\u8003\u8651\u4e24\u7c7b\u6765\u6e90\u3002<\/p>\n<h4>2. \u77e5\u8bc6\u751f\u6210\uff1a\u4ece\u4ee3\u7801\u5230\u7ed3\u6784\u5316\u6587\u6863\u7684\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf<\/h4>\n<p>\u5728\u77e5\u8bc6\u7684\u751f\u6210\u4e0a\uff0c\u6211\u4eec\u5b9a\u4e49\u4e86\u4e24\u4e2a skill\uff1agen-project-docs\u00a0\u548c\u00a0batch-doc-generator\uff0c\u5206\u522b\u652f\u6301\u5355\u670d\u52a1\u7684\u6587\u6863\u751f\u6210\u4e0e\u6279\u91cf\u591a\u670d\u52a1\u6587\u6863\u751f\u6210\u3002<\/p>\n<p>\u5728\u751f\u6210\u65f6\uff0c\u4f1a\u4ee5\u670d\u52a1\u5165\u53e3\u6587\u4ef6\u4e3a\u8d77\u70b9\uff0c\u901a\u8fc7\u00a0import\u00a0\u8ffd\u8e2a\u627e\u5230\u6240\u6709\u63a5\u53e3\u6ce8\u518c\u70b9\uff0c\u518d\u4ece\u00a0go.mod\u00a0\u5b9a\u4f4d proto \u5305\u63d0\u53d6\u63a5\u53e3\u5b9a\u4e49\u3002\u540c\u65f6\u6587\u6863\u751f\u6210\u4f1a\u6309\u6bcf\u7c7b\u6587\u6863\u7684\u89c4\u8303\u6a21\u677f\u5199\u4f5c\uff0c\u5e76\u8fdb\u884c\u589e\u91cf\u878d\u5408\u2014\u2014\u5982\u679c\u670d\u52a1\u5df2\u6709\u6587\u6863\uff0c\u65b0\u751f\u6210\u7684\u5185\u5bb9\u4f1a\u4fdd\u7559\u4eba\u5de5\u8865\u5145\u7684\u4e1a\u52a1\u6ce8\u91ca\uff0c\u53ea\u66f4\u65b0\u4ee3\u7801\u5c42\u9762\u7684\u4e8b\u5b9e\u6027\u4fe1\u606f\uff08\u63a5\u53e3\u589e\u5220\u3001\u53c2\u6570\u53d8\u66f4\uff09\u3002<\/p>\n<p>\u4e3a\u4e86\u660e\u786e\u5f53\u524d\u4e1a\u52a1\u63a5\u53e3\u662f\u4e00\u4e2a\u7ebf\u4e0a\u5b9e\u9645\u5728\u7528\u7684\u63a5\u53e3\uff0c\u8fd8\u662f\u4e00\u4e2a\u5df2\u7ecf\u5e9f\u5f03\u6216\u4f4e\u9891\u4f7f\u7528\u63a5\u53e3\uff0c\u6211\u4eec\u4ee5\u201c\u63a5\u53e3\u8c03\u7528\u91cf\u201d\u4e3a\u6307\u6807\uff0c\u5728\u77e5\u8bc6\u6587\u6863\u751f\u6210\u524d\uff0c\u67e5\u8be2\u5176\u4f3d\u5229\u7565\u4e0a\u7684\u8c03\u7528\u4fe1\u606f\uff0c\u5224\u65ad\u63a5\u53e3\u662f\u5426\u6d3b\u8dc3\uff0c\u5e76\u5728\u6587\u6863\u4e2d\u8fdb\u884c\u6807\u6ce8\u3002<\/p>\n<p>\u53e6\u5916\uff0c\u77e5\u8bc6\u5e93\u4f1a\u4ee5\u00a0meta.yaml\u00a0\u4f5c\u4e3a\u6ce8\u518c\u4e2d\u5fc3\uff0c \u6bcf\u4e2a\u670d\u52a1\u7684\u6587\u6863\u72b6\u6001\u3001git hash\u00a0\u8bb0\u5f55\u7b49\u4fe1\u606f\u90fd\u8bb0\u5f55\u5728\u8fd9\u91cc\u3002skill \u4f1a\u6839\u636e\u00a0git hash\u00a0\u53d8\u66f4\u5224\u65ad\u662f\u5426\u9700\u8981\u91cd\u65b0\u751f\u6210\uff08\u589e\u91cf\u6a21\u5f0f\uff09\u3002<\/p>\n<p>\u5bf9\u4e8e\u5168\u65b0\u589e\u7684\u77e5\u8bc6\uff0c\u77e5\u8bc6\u5e93\u652f\u6301\u4ed3\u5e93\u5bfc\u5165\u6a21\u5f0f\uff1a\u76f4\u63a5\u4ece Git URL \u5bfc\u5165\u5c1a\u672a\u7eb3\u5165\u77e5\u8bc6\u5e93\u7684\u4ed3\u5e93\uff0c\u5c06\u5176 clone \u5230\u672c\u5730\u3001\u751f\u6210\u6587\u6863\u3001\u5206\u6790\u4e0e\u73b0\u6709\u4e1a\u52a1\u57df\u7684\u5f52\u5c5e\u5173\u7cfb\u3001\u66f4\u65b0\u00a0meta.yaml\uff0c\u6574\u4e2a\u6d41\u7a0b\u81ea\u52a8\u5b8c\u6210\u3002<\/p>\n<h4>3. \u77e5\u8bc6\u68c0\u7d22\uff1a\u6e10\u8fdb\u5f0f\u52a0\u8f7d<\/h4>\n<p>\u77e5\u8bc6\u7684\u63d0\u53d6\u67e5\u8be2\u4e5f\u662f\u4e00\u4e2a\u5728\u4e1a\u754c\u7ecf\u5e38\u88ab\u8ba8\u8bba\u7684\u70b9\uff0c\u73b0\u5728\u4f3c\u4e4e\u6709\u4e00\u79cd\u5171\u8bc6\uff1a\u91c7\u7528\u5c42\u6b21\u5316\u52a0\u8f7d\u7ed3\u5408\u5927\u6a21\u578b\u63a2\u7d22\u7684\u65b9\u5f0f\u66ff\u4ee3\u4f20\u7edf\u7684 RAG \u68c0\u7d22\u3002<\/p>\n<p>\u4e4b\u6240\u4ee5\u8fd9\u79cd\u65b9\u5f0f\u6bd4\u4f20\u7edf RAG \u66f4\u9002\u5408\u77e5\u8bc6\u5e93\u7684\u5efa\u8bbe\uff0c\u662f\u56e0\u4e3a\u5b83\u590d\u523b\u4e86\u4eba\u7c7b\u4e13\u5bb6\u67e5\u9605\u548c\u5b66\u4e60\u590d\u6742\u8d44\u6599\u7684\u771f\u5b9e\u8ba4\u77e5\u4e60\u60ef\uff1a<\/p>\n<ul data-id=\"u738a58b-JhiE6hBK\">\n<li data-id=\"ld70c578-0q2OhlJ5\">\u7cbe\u51c6\u5b9a\u4f4d\u800c\u975e\u6a21\u7cca\u5339\u914d\uff1a\u6807\u51c6 RAG 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decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202607\/04\/767f68183cd3f721b1e0617c70bb01e0b94dbe.webp\" data-type=\"block\" \/><\/p>\n<p>\u76ee\u524d\uff0c\u8fd9\u5957\u77e5\u8bc6\u5e93\u5de5\u7a0b\u5df2\u7ecf\u8986\u76d6\u4e86\u5e94\u7528\u5b9d\u6e38\u620f\u540e\u53f0\u5305\u62ec\u6d3b\u52a8\u3001\u798f\u5229\u3001\u5546\u57ce\u3001\u589e\u957f\u7b49\u5728\u5185\u7684 4 \u4e2a\u4e1a\u52a1\u9886\u57df\uff0c\u6db5\u76d6 90 \u591a\u4e2a\u5fae\u670d\u52a1\uff0c800+\u4efd\u7ed3\u6784\u5316\u6587\u6863\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>\u56db\u3001\u7aef\u5230\u7aef\u5f00\u53d1\u5de5\u7a0b\u5efa\u8bbe\u2014\u2014\u4ece&#8221;\u5199\u4ee3\u7801&#8221;\u5230&#8221;\u4ea4\u9700\u6c42&#8221;<\/h3>\n<p>\u8981\u7a81\u7834\u5bf9\u8bdd\u5f0f AI Coding 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data-id=\"ld70c578-P7zl6e80\">\u7528\u786e\u5b9a\u6027\u7f16\u6392\u66ff\u4ee3\u6982\u7387\u6027\u53d1\u6325\uff1a\u628a\u9700\u6c42\u62c6\u89e3\u2192\u5f00\u53d1\u2192\u5355\u6d4b\u2192\u4ee3\u7801\u8bc4\u5ba1\u2192\u90e8\u7f72\u2192\u63a5\u53e3\u9a8c\u8bc1\u7b49\u7b49\u6d41\u7a0b\u56fa\u5316\u4e3a\u6309\u5e8f\u63a8\u8fdb\u3001\u5e26\u8d28\u91cf\u9a8c\u8bc1\u7684\u6d41\u6c34\u7ebf\uff0c\u6bcf\u4e00\u6b65\u9aa4\u4e0d\u8fbe\u6807\u5219\u4e0d\u5f80\u4e0b\u63a8\u8fdb\uff0c\u628a\u5f00\u53d1\u6d41\u7a0b\u63a8\u8fdb\u4ece\u201c\u9760\u4eba\u63a8\u52a8\u201d\u53d8\u6210&#8221;\u9760\u6d41\u7a0b\u4fdd\u8bc1&#8221;\u3002<\/li>\n<li data-id=\"ld70c578-a4P3Mf3g\">\u7528 DAG + \u591a Agent \u5e76\u884c\u66ff\u4ee3\u5355\u7ebf\u7a0b\u4e32\u884c\u6267\u884c\uff1a\u81ea\u52a8\u8bc6\u522b\u4efb\u52a1\u95f4\u7684\u4f9d\u8d56\u5173\u7cfb\uff0c\u5c06\u4efb\u52a1\u7f16\u6392\u4e3a DAG \u62d3\u6251\u7ed3\u6784\uff0c\u628a\u540c\u4e00\u5c42\u7684\u4efb\u52a1\u5206\u53d1\u7ed9\u5e76\u53d1 agent 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\u53ef\u80fd\u5728\u6d41\u7a0b\u8fd8\u6ca1\u7ed3\u675f\u65f6&#8221;\u5077\u61d2&#8221;\u505c\u6b62\uff0c\u4e3a\u4e86\u8fdb\u4e00\u6b65\u786e\u4fdd\u6d41\u7a0b\u80fd\u591f\u6309\u7167\u72b6\u6001\u6587\u4ef6\u5b8c\u6574\u9a71\u52a8\u6267\u884c\uff0c\u5e76\u4e14\u6bcf\u4e2a\u5b50 Agent \u5728\u6267\u884c\u540e\u80fd\u591f\u51c6\u786e\u5730\u5c06\u72b6\u6001\u548c\u6267\u884c\u7ed3\u679c\u843d\u5230\u72b6\u6001\u6587\u4ef6\u4e2d\uff0c\u6211\u4eec\u8fd8\u5f15\u5165\u4e86 hook \u673a\u5236\uff0c\u901a\u8fc7\u5728\u4e09\u4e2a\u4e8b\u4ef6\uff08Stop\u3001SessionStart\u3001SessionEnd\uff09\u4e2d\u6ce8\u5165\u811a\u672c\u903b\u8f91\u786e\u4fdd\u6d41\u7a0b\u7684\u786e\u5b9a\u6027\uff1a<\/p>\n<ul data-id=\"u738a58b-KiRKibCf\">\n<li data-id=\"ld70c578-YVMoAh6F\">Stop Hook\uff1a\u6d41\u7a0b\u4e0d\u53ef\u88ab\u4e3b\u8c03\u5ea6\u5668&#8221;\u5077\u61d2\u5f0f&#8221;\u63d0\u524d\u505c\u6b62<\/li>\n<li data-id=\"ld70c578-QUVXcjge\">SessionStart Hook\uff1a\u8de8\u4f1a\u8bdd\u65ad\u70b9\u53ef\u81ea\u52a8\u6062\u590d<\/li>\n<li data-id=\"ld70c578-VzW2hmOK\">SessionEnd Hook\uff1a\u4f1a\u8bdd\u7ed3\u675f\u540e\u6e05\u7406\u6b8b\u7559\u72b6\u6001\uff0c\u4e0d\u6c61\u67d3\u4e0b\u4e00\u4e2a\u65e0\u5173\u4f1a\u8bdd<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202607\/04\/313eea343abf0348446870a8d90273a7fd48b5.webp\" data-type=\"block\" \/><\/p>\n<h4>2. \u4e13\u5bb6 Agent \u4f53\u7cfb\uff1a\u6bcf\u4e2a\u4e13\u5bb6\u53ea\u505a\u4e00\u4ef6\u4e8b<\/h4>\n<p>\u5c06\u6d41\u7a0b\u62c6\u5206\u6210\u591a\u4e2a\u6b65\u9aa4\u540e\uff0c\u6700\u76f4\u63a5\u7684\u505a\u6cd5\u662f\u8ba9\u540c\u4e00\u4e2a Agent \u4f9d\u6b21\u6267\u884c\u6bcf\u4e2a\u6b65\u9aa4\u3002\u4f46\u5b9e\u8df5\u4e2d\u53d1\u73b0\u6709\u4e24\u4e2a\u95ee\u9898\uff1a<\/p>\n<ul data-id=\"u738a58b-McAQg6cu\">\n<li data-id=\"ld70c578-bQ0UXB7G\">Agent \u5728\u89d2\u8272\u9891\u7e41\u5207\u6362\u65f6\u884c\u4e3a\u4e0d\u7a33\u5b9a\u2014\u2014\u5b83\u53ef\u80fd\u5728\u5f00\u53d1\u6b65\u9aa4\u91cc\u8d8a\u6743\u53bb\u4fee\u6539\u534f\u8bae\uff0c\u4e5f\u53ef\u80fd\u5728\u5ba1\u67e5\u6b65\u9aa4\u91cc\u987a\u624b\u6539\u4e86\u4ee3\u7801\u3002<\/li>\n<li data-id=\"ld70c578-aJ3uSg3p\">\u4e0d\u540c\u6b65\u9aa4\u5bf9\u6a21\u578b\u80fd\u529b\u7684\u8981\u6c42\u5dee\u5f02\u5f88\u5927\uff1a\u7b80\u5355\u7684\u72b6\u6001\u89e3\u6790\u7528\u4fbf\u5b9c\u6a21\u578b\u5373\u53ef\uff0c\u590d\u6742\u7684\u9700\u6c42\u62c6\u89e3\u5219\u9700\u8981\u66f4\u5f3a\u7684\u63a8\u7406\u6a21\u578b\u3002<\/li>\n<\/ul>\n<p>\u56e0\u6b64\uff0c\u6211\u4eec\u5728 Agent \u5c42\u57fa\u4e8e\u4ee5\u4e0b\u539f\u5219\u8bbe\u8ba1\u4e86\u4e00\u5957\u4e13\u5bb6 Agent \u4f53\u7cfb\uff1a<\/p>\n<ul data-id=\"u738a58b-7KaGFc4b\">\n<li data-id=\"ld70c578-iNmwt33w\">\u5355\u4e00\u804c\u8d23\uff1a\u4e00\u4e2a Agent \u53ea\u5e72\u4e00\u4ef6\u4e8b\u3002code-reviewer \u53ea\u8bc4\u4e0d\u6539\u3001interface-verifier \u53ea\u8bca\u65ad\u4e0d\u6539\u3001code-fixer \u53ea\u5728\u6536\u5230\u95ee\u9898\u6e05\u5355\u540e\u624d\u52a8\u624b\u3002<\/li>\n<li data-id=\"ld70c578-B8VLipYX\">\u4e0a\u4e0b\u6587\u9694\u79bb\uff1a\u6bcf\u4e2a Agent \u5728\u72ec\u7acb\u4e0a\u4e0b\u6587\u6267\u884c\uff0c\u53ea\u770b\u5230\u81ea\u5df1\u8be5\u770b\u7684\u8f93\u5165\u3002\u65e2\u907f\u514d\u6ce8\u610f\u529b\u7a00\u91ca\uff0c\u4e5f\u907f\u514d\u4e0a\u6e38\u566a\u97f3\u6c61\u67d3\u4e0b\u6e38\u5224\u65ad\u3002<\/li>\n<li data-id=\"ld70c578-mBpp6YXS\">\u5de5\u5177\u6700\u5c0f\u6743\u9650\uff1a\u6309\u804c\u8d23\u88c1\u526a\u5de5\u5177\u96c6\uff0c\u5ba1\u67e5\u7c7b\u4e0d\u7ed9\u5199\u6587\u4ef6\u6743\u9650\uff0c\u89c4\u5212\u7c7b\u4e0d\u7ed9\u53d1\u5e03\u6743\u9650\uff0c\u4ece\u673a\u5236\u4e0a\u7981\u6b62\u8d8a\u6743\u64cd\u4f5c\u3002<\/li>\n<li data-id=\"ld70c578-zAUYUsW4\">\u786e\u5b9a\u6027\u7684\u8f93\u5165\u8f93\u51fa\uff1aAgent \u4e4b\u95f4\u4e0d\u9760&#8221;\u5bf9\u8bdd&#8221;\u4f20\u9012\u4fe1\u606f\uff0c\u800c\u662f\u9760\u7ed3\u6784\u5316\u72b6\u6001\u6587\u4ef6\u3002\u8f93\u5165\u662f\u660e\u786e\u7684\u5b57\u6bb5\uff0c\u8f93\u51fa\u4e5f\u662f\u660e\u786e\u7684\u5b57\u6bb5\uff0c\u53ef\u88ab\u811a\u672c\u89e3\u6790\u3001\u53ef\u88ab\u65ad\u70b9\u6062\u590d\u3002<\/li>\n<li data-id=\"ld70c578-xf7JOch3\">\u6a21\u578b\u53ef\u63d2\u62d4\uff1a\u804c\u8d23\u8fb9\u754c\u6e05\u6670\u540e\uff0c\u6bcf\u4e2a Agent \u53ef\u72ec\u7acb\u9009\u6a21\u578b\uff1a\u7b80\u5355\u6b65\u9aa4\u7528\u66f4\u4fbf\u5b9c\u7684\u6a21\u578b\uff0c\u590d\u6742\u63a8\u7406\u7528\u66f4\u5f3a\u7684\u6a21\u578b<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u89d2\u8272\u5b9a\u4e49 + \u5de5\u5177\u7ea6\u675f + \u77e5\u8bc6\u9694\u79bb\uff0c\u6211\u4eec\u4e3a\u6bcf\u4e2a\u9636\u6bb5\u8bbe\u8ba1\u4e13\u95e8\u7684\u4e13\u5bb6 Agent\uff1a<\/p>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"656.997px\">\n<colgroup data-id=\"c7104f7d-ZlFYTOYN\">\n<col span=\"1\" width=\"218.993\" data-id=\"cd89ecb0-qGLj2HIF\" \/>\n<col span=\"1\" width=\"218.993\" data-id=\"cd89ecb0-fDXLBuic\" \/>\n<col span=\"1\" width=\"219.01\" data-id=\"cd89ecb0-SaTfMX0L\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-0i2JVW7e\">\n<tr data-id=\"t31e458f-ajSjOWMn\">\n<td data-id=\"t6267798-LKJ5UHYi\" data-transient-attributes=\"table-cell-selection\">\u7c7b\u522b<\/td>\n<td data-id=\"t6267798-8FvPtJIh\" data-transient-attributes=\"table-cell-selection\">Agent<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-BR2WgL6o\" data-transient-attributes=\"table-cell-selection\">\u804c\u8d23<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-UqYsB5rc\">\n<td data-id=\"t238c116-6Ll9pyJx\" data-transient-attributes=\"table-cell-selection\">\u89c4\u5212\u667a\u80fd\u4f53<\/td>\n<td data-id=\"t238c116-hoEJe7Hf\" data-transient-attributes=\"table-cell-selection\"><code>product-analyst<\/code><\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-VO6K808D\" data-transient-attributes=\"table-cell-selection\">\u4ea7\u54c1\u9700\u6c42\u62c6\u89e3 \u2192 N \u4e2a\u5b50\u9700\u6c42 +\u00a0<code>kb-query<\/code>\u00a0\u5206\u6790 + \u591a\u8f6e\u6f84\u6e05 + \u5efa\u5b50 story + \u521d\u59cb\u5316\u00a0<code>product-state<\/code><\/td>\n<\/tr>\n<tr data-id=\"t31e458f-i9H5Skqy\">\n<td data-id=\"t238c116-oOO1ij0f\" data-transient-attributes=\"table-cell-selection\"><\/td>\n<td data-id=\"t238c116-WCDbe8Wa\" data-transient-attributes=\"table-cell-selection\"><code>requirement-analyst<\/code><\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-IpJQMG1O\" data-transient-attributes=\"table-cell-selection\">\u9700\u6c42\u6f84\u6e05 + \u6280\u672f\u65b9\u6848 + \u521d\u59cb\u5316 state<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-Y0290FV4\">\n<td data-id=\"t238c116-rNOORHVU\" data-transient-attributes=\"table-cell-selection\"><\/td>\n<td data-id=\"t238c116-c0MYe9RD\" data-transient-attributes=\"table-cell-selection\"><code>task-planner<\/code><\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-u6V2GJpK\" data-transient-attributes=\"table-cell-selection\">\u4efb\u52a1\u62c6\u89e3 + DAG + \u5e76\u53d1\/\u4e32\u884c\u7f16\u6392 + \u5168\u5c40\u53d8\u66f4\u786e\u8ba4<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-r2h8c1fy\">\n<td data-id=\"t238c116-n5Xut6OI\" data-transient-attributes=\"table-cell-selection\">\u6267\u884c\u667a\u80fd\u4f53<\/td>\n<td data-id=\"t238c116-v2J6ZNmE\" data-transient-attributes=\"table-cell-selection\"><code>proto-engineer<\/code><\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-3GIHOpnU\" data-transient-attributes=\"table-cell-selection\">Rick \u5e73\u53f0 proto \u53d8\u66f4 + \u6869\u4ee3\u7801\u540c\u6b65<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-za6Ktrp2\">\n<td data-id=\"t238c116-RxVpPVuK\" data-transient-attributes=\"table-cell-selection\"><\/td>\n<td data-id=\"t238c116-5IpqEG3m\" data-transient-attributes=\"table-cell-selection\"><code>backend-developer<\/code><\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-uKkx500Q\" data-transient-attributes=\"table-cell-selection\">\u5355\u4efb\u52a1 worktree \u5f00\u53d1\u3001\u6ce2\u6536\u53e3 merge\u3001 \u96c6\u6210\u6536\u53e3\u63a5\u7ebf\u7f16\u8bd1<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-LmIjdlBY\">\n<td data-id=\"t238c116-RUs6l6HU\" data-transient-attributes=\"table-cell-selection\"><\/td>\n<td data-id=\"t238c116-b6J0fps1\" data-transient-attributes=\"table-cell-selection\"><code>code-fixer<\/code><\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-CPpG9dXI\" data-transient-attributes=\"table-cell-selection\">\u590d\u7528\u578b\u4fee\u590d\uff1aP4 \u6539\u5b8c\u53ea\u7f16\u8bd1+\u56de\u5f52\u5355\u6d4b\uff1bP7 \u6539\u5b8c\u7f16\u8bd1+\u53d1\u5e03<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-H2XRd1G9\">\n<td data-id=\"t238c116-UPGj4ypb\" data-transient-attributes=\"table-cell-selection\">\u9a8c\u8bc1\u667a\u80fd\u4f53<\/td>\n<td data-id=\"t238c116-98r2lFk3\" data-transient-attributes=\"table-cell-selection\"><code>unit-tester<\/code><\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-NV7rwYVy\" data-transient-attributes=\"table-cell-selection\">codegen \u5355\u6d4b + \u589e\u91cf\u8986\u76d6\u7387<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-g1gXJ3ao\">\n<td data-id=\"t238c116-omQlPEaY\" data-transient-attributes=\"table-cell-selection\"><\/td>\n<td data-id=\"t238c116-O7E42n2M\" data-transient-attributes=\"table-cell-selection\"><code>interface-verifier<\/code><\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-NO0NkFMC\" data-transient-attributes=\"table-cell-selection\"><code>trpc-gateway<\/code><\/p>\n<p>\u8c03\u63a5\u53e3 + \u65ad\u8a00 + galileo \u6839\u56e0\u5206\u6790\uff08\u53ea\u8bca\u65ad\u4e0d\u6539\uff09<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-xcJgzjgP\">\n<td data-id=\"t238c116-iHSRfXCU\" data-transient-attributes=\"table-cell-selection\"><\/td>\n<td data-id=\"t238c116-armaGbnu\" data-transient-attributes=\"table-cell-selection\"><code>test-case-designer<\/code><\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-YtPozayO\" data-transient-attributes=\"table-cell-selection\">\u8bbe\u8ba1\u7528\u4f8b\uff0c\u8bc6\u522b\u5b57\u6bb5\u4e09\u5206\u7c7b<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-lu7chpjQ\">\n<td data-id=\"t238c116-SfmkeXNg\" data-transient-attributes=\"table-cell-selection\">\u5ba1\u67e5\u667a\u80fd\u4f53<\/td>\n<td data-id=\"t238c116-PSkzExWd\" data-transient-attributes=\"table-cell-selection\"><code>code-reviewer<\/code><\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-GeuWs5DG\" data-transient-attributes=\"table-cell-selection\">codar-local \u8bc4\u5ba1\uff0c\u8f93\u51fa BLOCKER \u6e05\u5355\uff08\u53ea\u8bc4\u4e0d\u6539\uff09<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-DQdXWLBm\">\n<td data-id=\"t238c116-fndTu1fc\" data-transient-attributes=\"table-cell-selection\">\u96c6\u6210\u667a\u80fd\u4f53<\/td>\n<td data-id=\"t238c116-H06gecGm\" data-transient-attributes=\"table-cell-selection\"><code>publisher<\/code><\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-vl5lYGZg\" data-transient-attributes=\"table-cell-selection\">dtools \u53d1\u5e03 test + \u6846\u67b6\u914d\u7f6e\u91cd\u542f<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-vm4Cy0bv\">\n<td class=\"table-last-column\" data-id=\"t238c116-n0JNKpY5\" data-transient-attributes=\"table-cell-selection\"><\/td>\n<td class=\"table-last-column\" data-id=\"t238c116-Zkw0JeIe\" data-transient-attributes=\"table-cell-selection\"><code>git-committer<\/code><\/td>\n<td class=\"table-last-column table-last-row\" data-id=\"t238c116-6KtXYI8B\" data-transient-attributes=\"table-cell-selection\">\u7528\u6237\u786e\u8ba4\u540e\u63d0\u4ea4\u5de5\u8702 + push + \u53d1\u8d77 MR<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5176\u76f8\u6bd4\u8f83\u4e8e\u76f4\u63a5 call \u8d77\u5b50 Agent \u6267\u884c\u7684\u65b9\u5f0f\uff0c\u5728\u5b9e\u8df5\u4e2d\u5e26\u6765\u4e86\u4e09\u4e2a\u6536\u76ca\uff1a<\/p>\n<ul data-id=\"u738a58b-L8DiaMcs\">\n<li data-id=\"ld70c578-cvfkmsR2\">\u901a\u8fc7\u89d2\u8272\u5b9a\u4e49\uff0c\u4f7f AI \u6267\u884c\u7684\u884c\u4e3a\u66f4\u52a0\u7a33\u5b9a\u3002<\/li>\n<li data-id=\"ld70c578-nzVRrnNE\">\u901a\u8fc7\u9884\u5148\u5185\u7f6e\u597d Prompt\uff0c\u907f\u514d\u6bcf\u6b21\u6267\u884c\u90fd\u9700\u8981\u4e3b\u8c03\u5ea6\u5668\u4e34\u65f6\u7ed9 Prompt \u7247\u6bb5\uff0c\u51cf\u5c11\u8c03\u5ea6\u5668\u7684\u8d1f\u62c5\u548c\u6296\u52a8\u3002<\/li>\n<li data-id=\"ld70c578-MxS9gWd4\">\u4fbf\u4e8e\u72ec\u7acb\u7ef4\u62a4\u548c\u66f4\u65b0\u8fed\u4ee3\uff1a\u53ef\u4ee5\u5355\u72ec\u4fee\u6539\u67d0\u4e2a\u4e13\u5bb6\u7684\u884c\u4e3a\u800c\u4e0d\u5f71\u54cd\u5176\u4ed6\u6d41\u7a0b\uff1b\u9488\u5bf9\u4e0d\u540c\u4e13\u5bb6\uff0c\u53ef\u4ee5\u9009\u62e9\u4e0d\u540c\u7684\u6a21\u578b\u6765\u6267\u884c\u3002<\/li>\n<\/ul>\n<h4>3. \u4ece\u4e32\u884c\u5230\u5e76\u884c\uff1aDAG \u7f16\u6392 + Fork-Join<\/h4>\n<p>\u5f53\u4e00\u4e2a\u4e1a\u52a1\u9700\u6c42\u88ab\u62c6\u5206\u6210\u4e86\u82e5\u5e72\u5b50\u9700\u6c42\uff0c\u6bcf\u4e2a\u5b50\u9700\u6c42\u90fd\u88ab\u62c6\u5206\u6210\u591a\u4e2a\u5f00\u53d1\u4efb\u52a1\u540e\uff0c\u5982\u679c\u5168\u90e8\u4e32\u884c\u6267\u884c\uff0c\u6574\u4e2a\u6267\u884c\u6d41\u7a0b\u8017\u65f6\u4f1a\u975e\u5e38\u7684\u957f\u3002\u540c\u65f6\uff0c\u4e3b\u6d41\u7a0b\u4e0b\u79ef\u7d2f\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u4e5f\u4f1a\u5feb\u901f\u81a8\u80c0\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u4ece\u4e24\u4e2a\u7ef4\u5ea6\u505a\u4e86\u4f18\u5316\uff1a<\/p>\n<p><strong>(1) Worktree \u9694\u79bb\uff1a\u540c\u4e00\u9700\u6c42\u5185\u7684\u591a\u4efb\u52a1\u5e76\u884c<\/strong><\/p>\n<p>\u5373\u4f7f\u5355\u4e2a\u9700\u6c42\u5185\u90e8\uff0c\u591a\u4e2a\u72ec\u7acb\u63a5\u53e3\u6216\u6a21\u5757\u4e4b\u95f4\u4e5f\u5f80\u5f80\u6ca1\u6709\u5148\u540e\u4f9d\u8d56\uff0c\u5b8c\u5168\u53ef\u4ee5\u540c\u65f6\u5f00\u53d1\u3002<\/p>\n<p>\u6211\u4eec\u5b9a\u4e49\u4e86\u4e00\u4e2a\u00a0task-planner\u00a0\u7684 Agent\uff0c\u4e13\u95e8\u8d1f\u8d23\u4efb\u52a1\u62c6\u89e3\u4e0e\u5e76\u53d1\u7f16\u6392\u89c4\u5212\uff0c\u5176\u4f1a\u6839\u636e\u9700\u6c42\u6587\u6863\u548c\u5b9e\u73b0\u65b9\u6848\uff0c\u6309\u7167\u63a5\u53e3\u3001\u529f\u80fd\u6a21\u5757\u8fdb\u884c\u4efb\u52a1\u62c6\u89e3\uff0c\u5e76\u9488\u5bf9\u6bcf\u4e00\u4e2a\u4efb\u52a1\u6807\u6ce8\u5176\u4e0e\u5176\u4ed6\u4efb\u52a1\u7684\u4f9d\u8d56\u5173\u7cfb\uff0c\u4ee5\u53ca\u9884\u6d4b\u9700\u8981\u4fee\u6539\u7684\u76ee\u5f55\u6587\u4ef6\uff0c\u5e76\u5c06\u6240\u6709\u4efb\u52a1\u5217\u8868\u6309\u7167\u4f9d\u8d56\u5173\u7cfb\u6784\u5efa\u6210 DAG \u62d3\u6251\u5206\u5c42\uff0c\u540c\u4e00\u5c42\u7684\u5185\u7684\u4efb\u52a1\u53ef\u4ee5\u5e76\u53d1\u6267\u884c\u3002 \u4e3b\u8c03\u5ea6\u5668\u4f1a\u6839\u636e\u00a0task-planner\u00a0\u8fd4\u56de\u7684\u62c6\u89e3\u7ed3\u679c\u8fdb\u884c\u7f16\u6392\uff0c\u5e76\u53d1\u6267\u884c\u7684\u4efb\u52a1\u5206\u914d\u4e0d\u540c\u7684\u00a0worktree\u00a0\u7ed9\u5230\u8d1f\u8d23\u5f00\u53d1\u7684 Agent\uff0c\u5e76\u5728\u672c\u8f6e\u6240\u6709\u5f00\u53d1 Agent \u6267\u884c\u5b8c\u6210\u540e\uff0c\u7edf\u4e00\u6267\u884c\u00a0merge\u00a0\u64cd\u4f5c\u6536\u53e3\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202607\/04\/e8c438308d0f81583850617f89c024c95bea66.webp\" data-type=\"block\" \/><\/p>\n<p><strong>(2) Fork-Join\uff1a\u591a\u9700\u6c42\u7684\u5e76\u884c\u5f00\u53d1\u4e0e\u7edf\u4e00\u6536\u53e3<\/strong><\/p>\n<p>\u5f53\u4e00\u4e2a\u4ea7\u54c1\u9700\u6c42\u6d89\u53ca\u7684\u903b\u8f91\u975e\u5e38\u590d\u6742\u65f6\uff0c\u6211\u4eec\u5f80\u5f80\u90fd\u4f1a\u5148\u5c06\u9700\u6c42\u62c6\u5206\u6210\u591a\u4e2a story \u5355\uff0c\u518d\u5c06\u6bcf\u4e2a story \u5355\u4f9d\u6b21\u5b8c\u6210\u3002\u5982\u679c\u9700\u6c42\u6d89\u53ca\u591a\u4e2a\u4eba\u4e00\u8d77\u5f00\u53d1\uff0c\u7531\u4e8e\u6574\u4e2a\u9700\u6c42\u9700\u8981\u4e00\u8d77\u63d0\u6d4b\uff0c\u6211\u4eec\u5f80\u5f80\u4f1a\u62c9\u4e00\u4e2a\u4e34\u65f6\u5206\u652f\uff0c\u5927\u5bb6\u628a\u5f00\u53d1\u7684\u4ee3\u7801\u90fd\u5148\u5f80\u4e0a\u5408\uff0c\u7136\u540e\u7edf\u4e00\u5c06\u8fd9\u4e2a\u5206\u652f\u53d1\u5e03\u5230\u6d4b\u8bd5\u73af\u5883\u8fdb\u884c\u6d4b\u8bd5\u3002<\/p>\n<p>\u8fd9\u91cc\u6211\u4eec\u7684\u5b9e\u73b0\u4e5f\u7c7b\u4f3c\u4eba\u534f\u4f5c\u7684\u65b9\u5f0f\uff0c\u5728\u539f\u6765\u6d41\u7a0b\u7684\u57fa\u7840\u4e0a\uff0c\u5f15\u5165\u4e86\u4e00\u4e2a\u6700\u524d\u7f6e\u7684\u9700\u6c42\u62c6\u89e3\u9636\u6bb5\uff0c\u8fd9\u4e00\u9636\u6bb5\u4f1a\u7ed3\u5408\u5efa\u8bbe\u7684\u4e1a\u52a1\u77e5\u8bc6\u5e93\uff0c\u5bf9\u9700\u6c42\u8fdb\u884c\u5206\u6790\uff0c\u5e76\u7ecf\u8fc7\u4e0e\u4eba\u7684\u591a\u8f6e\u4ea4\u4e92\u6f84\u6e05\uff0c\u5c06\u4e00\u4e2a\u5b8c\u6574\u7684\u4ea7\u54c1\u9700\u6c42\u62c6\u5206\u6210\u591a\u4e2a\u5b50\u9700\u6c42\u3002<\/p>\n<p>\u4e4b\u540e\uff0c\u8c03\u5ea6\u5668\u4f1a\u8fdb\u5165 Fork \u5e76\u884c\u5f00\u53d1\u9636\u6bb5\uff0c\u6267\u884c\u4ece\u4efb\u52a1\u62c6\u89e3\u5230\u4ee3\u7801 CR \u7684\u9636\u6bb5\uff0c\u5176\u4e2d\u62c6\u89e3\u7684\u591a\u4e2a\u4efb\u52a1\uff0c\u4ecd\u7136\u6309\u7167\u4e0a\u9762\u7684\u6d41\u7a0b\u5e76\u884c\u5f00\u53d1\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">Phase <span class=\"token number\">1<\/span><span class=\"token operator\">:<\/span> \u4efb\u52a1\u62c6\u89e3 \u2192 Phase <span class=\"token number\">2<\/span><span class=\"token operator\">:<\/span> <span class=\"token function\">\u6ce2\u6b21\u5f00\u53d1<\/span><span class=\"token punctuation\">(<\/span>\u5e76\u53d1<span class=\"token punctuation\">)<\/span> \u2192 Phase <span class=\"token number\">3<\/span><span class=\"token operator\">:<\/span> \u5355\u5143\u6d4b\u8bd5 \u2192 Phase <span class=\"token number\">4<\/span><span class=\"token operator\">:<\/span> \u4ee3\u7801\u5ba1\u67e5<\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5f53\u6240\u6709\u4ee3\u7801\u5f00\u53d1\u5b8c\u6210\u540e\uff0c\u8c03\u5ea6\u5668\u8fdb\u5165 Join \u9636\u6bb5\uff0c\u5b8c\u6210\u540e\u7eed\u7684\u6d41\u7a0b\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-javascript\" tabindex=\"0\"><code class=\"language-javascript\">Phase <span class=\"token constant\">R<\/span><span class=\"token operator\">:<\/span> \u4ea7\u54c1\u9700\u6c42\u62c6\u89e3\r\n  \u2193\r\nFork \u6bb5\uff08\u5e76\u884c\uff09\uff1a\u6bcf\u4e2a\u5b50\u9700\u6c42\u5404\u81ea\u8dd1 Phase <span class=\"token number\">1<\/span><span class=\"token operator\">~<\/span><span class=\"token number\">4<\/span>\r\n  \u2193\r\nJoin \u6bb5\uff08\u4e32\u884c\u6536\u53e3\uff09\uff1a\u5408\u5e76 \u2192 \u53d1\u5e03 \u2192 \u9a8c\u8bc1 \u2192 \u63d0\u4ea4<\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>(3) \u51b2\u7a81\u6cbb\u7406\uff1a\u4e8b\u524d\u9694\u79bb\u4e0e\u4e32\u884c\u6536\u53e3<\/strong><\/p>\n<p>\u5e76\u884c\u4e0d\u662f\u628a\u4efb\u52a1\u62c6\u5f00\u5c31\u5b8c\u4e8b\uff0c\u591a\u4e2a Agent \u540c\u65f6\u4fee\u6539\u4ee3\u7801\uff0c\u4e0d\u53ef\u907f\u514d\u4f1a\u4ea7\u751f\u51b2\u7a81\u3002\u5982\u679c\u51b2\u7a81\u5904\u7406\u4e0d\u5f53\uff0c\u4f1a\u5bfc\u81f4\u7f16\u8bd1\u5931\u8d25\u3001\u4ee3\u7801\u88ab\u9519\u8bef\u8986\u76d6\u7b49\u95ee\u9898\uff0c\u51b2\u7a81\u5982\u4f55\u89e3\u51b3\u4e5f\u662f\u5de5\u7a0b\u4e0a\u7684\u4e00\u4e2a\u96be\u9898\u3002\u6211\u4eec\u5bf9\u56db\u7c7b\u51b2\u7a81\u5206\u522b\u5236\u5b9a\u4e86\u89e3\u51b3\u7b56\u7565\uff0c\u5176\u6838\u5fc3\u601d\u8def\u5c31\u4e00\u4e2a\uff1a\u80fd\u4e8b\u524d\u9694\u79bb\u7684\u5c31\u4e8b\u524d\u9694\u79bb\uff0c\u5fc5\u987b\u5171\u4eab\u7684\u5c31\u4e32\u884c\u6536\u53e3\u3002<\/p>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"656.997px\">\n<colgroup data-id=\"c7104f7d-I3OFimHn\">\n<col span=\"1\" width=\"328.49\" data-id=\"cd89ecb0-4NYMOw8Q\" \/>\n<col span=\"1\" width=\"328.507\" data-id=\"cd89ecb0-hT1vUJbo\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-pOZZR1Lc\">\n<tr data-id=\"t31e458f-iGI7IPqq\">\n<td data-id=\"t6267798-zMiiAp8u\" data-transient-attributes=\"table-cell-selection\">\u51b2\u7a81\u7c7b\u578b<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-mv75TkHn\" data-transient-attributes=\"table-cell-selection\">\u7b56\u7565<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-wt1tBgcd\">\n<td data-id=\"t238c116-KHkrUnRq\" data-transient-attributes=\"table-cell-selection\"><code>Merge Conflict<\/code><\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-SIcl2HEi\" data-transient-attributes=\"table-cell-selection\">\u7531\u00a0<code>task-planner<\/code>\u00a0\u7684\u00a0<code>touches<\/code>\u00a0\u505a\u4e8b\u524d\u7684\u6587\u4ef6\u7ea7\u9694\u79bb\uff0c\u5c3d\u91cf\u8ba9\u540c\u6279\u6b21\u4efb\u52a1\u4e0d\u78b0\u540c\u4e00\u6587\u4ef6\uff1b\u771f\u53d1\u751f\u51b2\u7a81\u65f6\u6b63\u5e38\u89e3\u51b3\u51b2\u7a81\uff0c\u7edd\u4e0d\u7528\u00a0<code>--no-verify<\/code>\/\u4e22\u5f03\u65b9\u5f0f\u7ed5\u8fc7<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-nnADMsBn\">\n<td data-id=\"t238c116-snSmDgEs\" data-transient-attributes=\"table-cell-selection\"><code>Shared file<\/code><\/p>\n<p>(\u5982\u00a0<code>main.go<\/code>\u7b49)<\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-SNrBdREa\" data-transient-attributes=\"table-cell-selection\">\u4e0d\u5728\u5e76\u884c\u6267\u884c\u4e2d\u4fee\u6539\uff0c\u7edf\u4e00\u6536\u655b\u5230\u96c6\u6210\u6536\u53e3\u9636\u6bb5\u7531\u5355\u4e2a Agent \u6267\u884c\uff0c\u907f\u514d\u591a Agent \u4fee\u6539\u540c\u4e00\u5165\u53e3<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-qYZOUnCZ\">\n<td data-id=\"t238c116-80q8jKkg\" data-transient-attributes=\"table-cell-selection\">Proto \u534f\u8bae\u4fee\u6539<\/td>\n<td class=\"table-last-row\" data-id=\"t238c116-0DNsUAZB\" data-transient-attributes=\"table-cell-selection\">\u534f\u8bae\u53d8\u66f4\u524d\u7f6e\u4e14\u4e32\u884c\uff1a\u4ec5\u5f53\u00a0<code>has_pb_change=true<\/code>\u00a0\u65f6\u7531\u00a0<code>proto-engineer<\/code>\u00a0\u5728 Rick \u5e73\u53f0\u7edf\u4e00\u53d8\u66f4\u3001\u7edf\u4e00\u751f\u6210\u6869\u4ee3\u7801\uff0c\u4e0b\u6e38\u5f00\u53d1 Agent \u57fa\u4e8e\u5df2\u751f\u6210\u7684\u6869\u4ee3\u7801\u5f00\u53d1<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-3uPzMV9i\">\n<td class=\"table-last-column\" data-id=\"t238c116-R2m4mr5M\" data-transient-attributes=\"table-cell-selection\">DB\/\u914d\u7f6e\u53d8\u66f4<\/td>\n<td class=\"table-last-column table-last-row\" data-id=\"t238c116-jMBkjfrA\" data-transient-attributes=\"table-cell-selection\">\u5168\u5c40\u53d8\u66f4\u4e00\u6b21\u6027\u524d\u7f6e\u786e\u8ba4\uff08<code>task-planner<\/code>\u00a0\u9636\u6bb5\u6c47\u603b\uff09\uff0c\u843d\u5730\u7531\u4e13\u95e8 Agent \u6267\u884c\uff0c\u907f\u514d\u5e76\u884c\u66f4\u6539\u6570\u636e\u5e93\u3001\u4fee\u6539\u914d\u7f6e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>4. \u811a\u672c\u5316\u6267\u884c\uff1a\u786e\u5b9a\u6027\u64cd\u4f5c\u4ea4\u7ed9\u811a\u672c<\/h4>\n<p>\u5728\u8dd1\u901a\u6d41\u7a0b\u4e4b\u540e\uff0c\u6211\u4eec\u590d\u76d8\u53d1\u73b0\u4e00\u4e2a\u73b0\u8c61\uff1a\u6574\u4e2a\u7aef\u5230\u7aef\u6d41\u7a0b\u4e2d\uff0c\u5927\u91cf\u6b65\u9aa4\u5176\u5b9e\u662f\u786e\u5b9a\u6027\u64cd\u4f5c\u2014\u2014\u6bd4\u5982\u89e3\u6790\u72b6\u6001\u6587\u4ef6\u7684 JSON\u3001\u521b\u5efa\u00a0git worktree\u3001\u6267\u884c\u7f16\u8bd1\u547d\u4ee4\u3001\u8c03\u7528\u53d1\u5e03\u5de5\u5177\u7b49\u3002\u8fd9\u4e9b\u64cd\u4f5c\u4e0d\u9700\u8981\u63a8\u7406\uff0c\u53ea\u9700\u8981\u6267\u884c\u3002\u8ba9 AI \u6765\u505a\u8fd9\u4e9b\u4e8b\uff0c\u4e0d\u4ec5\u767d\u767d\u6d88\u8017\u4e86 token\uff0c\u8fd8\u5f15\u5165\u4e86\u4e0d\u5fc5\u8981\u7684\u968f\u673a\u6027\u2014\u2014AI \u53ef\u80fd\u5199\u9519 shell \u8bed\u6cd5\u3001\u7528\u9519\u53c2\u6570\u3001\u6216\u8005\u5728\u65e0\u5173\u6b65\u9aa4\u4e0a\u53d1\u6563\uff0c\u540c\u65f6\uff0c\u540c\u4e00\u9700\u6c42\u591a\u6b21\u8dd1\u3001\u4e0d\u540c\u6a21\u578b\u8dd1\uff0ctoken \u6d88\u8017\u548c\u7ed3\u679c\u4e5f\u90fd\u53ef\u80fd\u4e0d\u4e00\u81f4\u3002<\/p>\n<p>\u56e0\u6b64\u6211\u4eec\u5f97\u51fa\u4e00\u4e2a\u91cd\u8981\u7ed3\u8bba\uff1aAI \u8d1f\u8d23\u8ba4\u77e5\uff0c\u811a\u672c\u8d1f\u8d23\u6267\u884c\u3002AI \u7684\u4ef7\u503c\u5728\u4e8e\u5224\u65ad\u3001\u5206\u6790\u3001\u751f\u6210\u8fd9\u7c7b\u9700\u8981\u60f3\u7684\u52a8\u4f5c\uff0c\u800c\u786e\u5b9a\u6027\u7684\u6267\u884c\u64cd\u4f5c\uff0c\u5e94\u5f53\u4ea4\u7ed9\u811a\u672c\u3002<\/p>\n<p>\u6211\u4eec\u5c06\u6574\u4e2a\u7aef\u5230\u7aef\u5f00\u53d1\u6d41\u7a0b\u56fa\u5b9a\u7684\u4e00\u4e9b\u64cd\u4f5c\u6b65\u9aa4\u6d41\u7a0b\u811a\u672c\u5316\uff0c\u524d\u540e\u6c89\u6dc0\u4e86\u63a5\u8fd1 15 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data-id=\"ld70c578-cZFohIGR\">\u591a\u4efb\u52a1\u5e76\u884c\u5f00\u53d1 worktree \u811a\u672cworktree.sh\/sub_worktree.sh\uff1a\u5728\u591a Agent \u5e76\u53d1\u5f00\u53d1\u540c\u4e00\u4e2a\u9700\u6c42\u7684\u591a\u4e2a\u4efb\u52a1\u65f6\uff0c\u5c06\u00a0git worktree\u00a0\u76f8\u5173\u7684\u521b\u5efa\/ merge \/\u591a\u5206\u652f\u96c6\u6210\/\u6e05\u7406\u7b49\u64cd\u4f5c\uff0c\u90fd\u5c01\u88c5\u6210\u811a\u672c\u76f4\u63a5\u4e00\u952e\u6267\u884c\uff0c\u907f\u514d AI \u6765\u56de\u5207\u6362\u5de5\u4f5c\u7a7a\u95f4\u4e86\u89e3\u80cc\u666f\u4fe1\u606f\u540e\u518d\u64cd\u4f5c\u7684\u6210\u672c\u3002<\/li>\n<li data-id=\"ld70c578-AeyN3hTy\">\u7f16\u8bd1\u53d1\u5e03\u811a\u672c\u00a0build-and-publish.sh\uff1a\u5c06\u670d\u52a1\u7f16\u8bd1\u53d1\u5e03\u62bd\u53d6\u6210\u4e00\u5957\u901a\u7528\u7684\u811a\u672c\uff0c\u5c06\u539f\u672c\u7531 AI \u6309\u7167\u76ee\u5f55\u63a2\u7d22\u53d1\u5e03\u811a\u672c\u3001\u6216\u81ea\u5df1\u6839\u636e dtool 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\u5e73\u53f0\u4e0a\u627e\u5230\u8fd9\u4e9b\u529f\u80fd\u3002<\/p>\n<p>\u76ee\u524d\u6211\u4eec\u7684\u7aef\u5230\u7aef\u5f00\u53d1\u5de5\u7a0b\u4e5f\u90fd\u57fa\u672c\u96c6\u6210\u4e86\u4e0a\u8ff0\u5e73\u53f0\u7684\u80fd\u529b\uff0cAI \u5728\u6574\u4e2a\u5f00\u53d1\u6d41\u7a0b\u4e2d\u7ecf\u4eba\u5de5\u786e\u8ba4\u540e\uff0c\u53ef\u4ee5\u76f4\u63a5\u5728\u76f8\u5e94\u7684\u5e73\u53f0\u4e0a\u6267\u884c\u8bfb\u53d6\/\u5199\u5165\u64cd\u4f5c\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u4e0d\u8fc7\u8fd9\u91cc\u6709\u4e00\u4e2a\u4f8b\u5916\uff1a123 \u5e73\u53f0\u4e0a\u73b0\u5728\u9ed8\u8ba4\u7684\u4e1a\u52a1\u914d\u7f6e\uff0c\u5d4c\u5165\u7684\u914d\u7f6e\u9875\u9762\u8d70\u7684\u662f\u4e03\u5f69\u77f3\u7684 tconf \u96c6\u7fa4\uff0c\u4f46\u4e03\u5f69\u77f3\u7684 mcp \u5e76\u6ca1\u6709\u652f\u6301 tconf \u96c6\u7fa4\u3002\u56e0\u6b64\u5f88\u591a\u670d\u52a1\u5982\u679c\u662f\u76f4\u63a5\u5728 123 \u5e73\u53f0\u4e1a\u52a1\u914d\u7f6e\u8fd9\u91cc\u65b0\u589e\u914d\u7f6e\uff0c\u662f\u6ca1\u6709\u529e\u6cd5\u8d70\u4e03\u5f69\u77f3\u7684 mcp \u6765\u5b9e\u73b0\u670d\u52a1\u914d\u7f6e\u7684\u8bfb\u53d6\u548c\u5199\u5165\u7684\u3002<\/p>\n<p>&nbsp;<\/p>\n<h3>\u4e94\u3001\u590d\u76d8\u3001\u89c4\u5212\u4e0e\u601d\u8003<\/h3>\n<h4>1. \u5b9e\u8df5\u590d\u76d8\uff1a\u6838\u5fc3\u5de5\u7a0b\u539f\u5219<\/h4>\n<p>\u5728\u6211\u4eec\u56e2\u961f\u7684\u5de5\u7a0b\u5b9e\u8df5\u4e2d\uff0c\u7ecf\u8fc7\u591a\u8f6e\u8c03\u8bd5\u4e0e\u67b6\u6784\u6f14\u8fdb\uff0c\u603b\u7ed3\u51fa\u4ee5\u4e0b\u6838\u5fc3\u7ecf\u9a8c\u4e0e\u4f18\u5316\u5efa\u8bae\uff1a<\/p>\n<ul data-id=\"u738a58b-84gB2u0L\">\n<li data-id=\"ld70c578-Z9YPAeaB\">\u5e94\u5bf9\u5f02\u6784\u670d\u52a1\u62d3\u6251\uff0c\u6784\u5efa\u76ee\u5f55\u89e3\u6790\u62bd\u8c61\u5c42\uff1a\u5b9e\u9645\u4e1a\u52a1\u4e2d\u7684\u4ee3\u7801\u7ec4\u7ec7\u5f62\u5f0f\u590d\u6742\u591a\u6837\uff0c\u6db5\u76d6\u5355\u4ed3\u5355\u670d\u52a1\uff08Multi-repo\uff09\u3001\u5355\u4ed3\u591a\u72ec\u7acb\u670d\u52a1\u76ee\u5f55\uff0c\u4ee5\u53ca\u5171\u4eab\u00a0go.mod\u00a0\u4e0e\u5e95\u5c42\u516c\u5171\u5305\u4f46\u5177\u5907\u591a\u00a0main.go\u00a0\u5165\u53e3\u7684 Monorepo \u67b6\u6784\u3002\u76f4\u63a5\u4f9d\u8d56 Agent Skill \u6765\u517c\u5bb9\u8fd9\u4e9b\u5f02\u6784\u62d3\u6251\u4f1a\u6210\u500d\u653e\u5927\u8c03\u8bd5\u6210\u672c\u3002\u5efa\u8bae\u5728\u5de5\u7a0b\u67b6\u6784\u521d\u671f\uff0c\u4f18\u5148\u5efa\u7acb\u7edf\u4e00\u7684\u76ee\u5f55\u89e3\u6790\u62bd\u8c61\u5c42\uff0c\u4ee5\u6807\u51c6\u5316\u540e\u7eed\u7684\u5904\u7406\u6d41\u7a0b\u3002<\/li>\n<li data-id=\"ld70c578-L9qj3MRO\">\u8c03\u5ea6\u67b6\u6784\u6f14\u8fdb\uff1a\u4ece Agent \u9a71\u52a8\u8f6c\u5411\u5f3a\u7c7b\u578b\u4ee3\u7801\u7f16\u6392 \uff1a\u65e9\u671f\u6211\u4eec\u56e2\u961f\u5728\u57fa\u4e8e Claude \u4e0e Skill \u673a\u5236\u6784\u5efa\u66f4\u65b0\u6d41\u65f6\uff0c\u5c31\u5df2\u7ecf\u53d1\u73b0\u5b58\u5728\u6307\u4ee4\u4f9d\u4ece\u6027\u4e0d\u8db3\u7684\u9690\u60a3\u3002\u4e3a\u63a7\u5236\u6210\u672c\u5f15\u5165 hy3-preview \u540e\uff0c\u8fdb\u4e00\u6b65\u66b4\u9732\u51fa\u6d41\u7a0b\u5931\u63a7\uff08\u5982\u5b50 Agent \u8d8a\u754c\u63a5\u7ba1\u4e3b\u94fe\u8def\uff09\u53ca\u8c03\u8bd5\u5468\u671f\u8fc7\u957f\u7b49\u5de5\u7a0b\u75db\u70b9\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u5728\u77e5\u8bc6\u5e93\u5de5\u7a0b\u4e0a\u4f18\u5148\u505a\u4e86\u4e24\u4e2a\u8c03\u6574\uff1a<\/li>\n<li data-id=\"ld70c578-mKNpr2l6\">\u5f03\u7528\u4e3b\u5b50 Agent \u6a21\u5f0f\uff1a\u6539\u7531\u5916\u90e8\u4e3b\u7a0b\u5e8f\u7f16\u6392\u5168\u5c40\u6d41\u7a0b\u3002\u901a\u8fc7\u4ee3\u7801\u76f4\u63a5\u8c03\u5ea6 Codebuddy CLI\uff0c\u5b9e\u73b0\u804c\u8d23\u89e3\u8026\uff1ahy3-preview \u4e13\u6ce8\u4e8e\u5c40\u90e8\u670d\u52a1\u6587\u6863\u7684\u751f\u6210\uff0cClaude \u5219\u8d1f\u8d23\u9ad8\u7ef4\u5ea6\u7684\u57df\uff08Domain\uff09\u53ca\u5168\u5c40\u67b6\u6784\u7efc\u8ff0\u3002<\/li>\n<li data-id=\"ld70c578-ACz8EIzK\">\u5f03\u7528 Shell \u811a\u672c\uff1a \u6d4b\u8bd5\u7684\u65f6\u5019\u53d1\u73b0\uff0c\u5927\u6a21\u578b\u751f\u6210\u7684 Shell \u811a\u672c\u5e38\u6f5c\u85cf\u9690\u6027\u8bed\u6cd5\u9519\u8bef\u6216\u8fb9\u754c\u903b\u8f91\u6f0f\u6d1e\uff0c\u4e14\u5f80\u5f80\u5728\u957f\u94fe\u8def\u672b\u7aef\u624d\u629b\u51fa\u5f02\u5e38\uff0c\u6781\u8017\u6392\u67e5\u65f6\u95f4\u3002\u6700\u7ec8\u5c06\u9a71\u52a8\u5c42\u5168\u9762\u91cd\u6784\u4e3a Go \u4ee3\u7801\uff0c\u5229\u7528\u5f3a\u7c7b\u578b\u8bed\u8a00\u7684\u7279\u6027\u6765\u4fdd\u969c\u6267\u884c\u63a7\u5236\u6d41\u7684\u4e25\u5bc6\u6027\u4e0e\u7a33\u5b9a\u6027\u3002<\/li>\n<li data-id=\"ld70c578-rtngxSM6\">\u4e25\u683c\u7981\u7528\u9879\u76ee\u7ea7 Memory \u4ee5\u4fdd\u969c\u72b6\u6001\u9694\u79bb\uff1a\u5168\u5c40 Memory\uff08\u8bb0\u5fc6\uff09\u673a\u5236\u4f1a\u5f15\u5165\u4e0d\u53ef\u63a7\u7684\u4e0a\u4e0b\u6587\u4e32\u6270\uff0c\u5bfc\u81f4 Agent \u504f\u79bb\u65e2\u5b9a\u804c\u8d23\uff08\u5982\u8d8a\u754c\u5e72\u6270\u4e3b\u6d41\u7a0b\uff09\uff0c\u5e76\u4e25\u91cd\u7834\u574f\u5355\u4e00\u5b50\u4efb\u52a1\u7684\u5e42\u7b49\u6027\u4e0e\u53ef\u590d\u73b0\u6027\u3002\u5728\u6784\u5efa\u5f3a\u786e\u5b9a\u6027\u7684\u81ea\u52a8\u5316\u6d41\u7a0b\u65f6\uff0c\u5fc5\u987b\u5f7b\u5e95\u5173\u95ed\u8be5\u529f\u80fd\uff0c\u4ee5\u7ef4\u6301\u6bcf\u6b21\u4efb\u52a1\u4e0a\u4e0b\u6587\u7684\u7eaf\u7cb9\u6027\u3002<\/li>\n<li data-id=\"ld70c578-pXBTXTqJ\">\u5f15\u5165 Mock \u673a\u5236\uff0c\u5206\u79bb\u8c03\u5ea6\u903b\u8f91\u4e0e\u751f\u6210\u8017\u65f6\uff1a\u81ea\u52a8\u5316\u6784\u5efa\u6d41\u6c34\u7ebf\u4e3b\u8981\u7531\u201c\u6d41\u7a0b\u8c03\u5ea6\u201d\u4e0e\u201c\u6587\u6863\u751f\u6210\u201d\u6784\u6210\u3002\u5176\u4e2d\uff0c\u8c03\u5ea6\u903b\u8f91\u6700\u4e3a\u590d\u6742\uff0c\u800c\u751f\u6210\u4efb\u52a1\u8017\u65f6\u6700\u957f\u3002\u53ca\u65e9\u5728\u5de5\u7a0b\u4e2d\u5f15\u5165 Mock \u673a\u5236\uff0c\u901a\u8fc7\u6a21\u62df\u6216\u8df3\u8fc7\u5927\u6a21\u578b\u7684\u5b9e\u9645\u751f\u6210\u73af\u8282\uff0c\u80fd\u591f\u4ee5\u6781\u4f4e\u7684\u6210\u672c\u5feb\u901f\u9a8c\u8bc1\u3001\u8fed\u4ee3\u8c03\u5ea6\u94fe\u8def\uff0c\u5927\u5e45\u63d0\u5347\u6574\u4f53\u8054\u8c03\u6548\u7387\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u8bf4\u4e0a\u9762\u8fd9\u4e9b\u662f\u5177\u4f53\u573a\u666f\u4e0b\u7684\u7ecf\u9a8c\uff0c\u90a3\u4e48\u628a\u5b83\u4eec\u518d\u5f80\u4e0a\u62bd\u8c61\u4e00\u5c42\uff0c\u6211\u4eec\u6c89\u6dc0\u51fa\u4e86\u51e0\u6761\u8d2f\u7a7f\u6574\u5957 Harness\u5de5\u7a0b\u7684\u6838\u5fc3\u539f\u5219\u2014\u2014\u5b83\u4eec\u65e2\u662f\u524d\u9762\u6240\u6709\u8bbe\u8ba1\u7684\u51fa\u53d1\u70b9\uff0c\u4e5f\u662f\u6211\u4eec\u5224\u65ad&#8221;\u4e00\u4e2a\u73af\u8282\u8be5\u4e0d\u8be5\u8fd9\u4e48\u505a&#8221;\u7684\u51c6\u7ef3\uff1a<\/p>\n<ul data-id=\"u738a58b-rG3d7RzN\">\n<li data-id=\"ld70c578-8lErrj90\">AI \u8d1f\u8d23\u8ba4\u77e5\uff0c\u811a\u672c\u8d1f\u8d23\u6267\u884c\u2014\u2014\u5de5\u7a0b\u7684\u6838\u5fc3\u601d\u60f3<\/li>\n<li data-id=\"ld70c578-DwWZVSFx\">\u957f\u94fe\u8def\u5fc5\u987b\u72b6\u6001\u5316\u2014\u2014\u72b6\u6001\u8131\u79bb\u4e0a\u4e0b\u6587\u843d\u76d8\uff0c\u624d\u80fd\u7a33\u5b9a\u7eed\u4f20<\/li>\n<li data-id=\"ld70c578-VahJsH3O\">\u77e5\u8bc6\u5e93\u5fc5\u987b\u7ed3\u6784\u5316\u2014\u2014\u4e1a\u52a1\u77e5\u8bc6\u7ed3\u6784\u5316\uff0cAI \u624d\u80fd\u7cbe\u51c6\u68c0\u7d22<\/li>\n<li data-id=\"ld70c578-nMd5zBcF\">Agent \u5fc5\u987b\u804c\u8d23\u9694\u79bb\u2014\u2014\u5355\u4e00\u804c\u8d23\u3001\u4e0a\u4e0b\u6587\u9694\u79bb\u3001\u6700\u5c0f\u6743\u9650<\/li>\n<li data-id=\"ld70c578-OOebK7WQ\">\u6267\u884c\u6b65\u9aa4\u5fc5\u987b\u811a\u672c\u5316\u2014\u2014\u6267\u884c\u95ee\u9898\u4e0d\u8981\u4ea4\u7ed9\u63a8\u7406<\/li>\n<li data-id=\"ld70c578-vhUnfOtS\">Workflow \u6bd4 Prompt \u66f4\u91cd\u8981\u2014\u2014\u6d41\u7a0b\u7f16\u6392\u7684\u786e\u5b9a\u6027\uff0c\u80dc\u8fc7\u53cd\u590d\u6253\u78e8 prompt<\/li>\n<\/ul>\n<p>\u7ec8\u5c40\u8ba4\u77e5\uff1a\u672a\u6765\u6bd4\u62fc\u7684\u4e0d\u662f&#8221;\u7528\u4e86\u591a\u5c11 AI&#8221;\uff0c\u800c\u662f\u80fd\u5426\u628a AI \u5f53\u4f5c\u4e00\u4e2a\u5de5\u7a0b\u7cfb\u7edf\u6765\u8bbe\u8ba1\u3002<\/p>\n<h4>2. \u4e0b\u4e00\u6b65\uff1a\u4ece&#8221;\u80fd\u8dd1&#8221;\u5230&#8221;\u8dd1\u5f97\u597d&#8221;<\/h4>\n<p>\u76ee\u524d\u6765\u8bf4\uff0c\u5bf9\u4e8e\u8fd9\u5957 Harness \u5de5\u7a0b\uff0c\u4ec5\u4ec5\u5904\u4e8e&#8221;\u80fd\u8dd1&#8221;\u7684\u521a\u8d77\u6b65\u72b6\u51b5\uff0c\u5728\u5f88\u591a\u5730\u65b9\u3001\u7ec6\u8282\u65b9\u9762\u8fd8\u6709\u5f85\u5b8c\u5584\u548c\u6539\u8fdb\uff1a<\/p>\n<ul data-id=\"u738a58b-axJNhZpi\">\n<li data-id=\"ld70c578-9fI43Zdl\">\u7f3a\u5c11\u81ea\u6211\u590d\u76d8\u8fed\u4ee3\u7684\u81ea\u8fdb\u5316\u80fd\u529b\uff0c\u6bcf\u6b21\u8dd1\u5b8c\u4e00\u4e2a\u6d41\u7a0b\u540e\uff0c\u4f9d\u8d56\u4eba\u5de5\u53d1\u73b0\u5e76\u4fee\u590d\u6d41\u7a0b\u4e2d\u7684\u95ee\u9898\u3002<\/li>\n<li data-id=\"ld70c578-0ZQaNOk1\">\u7f3a\u4e4f\u4e00\u5957\u5b8c\u5584\u7684\u8bc4\u4f30\u4f53\u7cfb\uff0c\u6765\u8bc4\u4f30\u6574\u4e2aAI \u7aef\u5230\u7aef\u5f00\u53d1\u6d41\u7a0b\u7684\u7a33\u5b9a\u6027\u3001\u5f00\u53d1\u6548\u679c\u3001token \u6210\u672c\u6d88\u8017\u7b49\u7b49\u3002<\/li>\n<li data-id=\"ld70c578-bdOrhoLF\">\u6574\u5957\u4f53\u7cfb\u91cd\u5ea6\u4f9d\u8d56\u4e8e codebuddy cli \u5de5\u5177\u6765\u8fd0\u884c\uff0c\u8fd8\u6ca1\u6709\u5b9e\u73b0\u5de5\u7a0b\u4e0e\u5de5\u5177\u7684\u89e3\u8026\u3002<\/li>\n<li data-id=\"ld70c578-Qf7Qg2lt\">&#8230;<\/li>\n<\/ul>\n<p>\u6700\u8fd1\uff0cClaude \u53d1\u5e03\u7684 Workflow 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decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202607\/04\/c191da8272c1ae46f2b3545007412cb3605e03.webp\" data-type=\"block\" \/><\/p>\n<h4>3. \u4e00\u4e9b\u5f00\u653e\u6027\u601d\u8003<\/h4>\n<p><strong>(1) TDD \u5728 AI \u65f6\u4ee3\uff1a\u5148\u5199\u6d4b\u8bd5\u8fd8\u662f\u5148\u5199\u4ee3\u7801\uff1f<\/strong><\/p>\n<p>TDD \u662f\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u4ee4\u4eba\u5411\u5f80\u7684\u5f00\u53d1\u6a21\u5f0f\uff0c\u4f46\u5728\u5b9e\u9645\u4ee3\u7801\u5f00\u53d1\u4e2d\u8df5\u884c\u5f88\u96be\u2014\u2014\u63a5\u53e3\u5b57\u6bb5\u3001\u6821\u9a8c\u89c4\u5219\u3001\u4f9d\u8d56\u63a5\u53e3\uff0c\u751a\u81f3\u5f88\u591a\u4e1a\u52a1\u903b\u8f91\uff0c\u5f80\u5f80\u90fd\u8981\u7b49\u4ee3\u7801\u548c\u534f\u8bae\u843d\u5730\u540e\u624d\u80fd\u786e\u5b9a\uff0c\u63d0\u524d\u5199\u5355\u6d4b\u6781\u6613\u8fd4\u5de5\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u5728\u6211\u4eec\u7684\u5b9e\u8df5\u4e2d\uff0cTDD 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Agent\uff0c\u8fd8\u6709\u597d\u67b6\u6784<\/strong><\/p>\n<p>\u4f20\u7edf\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\uff0c\u4ee3\u7801\u5982\u4f55\u7ec4\u7ec7\uff0c\u67b6\u6784\u5982\u4f55\u8bbe\u8ba1\uff0c\u4e1a\u754c\u6709\u7740\u975e\u5e38\u591a\u975e\u5e38\u6210\u719f\u7684\u65b9\u6cd5\u8bba\uff0cMVC\u3001DDD\u3001Clean Architecture \u7b49\u7b49\u3002\u4f46\u662f\u5bf9\u4e8e AI \u5de5\u7a0b\uff0c\u67b6\u6784\u4e0a\u5982\u4f55\u8bbe\u8ba1\uff0cAgent\u3001Skill \u4e4b\u95f4\u5982\u4f55\u7ec4\u7ec7\uff0c AI \u5de5\u7a0b\u4e0e AI \u5de5\u5177\u5982\u4f55\u89e3\u8026\uff0cAgent \u4e0e Skill \u5982\u4f55\u63d2\u62d4\u5f0f\u7ec4\u5408\u7b49\u7b49\uff0c\u5f53\u4e0b\u4f3c\u4e4e\u5e76\u6ca1\u6709\u770b\u5230\u4ec0\u4e48\u5f88\u6210\u719f\u7684\u65b9\u6cd5\u8bba\u6216\u5b9e\u8df5\u89c4\u8303\uff0c\u66f4\u591a\u7684\u90fd\u662f\u7ed3\u5408 Code \u5de5\u5177\u7684\u89c4\u8303\uff0c\u5b9a\u4e49\u4e00\u4e2a skill \u76ee\u5f55\uff0c\u4e00\u4e2a agent \u76ee\u5f55\uff0c\u7136\u540e\u5c31\u90fd\u5f80\u91cc\u52a0\u3002\u5f53\u4e0b\u6211\u4eec\u8fd9\u5957\u5de5\u7a0b\u4e2d\u7684\u7ec4\u7ec7\u65b9\u5f0f\uff0c\u4e5f\u6709\u7740\u540c\u6837\u7684\u95ee\u9898\u3002\u5de5\u7a0b\u4e0e\u5de5\u5177\u7684\u89e3\u8026\u3001Agent\/Skill \u7684\u5206\u5c42\u4e0e\u63d2\u62d4\u5f0f\u7ec4\u5408\uff0c\u662f\u540e\u7eed\u8981\u91cd\u70b9\u4f18\u5316\u7684\u65b9\u5411\u3002<\/p>\n<p><strong>(3) \u4ee3\u7801\u8fd8\u91cd\u8981\u5417\uff1f\u2014\u2014\u4ece&#8221;\u4ee3\u7801\u4e3a\u738b&#8221;\u5230&#8221;\u67b6\u6784\u4e3a\u738b&#8221;<\/strong><\/p>\n<p>\u5728 AI \u751f\u4ea7\u4ee3\u7801\u6548\u7387\u8d8a\u6765\u8d8a\u9ad8\u7684\u5f53\u4e0b\uff0c\u6709\u4e00\u79cd\u8bf4\u6cd5\u662f\u201c\u5fd8\u8bb0\u4ee3\u7801\u7684\u5b58\u5728\u201d\uff1a\u4eba\u4e0d\u518d\u9010\u884c\u5ba1\u67e5 AI \u5199\u7684\u4ee3\u7801\uff0c\u53ea\u5173\u5fc3\u8fd0\u884c\u7ed3\u679c\u662f\u5426\u7b26\u5408\u9884\u671f\u3002YouTube \u4e0a\u6709\u4e00\u4e2a\u6765\u81ea Anthropic \u7814\u7a76\u5458\u7684\u6f14\u8bb2\uff0c\u5206\u4eab\u7684\u5c31\u662f\u8fd9\u79cd\u89c2\u70b9\uff1aVibe coding in prod<\/p>\n<p>\u4f46\u662f\uff0c\u6211\u4eec\u6240\u9762\u5bf9\u7684\u5e76\u4e0d\u662f\u4e00\u4e2a\u5de5\u5177\u7cfb\u7edf\uff0c\u800c\u662f\u4e00\u4e2a\u6d89\u53ca\u591a\u5fae\u670d\u52a1\u3001\u8c03\u7528\u94fe\u8def\u590d\u6742\u3001\u6709\u7740\u9ad8\u5e76\u53d1\u3001\u9ad8\u6027\u80fd\u8981\u6c42\u7684\u590d\u6742\u5728\u7ebf\u4e1a\u52a1\u7cfb\u7edf\uff0c\u5c31\u73b0\u9636\u6bb5\u6765\u8bf4\uff0c\u6211\u8ba4\u4e3a\u4fdd\u6301\u9ad8\u8d28\u91cf\u7684\u4ee3\u7801\u67b6\u6784\u4f9d\u65e7\u975e\u5e38\u91cd\u8981\uff1a<\/p>\n<ul data-id=\"u738a58b-FiMt8dAW\">\n<li data-id=\"ld70c578-0ffSKFw7\">ai \u4ee3\u7801\u8150\u5316\u901f\u5ea6\u975e\u5e38\u5feb\uff0c\u54ea\u6015\u662f\u73b0\u5728 Claude Opus 4.8\uff0c\u653e\u4efb\u8fed\u4ee3\u4f1a\u5f88\u5feb\u504f\u79bb\u65e2\u5b9a\u7684\u89c4\u8303\u3002<\/li>\n<li data-id=\"ld70c578-EUadZssX\">\u9ad8\u8d28\u91cf\u7684\u4ee3\u7801\u548c\u67b6\u6784\u4f1a\u53cd\u54fa AI\uff0c\u8ba9 AI \u751f\u6210\u7684\u4ee3\u7801\u8d28\u91cf\u66f4\u9ad8\uff0c\u8fd9\u662f\u4e00\u4e2a\u6b63\u53cd\u9988\u7684\u8fc7\u7a0b\u3002<\/li>\n<li data-id=\"ld70c578-l5bDVddS\">\u4e00\u65e6\u4eba\u5bf9\u4ee3\u7801\u5931\u53bb\u638c\u63a7\uff0c\u7ebf\u4e0a\u51fa\u95ee\u9898\u5c31\u53ea\u80fd\u5b8c\u5168\u9760 AI \u6392\u67e5\u5b9a\u4f4d\u3002<\/li>\n<\/ul>\n<p>\u4f46\u4e0d\u80fd\u5426\u8ba4\u8fd9\u4e2a\u89c2\u70b9\u7684\u524d\u77bb\u6027\uff0c\u5728\u6211\u4eec\u56e2\u961f\u5185\u90e8\u4e5f\u6709\u7c7b\u4f3c\u7684\u5b9e\u8df5\uff1a\u91cd\u6784\u540e\u7684\u6d3b\u52a8\u5e73\u53f0\u7cfb\u7edf\uff0c\u5728 With \u5e73\u53f0\u642d\u5efa\u4e86\u4e00\u5957\u7edf\u4e00\u7684\u96c6\u6210\u770b\u677f\uff0c\u96c6\u6210\u4e86\u5305\u62ec\u5728\u7ebf\u6d3b\u52a8\u4e00\u89c8\/\u6d3b\u52a8\u5b9e\u65f6\u53c2\u4e0e\u60c5\u51b5\u76d1\u63a7\/\u6d3b\u52a8\u6d88\u8017\u5b9e\u65f6\u76d1\u63a7\/\u6d3b\u52a8\u8bca\u65ad\/\u6d3b\u52a8\u590d\u76d8\u7b49\u80fd\u529b\uff0c\u5b9e\u73b0\u4ece\u4e8b\u524d\u5230\u4e8b\u540e\u7684\u5168\u6d3b\u52a8\u751f\u547d\u5468\u671f\u4e00\u7ad9\u5f0f\u8fd0\u8425\u3002<\/p>\n<p>\u8fd9\u5957\u770b\u677f\u4ee3\u7801 100% \u7531 AI \u901a\u8fc7\u5bf9\u8bdd\u5f0f Vibe Coding \u751f\u6210\uff0c\u6ca1\u6709\u4e00\u4e2a\u4eba\u53bb CR \u8fc7\u5b83\u7684\u4ee3\u7801\uff0c\u524d\u7aef\/\u540e\u53f0\/\u4ea7\u54c1\/\u8fd0\u8425\uff0c\u4efb\u4f55\u4e00\u4e2a\u540c\u5b66\uff0c\u53ea\u8981\u6709\u4efb\u4f55\u6d3b\u52a8\u770b\u677f\u7684\u9700\u6c42\uff0c\u90fd\u53ef\u4ee5\u5728\u8fd9\u4e0a\u9762\u901a\u8fc7\u5bf9\u8bdd\u7684\u65b9\u5f0f\u96c6\u6210\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202607\/04\/4889ebc275fbd21f38d9745891d787592b4669.webp\" data-type=\"block\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s2.51cto.com\/oss\/202607\/04\/834a94c42d29c37423812597436705e2936bd7.webp\" data-type=\"block\" \/><\/p>\n<p>\u8fd9\u5176\u4e2d\u7684\u533a\u522b\u5728\u4e8e\uff1a\u770b\u677f\u8fd9\u7c7b&#8221;\u7ed3\u679c\u5bfc\u5411\u3001\u5bb9\u9519\u7387\u9ad8\u3001\u65e0\u5f3a\u4e00\u81f4\u6027\u8981\u6c42&#8221;\u7684\u7cfb\u7edf\uff0c\u9002\u5408\u9ed1\u76d2\u5316\uff1b\u800c\u6838\u5fc3\u5728\u7ebf\u4e1a\u52a1\u7cfb\u7edf\uff0c\u73b0\u9636\u6bb5\u4ecd\u9700\u8981\u4eba\u5b88\u4f4f\u67b6\u6784\u8fd9\u6761\u7ebf\u3002<\/p>\n<p>\u800c\u8fd9\u6761\u7ebf\uff0c\u6216\u8bb8\u4e5f\u4f1a\u968f\u7740 AI 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