{"id":7832,"date":"2026-11-06T16:14:57","date_gmt":"2026-11-06T16:14:57","guid":{"rendered":"https:\/\/jonjones.ai\/uncategorized\/agentic-engineering\/"},"modified":"2026-11-06T16:16:06","modified_gmt":"2026-11-06T16:16:06","slug":"%e6%99%ba%e8%83%bd%e9%ab%94%e5%b7%a5%e7%a8%8b","status":"publish","type":"post","link":"https:\/\/jonjones.ai\/zh\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7\/%e6%99%ba%e8%83%bd%e9%ab%94%e5%b7%a5%e7%a8%8b\/","title":{"rendered":"\u9762\u5411\u71df\u904b\u5546\u7684\u4ee3\u7406\u5de5\u7a0b\uff1a\u71df\u904b\u696d\u52d9\u7684\u4ee3\u7406\u80cc\u5f8c\u7684\u5b78\u79d1\uff082026\uff09"},"content":{"rendered":"<p><strong>\u667a\u80fd\u9ad4\u5de5\u7a0b<\/strong> \u9019\u9580\u5b78\u79d1\u65e8\u5728\u8b93AI\u4ee3\u7406\u53ef\u9760\u5730\u5b8c\u6210\u5de5\u4f5c\uff1a\u4f60\u7de8\u5beb\u898f\u7bc4\uff0c\u4ee3\u7406\u57f7\u884c\u4efb\u52d9\uff0c\u7136\u5f8c\u4f60\u9a57\u8b49\u3001\u5be9\u67e5\u4e26\u76e3\u7763\u5b83\u4ea4\u4ed8\u7684\u6210\u679c\u3002\u5927\u591a\u6578\u5b9a\u7fa9\u90fd\u6b62\u6b65\u65bc\u8edf\u9ad4\u958b\u767c\uff0c\u5373\u4ee3\u7406\u7a0b\u5f0f\u7de8\u5beb\u7a0b\u5f0f\u78bc\uff0c\u958b\u767c\u4eba\u54e1\u5be9\u67e5\u5dee\u7570\u3002\u6211\u60f3\u66f4\u9032\u4e00\u6b65\uff0c\u56e0\u70ba\u9019\u6b63\u662f\u6211\u6240\u8655\u7684\u9818\u57df\u3002\u9019\u7bc7\u6587\u7ae0\u662f\u7531Claude Code\u4ee3\u7406\u5546\u5728\u5cc7\u88e1\u5cf6\u6642\u9593\u51cc\u66680\u9ede05\u5206\u5b8c\u6210\u7814\u7a76\u3001\u64b0\u5beb\u3001\u7e6a\u88fd\u548c\u767c\u5e03\u7684\uff0c\u7576\u6642\u6211\u9084\u5728\u7761\u89ba\u3002\u81ea6\u670812\u65e5\u4ee5\u4f86\uff0c\u5b83\u6240\u5c6c\u7684\u4ee3\u7406\u7fa4\u5df2\u7d2f\u8a08\u57f7\u884c\u4e861967\u6b21\u8a08\u756b\u904b\u884c\u3002.<\/p>\n\n<p>\u9019\u652f\u968a\u4f0d\u88e1\u6c92\u6709\u4e00\u53f0\u6a5f\u5668\u6703\u5beb\u61c9\u7528\u7a0b\u5f0f\u3002\u5b83\u8ca0\u8cac\u64b0\u5beb\u90e8\u843d\u683c\u6587\u7ae0\u3001\u5b89\u6392\u793e\u7fa4\u5a92\u9ad4\u767c\u5e03\u3001\u6aa2\u67e5\u6536\u4ef6\u5323\u3001\u5c0b\u627e\u6f5b\u5728\u5ba2\u6236\uff0c\u4e26\u70ba\u5341\u5bb6\u4f01\u696d\u6b78\u6a94\u4efb\u52d9\u3002\u7dad\u7e6b\u5b83\u300c\u8aa0\u5be6\u5b88\u4fe1\u300d\u7684\u6e96\u5247\uff0c\u8207\u897f\u8499\u00b7\u5a01\u5229\u68ee\u548c\u827e\u8fea\u00b7\u5967\u65af\u66fc\u5c3c\u6240\u63cf\u8ff0\u7684\u4ee3\u78bc\u6e96\u5247\u5982\u51fa\u4e00\u8f4d\u3002\u552f\u4e00\u6539\u8b8a\u7684\uff0c\u662f\u6a5f\u5668\u7684\u904b\u4f5c\u65b9\u5f0f\u3002.<\/p>\n\n<p>\u4f60\u5c07\u7372\u5f97\u4ee5\u4e0b\u5167\u5bb9\uff1a\u4e00\u500b\u7c21\u6f54\u660e\u4e86\u7684\u5b9a\u7fa9\u3001\u300c\u7a0b\u5f0f\u78bc\u6c1b\u570d\u300d\u8207\u300c\u7a0b\u5f0f\u78bc\u5de5\u7a0b\u300d\u7684\u5c0d\u6bd4\u3001\u69cb\u6210\u5de5\u7a0b\u7684\u56db\u500b\u7fd2\u6163\u3001\u7576\u300c\u7a0b\u5f0f\u78bc\u5eab\u300d\u6210\u70ba\u4e00\u9805\u696d\u52d9\u6642\u9019\u4e9b\u7fd2\u6163\u7684\u5177\u9ad4\u9ad4\u73fe\uff0c\u4ee5\u53ca\u6211\u5f9e\u5931\u6557\u4e2d\u7e3d\u7d50\u51fa\u7684\u6bcf\u689d\u898f\u5247\u3002\u6587\u4e2d\u63d0\u5230\u7684\u6240\u6709\u6578\u64da\u90fd\u662f\u4eca\u665a\u6e2c\u91cf\u7684\uff0c\u6216\u8005\u9023\u7d50\u5230\u4e86\u76f8\u61c9\u7684\u6587\u7ae0\u3002.<\/p>\n\n<h2>\u4ec0\u9ebc\u662f\u667a\u80fd\u9ad4\u5de5\u7a0b\uff1f\u62cb\u958b\u7092\u4f5c\uff0c\u7d66\u4e88\u66f4\u6e05\u6670\u7684\u5b9a\u7fa9<\/h2>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/jonjones.ai\/wp-content\/uploads\/2026\/11\/agentic-engineering-s1-20261107.jpg\" alt=\"\u667a\u80fd\u9ad4\u5de5\u7a0b\" \/><\/figure>\n<p>\u9019\u500b\u8853\u8a9e\u9084\u5f88\u65b0\u3002\u5b89\u5fb7\u70c8\u00b7\u5361\u5e15\u897f\uff08Andrej Karpathy\uff09\u57282025\u5e742\u6708\u5275\u9020\u4e86\u300c\u6c1b\u570d\u7de8\u78bc\u300d\uff08vibe coding\uff09\u4e00\u8a5e\uff0c\u4e26\u57282026\u5e742\u6708\u521d\u63d0\u51fa\u4e86\u300c\u4ee3\u7406\u5de5\u7a0b\u300d\uff08agentic engineering\uff09\u4f5c\u70ba\u5176\u5c08\u696d\u7248\u672c\u7684\u540d\u7a31\u3002\u5e7e\u9031\u4e4b\u5167\uff0c\u5be6\u8e10\u8005\u5c31\u7d66\u4e86\u4e00\u500b\u53ef\u884c\u7684\u5b9a\u7fa9\u3002.<\/p>\n\n<p><a href=\"https:\/\/simonwillison.net\/guides\/agentic-engineering-patterns\/what-is-agentic-engineering\/\" target=\"_blank\" rel=\"noopener\">\u897f\u8499\u5a01\u5229\u68ee\u7684\u7248\u672c<\/a> \u6700\u7c21\u6f54\u7684\u5b9a\u7fa9\u662f\uff1a\u667a\u80fd\u9ad4\u5de5\u7a0b\u662f\u300c\u501f\u52a9\u7de8\u78bc\u667a\u80fd\u9ad4\u958b\u767c\u8edf\u9ad4\u7684\u5be6\u8e10\u300d\u3002\u4ed6\u5c0d\u667a\u80fd\u9ad4\u7684\u5b9a\u7fa9\u751a\u81f3\u66f4\u7c21\u6f54\uff1a\u201c\u667a\u80fd\u9ad4\u5faa\u74b0\u904b\u884c\u5de5\u5177\u4ee5\u5be6\u73fe\u76ee\u6a19\u3002\u201d <a href=\"https:\/\/addyosmani.com\/blog\/agentic-engineering\/\" target=\"_blank\" rel=\"noopener\">\u827e\u8fea\u00b7\u5967\u65af\u66fc\u5c3c<\/a> \u5283\u5206\u754c\u7dda\u7684\u65b9\u5f0f\u662f\uff1a\u4eba\u5de5\u667a\u6167\u8ca0\u8cac\u5be6\u73fe\uff0c\u800c\u4eba\u985e\u8ca0\u8cac\u67b6\u69cb\u3001\u54c1\u8cea\u548c\u6b63\u78ba\u6027\u3002. <a href=\"https:\/\/www.ibm.com\/think\/topics\/agentic-engineering\" target=\"_blank\" rel=\"noopener\">IBM \u7684\u89e3\u91cb<\/a> \u843d\u9ede\u76f8\u540c\uff0c\u63cf\u8ff0\u7684\u662f\u90a3\u4e9b\u5354\u8abf\u548c\u76e3\u7763\u4ee3\u7406\u4eba\u800c\u4e0d\u662f\u8b93\u4ed6\u5011\u5f9e\u982d\u5230\u5c3e\u5efa\u69cb\u7684\u5de5\u7a0b\u5e2b\u3002.<\/p>\n\n<p>\u4e09\u4eba\u5c0d\u6838\u5fc3\u7406\u5ff5\u9054\u6210\u5171\u8b58\u3002\u667a\u80fd\u9ad4\u5de5\u7a0b\u4e26\u975e\u4e00\u7a2e\u5de5\u5177\u6216\u8077\u4f4d\u540d\u7a31\uff0c\u800c\u662f\u4e00\u5957\u7fd2\u6163\uff0c\u5b83\u80fd\u5c07\u667a\u80fd\u9ad4\u5f9e\u5076\u723e\u80fd\u7522\u751f\u6b63\u78ba\u7d50\u679c\u7684\u5de5\u5177\uff0c\u8f49\u8b8a\u70ba\u53ef\u4fe1\u8cf4\u7684\u5de5\u5177\u3002.<\/p>\n\n<p>\u4ee5\u4e0b\u662f\u6211\u5f9e\u64cd\u4f5c\u54e1\u89d2\u5ea6\u51fa\u767c\u7684\u55ae\u884c\u7248\u672c\uff1a<\/p>\n\n<blockquote><p>\u667a\u80fd\u9ad4\u5de5\u7a0b\u662f\u6307\u570d\u7e5e\u667a\u80fd\u9ad4\u8a2d\u8a08\u898f\u683c\u3001\u6aa2\u67e5\u548c\u56de\u994b\u8ff4\u8def\uff0c\u4ee5\u4fbf\u5728\u60a8\u4e0d\u76e3\u7763\u7684\u60c5\u6cc1\u4e0b\uff0c\u667a\u80fd\u9ad4\u4e5f\u80fd\u6b63\u78ba\u904b\u4f5c\u3002.<\/p><\/blockquote>\n\n<p>\u6700\u5f8c\u4e94\u500b\u5b57\u81f3\u95dc\u91cd\u8981\u3002\u958b\u767c\u4eba\u54e1\u5728\u9375\u76e4\u524d\u5373\u6642\u6aa2\u67e5\u6bcf\u4e00\u500b\u5dee\u7570\u3002\u800c\u5b9a\u6642\u4efb\u52d9\u7684\u4ee3\u7406\u7a0b\u5e8f\u8eab\u908a\u537b\u7121\u4eba\u76e3\u7763\u3002\u56e0\u6b64\uff0c\u5de5\u7a0b\u8a2d\u8a08\u5fc5\u9808\u878d\u5165\u7cfb\u7d71\u4e4b\u4e2d\uff1a\u9ad4\u73fe\u5728\u5b83\u6240\u8b80\u53d6\u7684\u6307\u4ee4\u3001\u5b83\u4e0d\u80fd\u8df3\u904e\u7684\u6aa2\u67e5\u4ee5\u53ca\u5b83\u7559\u4e0b\u7684\u8a18\u9304\u4e2d\u3002.<\/p>\n\n<h3>\u667a\u80fd\u9ad4\u5de5\u7a0b\u8207\u667a\u80fd\u9ad4\u4eba\u5de5\u667a\u6167<\/h3>\n<p>\u9019\u5169\u500b\u8a5e\u7d93\u5e38\u88ab\u6df7\u6dc6\u3002. <em>\u667a\u80fd\u9ad4\u4eba\u5de5\u667a\u6167<\/em> \u63cf\u8ff0\u6b64\u6280\u8853\uff1a\u898f\u5283\u3001\u547c\u53eb\u5de5\u5177\u4e26\u57f7\u884c\u591a\u6b65\u9a5f\u64cd\u4f5c\u7684\u6a21\u578b\u3002. <em>\u667a\u80fd\u9ad4\u5de5\u7a0b<\/em> \u5b83\u63cf\u8ff0\u4e86\u4eba\u985e\u5982\u4f55\u8ca0\u8cac\u4efb\u5730\u904b\u7528\u9019\u9805\u6280\u8853\u3002\u4e00\u500b\u662f\u5f15\u64ce\uff0c\u53e6\u4e00\u500b\u5247\u662f\u7dad\u6301\u6c7d\u8eca\u884c\u99db\u6240\u9700\u7684\u4e00\u5207\u96f6\u4ef6\u3002.<\/p>\n\n<h2>\u667a\u80fd\u9ad4\u5de5\u7a0b\u8207Vibe\u7de8\u78bc\uff1a\u540c\u6a23\u7684\u5de5\u5177\uff0c\u4e0d\u540c\u7684\u5de5\u4f5c<\/h2>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/jonjones.ai\/wp-content\/uploads\/2026\/11\/agentic-engineering-s2-20261107.jpg\" alt=\"\u667a\u6167\u5de5\u7a0b\u8207\u6c1b\u570d\u7de8\u78bc\uff0c\u6df7\u4e82\u8207\u56b4\u8b39\u5efa\u69cb\u7684\u5c0d\u6bd4\" \/><\/figure>\n<p>\u76f4\u89ba\u7de8\u78bc\u548c\u667a\u6167\u5de5\u7a0b\u53ef\u4ee5\u4f7f\u7528\u5b8c\u5168\u76f8\u540c\u7684\u5de5\u5177\u3002\u6211\u4eca\u665a\u5c31\u53ef\u4ee5\u6253\u958b Claude Code\uff0c\u7528\u76f4\u89ba\u7de8\u78bc\u5275\u5efa\u4e00\u500b\u843d\u5730\u9801\uff1a\u63d0\u793a\u3001\u63a5\u53d7\u3001\u5237\u65b0\u3001\u91cd\u8907\u3002\u5dee\u5225\u4e0d\u5728\u65bc\u8edf\u9ad4\uff0c\u800c\u662f\u63d0\u793a\u548c\u7d50\u679c\u4e4b\u9593\u767c\u751f\u7684\u4e8b\u60c5\u3002.<\/p>\n\n<table>\n<thead><tr><th><\/th><th>\u6c1b\u570d\u7de8\u78bc<\/th><th>\u667a\u80fd\u9ad4\u5de5\u7a0b<\/th><\/tr><\/thead>\n<tbody>\n<tr><td><strong>\u8d77\u9ede<\/strong><\/td><td>\u63d0\u793a<\/td><td>\u66f8\u9762\u898f\u7bc4<\/td><\/tr>\n<tr><td><strong>\u8ab0\u4f86\u6aa2\u67e5\u8f38\u51fa\u7d50\u679c<\/strong><\/td><td>\u4f60\u7528\u8089\u773c\u5c31\u80fd\u770b\u51fa\u5b83\u662f\u5426\u7834\u640d\u3002<\/td><td>\u5148\u9032\u884c\u81ea\u52d5\u6aa2\u67e5\uff0c\u7136\u5f8c\u7531\u4eba\u5de5\u6aa2\u67e5\u3002<\/td><\/tr>\n<tr><td><strong>\u300c\u5b8c\u6210\u300d\u662f\u4ec0\u9ebc\u610f\u601d<\/strong><\/td><td>\u4ee3\u7406\u4eba\u8aaa\u5b8c\u6210\u4e86<\/td><td>\u8a72\u7d50\u679c\u5df2\u5728\u5be6\u969b\u7cfb\u7d71\u4e2d\u5f97\u5230\u9a57\u8b49\u3002<\/td><\/tr>\n<tr><td><strong>\u7576\u5b83\u5931\u6557\u6642<\/strong><\/td><td>\u8acb\u5c07\u932f\u8aa4\u8a0a\u606f\u8cbc\u56de\u53bb\u3002<\/td><td>\u4fee\u6539\u898f\u7bc4\uff0c\u4f7f\u5176\u4e0d\u518d\u51fa\u73fe\u540c\u6a23\u7684\u554f\u984c\u3002<\/td><\/tr>\n<tr><td><strong>\u8a18\u61b6<\/strong><\/td><td>\u804a\u5929\u8a18\u9304<\/td><td>\u7248\u672c\u5316\u6307\u4ee4\u548c\u904b\u884c\u65e5\u8a8c<\/td><\/tr>\n<tr><td><strong>\u6700\u9069\u5408<\/strong><\/td><td>\u539f\u578b\u3001\u4e00\u6b21\u6027\u8173\u672c\u3001\u63a2\u7d22<\/td><td>\u660e\u5929\u518d\u6b21\u904b\u884c\u7684\u4efb\u4f55\u7a0b\u5e8f<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n<p>\u6700\u5f8c\u4e00\u884c\u624d\u662f\u771f\u6b63\u7684\u8003\u9a57\u3002\u5982\u679c\u5de5\u4f5c\u6210\u679c\u53ef\u4ee5\u96a8\u6642\u4e1f\u68c4\uff0c\u90a3\u9ebc\u6191\u611f\u89ba\u5beb\u7a0b\u5f0f\u78bc\u7576\u7136\u5f88\u597d\u3002\u5982\u679c\u4f60\u661f\u671f\u65e5\u665a\u4e0a\u5c31\u8981\u628a\u5b83\u4e1f\u6389\uff0c\u8ab0\u9084\u5728\u4e4e\u5b83\u662f\u600e\u9ebc\u505a\u51fa\u4f86\u7684\u5462\uff1f\u4f46\u4e00\u65e6\u4ee3\u7406\u7a0b\u5f0f\u660e\u5929\u518d\u904b\u884c\uff0c\u6216\u662f\u63a5\u89f8\u5230\u5ba2\u6236\uff0c\u6216\u662f\u7522\u751f\u8cbb\u7528\uff0c\u4f60\u5c31\u9700\u8981\u53f3\u5074\u90a3\u4e00\u5217\u7684\u8cc7\u6599\u4e86\u3002.<\/p>\n\n<p>\u5967\u65af\u66fc\u5c3c\u7684\u89c0\u9ede\u503c\u5f97\u6211\u5f37\u8abf\u5169\u6b21\uff1a\u6e2c\u8a66\u662f\u5169\u8005\u4e4b\u9593\u6700\u5927\u7684\u5dee\u7570\u3002\u7528\u4ed6\u7684\u8a71\u4f86\u8aaa\uff0c\u5982\u679c\u6c92\u6709\u6e2c\u8a66\uff0c\u4ee3\u7406\u201c\u6703\u8208\u9ad8\u91c7\u70c8\u5730\u5ba3\u5e03\u2018\u5b8c\u6210\u2019\uff0c\u5373\u4f7f\u4ee3\u78bc\u672c\u8eab\u5b58\u5728\u7f3a\u9677\u201d\u3002\u6211\u89aa\u773c\u770b\u904e\u9019\u7a2e\u60c5\u6cc1\u767c\u751f\u5728\u4e00\u4e9b\u6839\u672c\u4e0d\u662f\u7a0b\u5f0f\u78bc\u7684\u4e8b\u60c5\u4e0a\u3002\u4f8b\u5982\uff0c\u4e00\u500b\u4ee3\u7406\u6703\u5831\u544a\u4e00\u689d\u793e\u4ea4\u5a92\u9ad4\u5e16\u5b50\u5df2\u6309\u8a08\u5283\u767c\u5e03\uff0c\u800c\u5be6\u969b\u4e0a API \u5df2\u7d93\u6084\u6084\u5730\u62d2\u7d55\u4e86\u5b83\u3002\u53e6\u4e00\u500b\u4ee3\u7406\u7a0b\u5f0f\u6703\u5831\u544a\u8cc7\u6599\u5eab\u884c\u5df2\u66f4\u65b0\uff0c\u800c\u5be6\u969b\u4e0a\u5beb\u5165\u64cd\u4f5c\u5931\u6557\u4e86\u3002\u8208\u9ad8\u91c7\u70c8\u5730\u5ba3\u5e03\u201c\u5b8c\u6210\u201d\u662f\u6240\u6709\u4ee3\u7406\uff08\u7121\u8ad6\u662f\u5426\u6d89\u53ca\u4ee3\u78bc\uff09\u7684\u9810\u8a2d\u5931\u6557\u6a21\u5f0f\u3002.<\/p>\n\n<h3>\u6c1b\u570d\u7de8\u78bc\u4e0d\u597d\u55ce\uff1f<\/h3>\n<p>\u4e0d\u3002\u6211\u8a8d\u70ba\uff0c\u5c0d\u65bc\u55ae\u4eba\u64cd\u4f5c\u54e1\u6240\u5efa\u69cb\u7684\u5167\u5bb9\u4f86\u8aaa\uff0c\u9019\u7a2e\u505a\u6cd5\u6216\u8a31\u53ea\u6709\u4e09\u5206\u4e4b\u4e00\u662f\u6b63\u78ba\u7684\u3002\u554f\u984c\u4e0d\u5728\u65bc\u6191\u611f\u89ba\u7de8\u5beb\u7a0b\u5f0f\u78bc\uff0c\u800c\u5728\u65bc\u6191\u611f\u89ba\u7de8\u5beb\u7a0b\u5f0f\u78bc\u5f8c\u53c8\u5c07\u5176\u5b89\u6392\u5230\u65e5\u7a0b\u4e2d\u3002\u9019\u5c31\u662f\u70ba\u4ec0\u9ebc\u4f60\u6703\u5f97\u5230\u4e00\u500b\u5df2\u7d93\u9ed8\u9ed8\u904b\u884c\u4e86\u4e09\u9031\u537b\u4ecd\u7136\u5931\u6557\u7684\u8173\u672c\u3002.<\/p>\n\n<h2>\u667a\u80fd\u9ad4\u5de5\u7a0b\u7684\u56db\u500b\u7fd2\u6163<\/h2>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/jonjones.ai\/wp-content\/uploads\/2026\/11\/agentic-engineering-s3-20261107.jpg\" alt=\"\u667a\u6167\u5de5\u7a0b\u7fd2\u6163\u7684\u6b65\u9a5f\uff1a\u898f\u683c\u3001\u9a57\u8b49\u3001\u6aa2\u8a0e\u3001\u89c0\u5bdf\" \/><\/figure>\n<p>\u62cb\u958b\u5ee0\u5546\u63d0\u4f9b\u7684\u5716\u8868\uff0c\u6240\u6709\u56b4\u8085\u7684\u667a\u80fd\u9ad4\u5de5\u7a0b\u5be6\u52d9\u6700\u7d42\u90fd\u6b78\u7d50\u70ba\u56db\u500b\u7fd2\u6163\u3002 Willison\u3001Osmani\u3001IBM \u7684\u4e03\u6b65\u9a5f\u5de5\u4f5c\u6d41\u7a0b\u4ee5\u53ca Domino \u7684\u5be6\u8e10\u8005\u624b\u518a\u90fd\u63cf\u8ff0\u4e86\u9019\u56db\u500b\u7fd2\u6163\u7684\u67d0\u7a2e\u5f62\u5f0f\u3002\u5b83\u5011\u6309\u5de5\u4f5c\u767c\u751f\u7684\u9806\u5e8f\u6392\u5217\u3002.<\/p>\n\n<h3>1. \u9996\u5148\u5236\u5b9a\u898f\u683c<\/h3>\n<p>\u5728\u667a\u6167\u9ad4\u9032\u884c\u4efb\u4f55\u64cd\u4f5c\u4e4b\u524d\uff0c\u4f60\u9700\u8981\u5beb\u4e0b\u300c\u6b63\u78ba\u300d\u7684\u5b9a\u7fa9\uff1a\u76ee\u6a19\u3001\u7d04\u675f\u689d\u4ef6\u3001\u8f38\u5165\u4ee5\u53ca\u78ba\u5207\u7684\u8f38\u51fa\u683c\u5f0f\u3002\u5967\u65af\u66fc\u5c3c\u7a31\uff0c\u8df3\u904e\u898f\u7bc4\u90e8\u5206\u662f\u300c\u5c08\u6848\u504f\u96e2\u8ecc\u9053\u7684\u7f6a\u9b41\u798d\u9996\u300d\u3002\u898f\u7bc4\u4e0d\u5fc5\u5197\u9577\uff0c\u4f46\u5fc5\u9808\u8db3\u5920\u5177\u9ad4\uff0c\u78ba\u4fdd\u5169\u500b\u4e0d\u540c\u7684\u667a\u80fd\u9ad4\u95b1\u8b80\u5f8c\u80fd\u5920\u7522\u751f\u985e\u4f3c\u7684\u7d50\u679c\u3002.<\/p>\n\n<h3>2. \u6838\u5be6\u6240\u6709\u8a0a\u606f<\/h3>\n<p>\u4ee3\u7406\u7684\u63cf\u8ff0\u4e0d\u80fd\u4f5c\u70ba\u8b49\u64da\u3002\u4f60\u9700\u8981\u5728\u7cfb\u7d71\uff08\u7121\u8ad6\u662f\u6e2c\u8a66\u5957\u4ef6\u3001\u5373\u6642\u9801\u9762\u9084\u662f\u8cc7\u6599\u5eab\u884c\uff09\u4e2d\u6838\u5be6\u7d50\u679c\u3002\u5c0d\u65bc\u7a0b\u5f0f\u78bc\u800c\u8a00\uff0c\u9019\u610f\u5473\u8457\u8981\u67e5\u770b\u6e2c\u8a66\u3002\u5c0d\u65bc\u696d\u52d9\u4ee3\u7406\u800c\u8a00\uff0c\u9019\u610f\u5473\u8457\u8981\u56de\u6eaf\u5b83\u6240\u5beb\u5165\u7684\u5167\u5bb9\u3002\u5982\u679c\u4ee3\u7406\u8072\u7a31\u767c\u5e03\u4e86\u5e16\u5b50\uff0c\u5247\u7372\u53d6 URL\u3002\u5982\u679c\u5b83\u8072\u7a31\u66f4\u65b0\u4e86\u8a18\u9304\uff0c\u5247\u53d6\u5f97\u8a72\u8a18\u9304\u3002.<\/p>\n\n<h3>3. \u4e8b\u524d\u56de\u9867<\/h3>\n<p>\u4eba\u5011\u6703\u5728\u5de5\u4f5c\u9020\u6210\u640d\u5bb3\u4e4b\u524d\uff0c\u6216\u76e1\u53ef\u80fd\u63a5\u8fd1\u640d\u5bb3\u767c\u751f\u6642\u5c31\u9032\u884c\u5be9\u67e5\u3002\u5c0d\u65bc\u7a0b\u5f0f\u78bc\u800c\u8a00\uff0c\u9019\u76f8\u7576\u65bc\u5be9\u67e5 PR\uff08\u8acb\u6c42\u63d0\u4ea4\uff09\u3002\u5c0d\u65bc\u696d\u52d9\u4eba\u54e1\u800c\u8a00\uff0c\u9019\u76f8\u7576\u65bc\u5c0d\u6240\u6709\u98a8\u96aa\u4e8b\u9805\u9032\u884c\u5be9\u6279\uff0c\u4f8b\u5982\u56de\u8986\u5ba2\u6236\u6216\u767c\u8d77\u65b0\u7684\u63a8\u5ee3\u6d3b\u52d5\u3002.<\/p>\n\n<h3>4. \u51fa\u8ca8\u5f8c\u89c0\u5bdf<\/h3>\n<p>\u6bcf\u6b21\u904b\u884c\u90fd\u6703\u7559\u4e0b\u8a18\u9304\uff0c\u4f9b\u5f8c\u7e8c\u8b80\u53d6\uff0c\u800c\u4e14\u7e3d\u6703\u6709\u7a0b\u5f0f\u8b80\u53d6\u9019\u4e9b\u8a18\u9304\u3002\u5a01\u723e\u68ee\u5c0d\u6b64\u6709\u4e00\u53e5\u6211\u5f88\u559c\u6b61\u7684\u63cf\u8ff0\uff1a\u908f\u8f2f\u908f\u8f2f\u6a21\u578b\uff08LLM\uff09\u300c\u4e0d\u6703\u5f9e\u904e\u53bb\u7684\u932f\u8aa4\u4e2d\u5438\u53d6\u6559\u8a13\uff0c\u4f46\u7de8\u78bc\u667a\u80fd\u9ad4\u53ef\u4ee5\uff0c\u524d\u63d0\u662f\u6211\u5011\u4e3b\u52d5\u66f4\u65b0\u6307\u4ee4\u548c\u5de5\u5177\u6846\u67b6\u3002\u300d\u89c0\u5bdf\u662f\u767c\u73fe\u932f\u8aa4\u7684\u65b9\u6cd5\uff0c\u800c\u66f4\u65b0\u5f8c\u7684\u898f\u7bc4\u5247\u662f\u667a\u80fd\u9ad4\u5f9e\u4e2d\u5b78\u7fd2\u7684\u65b9\u5f0f\u3002.<\/p>\n\n<p>\u7fd2\u6163 1 \u548c\u7fd2\u6163 4 \u69cb\u6210\u4e00\u500b\u5faa\u74b0\u3002\u4f60\u5beb\u898f\u7bc4\uff0c\u4ee3\u7406\u904b\u884c\uff0c\u4f60\u89c0\u5bdf\u5230\u6545\u969c\uff0c\u7136\u5f8c\u4f60\u4fee\u5fa9\u898f\u7bc4\uff0c\u9632\u6b62\u6545\u969c\u518d\u6b21\u767c\u751f\u3002\u91cd\u8907\u5e7e\u767e\u6b21\uff0c\u898f\u7bc4\u5c31\u6703\u8b8a\u5f97\u7570\u5e38\u96e3\u4ee5\u51fa\u932f\u3002\u9019\u500b\u5faa\u74b0\u5c31\u662f\u6574\u500b\u8a13\u7df4\u9ad4\u7cfb\u3002.<\/p>\n\n\n<style>#kt-layout-idsignup_mid > .kt-row-column-wrap{align-content:start;}:where(#kt-layout-idsignup_mid > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}#kt-layout-idsignup_mid > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var( --global-kb-row-default-top, 25px );padding-bottom:var( --global-kb-row-default-bottom, 25px );padding-top:30px;padding-right:30px;padding-bottom:30px;padding-left:30px;grid-template-columns:repeat(2, minmax(0, 1fr));}#kt-layout-idsignup_mid{border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-right-radius:16px;border-bottom-left-radius:16px;overflow:clip;isolation:isolate;}#kt-layout-idsignup_mid > .kt-row-layout-overlay{border-top-left-radius:16px;border-top-right-radius:16px;border-bottom-right-radius:16px;border-bottom-left-radius:16px;}#kt-layout-idsignup_mid{background-color:#0d1117;}#kt-layout-idsignup_mid > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){#kt-layout-idsignup_mid > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){#kt-layout-idsignup_mid > .kt-row-column-wrap{grid-template-columns:repeat(2, minmax(0, 1fr));}}<\/style>\n<div class=\"wp-block-kadence-rowlayout alignnone\">\n<style>.kadence-columnsignup_img_mid > .kt-inside-inner-col{border-top-width:0px;border-right-width:0px;border-bottom-width:0px;border-left-width:0px;}.kadence-columnsignup_img_mid > .kt-inside-inner-col,.kadence-columnsignup_img_mid > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-columnsignup_img_mid > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-columnsignup_img_mid > .kt-inside-inner-col{flex-direction:column;}.kadence-columnsignup_img_mid > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-columnsignup_img_mid > .kt-inside-inner-col:before{opacity:0.3;}.kadence-columnsignup_img_mid{position:relative;}@media all and (max-width: 1024px){.kadence-columnsignup_img_mid > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-columnsignup_img_mid > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column inner-column-1\"><div class=\"kt-inside-inner-col\">\n\n<figure class=\"wp-block-image size-medium\"><img decoding=\"async\" src=\"https:\/\/jonjones.ai\/wp-content\/uploads\/2026\/06\/newsletter-cta-ai-playbook.jpg\" alt=\"\u6f5b\u5728\u5ba2\u6236\u958b\u767c\u4eba\u5de5\u667a\u6167\u7b56\u7565\u624b\u518a\uff0c\u71df\u904b\u5546\u7684\u4eba\u5de5\u667a\u6167\u81ea\u52d5\u5316\u7b56\u7565\u624b\u518a\" \/><\/figure>\n\n<\/div><\/div>\n\n<style>.kadence-columnsignup_txt_mid > .kt-inside-inner-col{border-top-width:0px;border-right-width:0px;border-bottom-width:0px;border-left-width:0px;}.kadence-columnsignup_txt_mid > .kt-inside-inner-col,.kadence-columnsignup_txt_mid > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-columnsignup_txt_mid > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-columnsignup_txt_mid > .kt-inside-inner-col{flex-direction:column;}.kadence-columnsignup_txt_mid > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-columnsignup_txt_mid > .kt-inside-inner-col:before{opacity:0.3;}.kadence-columnsignup_txt_mid{position:relative;}@media all and (max-width: 1024px){.kadence-columnsignup_txt_mid > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-columnsignup_txt_mid > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column inner-column-2\"><div class=\"kt-inside-inner-col\">\n\n<h3 class=\"wp-block-heading has-text-color\" style=\"color:#00d4b4\">\u53d6\u5f97\u4eba\u5de5\u667a\u6167\u7b56\u7565\u624b\u518a<\/h3>\n\n\n<p class=\"has-text-color\" style=\"color:#f0f6fc\">\u9019\u88e1\u63d0\u4f9b\u7121\u4eba\u503c\u5b88\u696d\u52d9\u4ee3\u7406\u53e2\u96c6\u7684\u898f\u683c\u8aaa\u660e\u3001\u56de\u8b80\u6aa2\u67e5\u548c\u5be6\u969b\u904b\u884c\u65e5\u8a8c\uff0c\u4ee5\u53ca\u672c\u9031\u51fa\u73fe\u7684\u6240\u6709\u6545\u969c\u8cc7\u8a0a\u3002\u5b8c\u5168\u514d\u8cbb\uff0c\u60a8\u53ef\u4ee5\u96a8\u6642\u96e2\u958b\u3002.<\/p>\n\n<div class='fluentform ff-default fluentform_wrapper_8 ffs_default_wrap'><form data-form_id=\"8\" id=\"fluentform_8\" class=\"frm-fluent-form fluent_form_8 ff-el-form-top ff_form_instance_8_1 ff-form-loading ffs_default\" data-form_instance=\"ff_form_instance_8_1\" method=\"POST\" action=\"\" ><fieldset  style=\"border: none!important;margin: 0!important;padding: 0!important;background-color: transparent!important;box-shadow: none!important;outline: none!important; min-inline-size: 100%;\">\n                    <legend class=\"ff_screen_reader_title\" style=\"display: block; margin: 0!important;padding: 0!important;height: 0!important;text-indent: -999999px;width: 0!important;overflow:hidden;\">\u5f15\u6d41\u5de5\u5177 - AI \u7b56\u7565\u624b\u518a<\/legend><input type='hidden' name='__fluent_form_embded_post_id' value='7832' \/><input type=\"hidden\" id=\"_fluentform_8_fluentformnonce\" name=\"_fluentform_8_fluentformnonce\" value=\"3ab46eaf7f\" \/><input type=\"hidden\" name=\"_wp_http_referer\" value=\"\/zh\/wp-json\/wp\/v2\/posts\/7832\" \/><div class='ff-el-group'><div class='ff-el-input--content'><input type=\"email\" name=\"email\" id=\"ff_8_email\" class=\"ff-el-form-control\" placeholder=\"\u60a8\u7684\u96fb\u5b50\u90f5\u4ef6\u5730\u5740\" data-name=\"email\"  aria-invalid=\"false\" aria-required=\"true\"><\/div><\/div><div class='ff-el-group ff-text-left ff_submit_btn_wrapper ff_submit_btn_wrapper_custom'><button class=\"ff-btn ff-btn-submit ff-btn-md ff_btn_style wpf_has_custom_css\" type=\"submit\" name=\"custom_submit_button-8_1\" data-name=\"custom_submit_button-8_1\"  aria-label=\"\u53d6\u5f97\u64cd\u4f5c\u624b\u518a\">\u53d6\u5f97\u64cd\u4f5c\u624b\u518a<\/button><style>form.fluent_form_8 .wpf_has_custom_css.ff-btn-submit { background-color:#00ff88;border-color:#00ff88;color:#0a0a14;min-width:100%; }form.fluent_form_8 .wpf_has_custom_css.ff-btn-submit:hover { background-color:#00cc6a;border-color:#00cc6a;color:#0a0a14;min-width:100%; } <\/style><\/div><\/fieldset><input type=\"hidden\" name=\"trp-form-language\" value=\"zh\"\/><\/form><div id='fluentform_8_errors' class='ff-errors-in-stack ff_form_instance_8_1 ff-form-loading_errors ff_form_instance_8_1_errors'><\/div><\/div>            <script type=\"text\/javascript\">\n                window.fluent_form_ff_form_instance_8_1 = {\"id\":\"8\",\"settings\":{\"layout\":{\"labelPlacement\":\"top\",\"helpMessagePlacement\":\"with_label\",\"errorMessagePlacement\":\"inline\",\"asteriskPlacement\":\"asterisk-right\"},\"restrictions\":{\"denyEmptySubmission\":{\"enabled\":false}}},\"form_instance\":\"ff_form_instance_8_1\",\"form_id_selector\":\"fluentform_8\",\"rules\":{\"email\":{\"required\":{\"value\":true,\"message\":\"This field is required\"},\"email\":{\"value\":true,\"message\":\"Please enter a valid email address\"}}},\"debounce_time\":300};\n                            <\/script>\n            \n\n<\/div><\/div>\n\n<\/div>\n\n\n<h2>\u8d85\u8d8a\u7a0b\u5f0f\u78bc\u7684\u667a\u80fd\u9ad4\u5de5\u7a0b\uff1a\u7576\u7a0b\u5f0f\u78bc\u5eab\u672c\u8eab\u5c31\u662f\u4e00\u9805\u696d\u52d9<\/h2>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/jonjones.ai\/wp-content\/uploads\/2026\/11\/agentic-engineering-s4b-20261107.jpg\" alt=\"\u5c07\u667a\u6167\u9ad4\u5de5\u7a0b\u61c9\u7528\u65bc\u5546\u696d\u904b\u71df\uff0c\u5efa\u69cb\u8207\u5c0f\u578b\u4f01\u696d\u6a21\u7d44\u76f8\u95dc\u7684\u85cd\u5716\" \/><\/figure>\n<p>\u76ee\u524d\u6240\u6709\u91dd\u5c0d\u6b64\u95dc\u9375\u5b57\u6392\u540d\u7684\u9801\u9762\u90fd\u5047\u5b9a\u7d93\u7d00\u4eba\u5f9e\u4e8b\u8edf\u9ad4\u958b\u767c\u5de5\u4f5c\u3002\u9019\u5f88\u5408\u7406\uff0c\u56e0\u70ba\u9019\u500b\u8a5e\u7d44\u6700\u521d\u5c31\u662f\u5f9e\u8edf\u9ad4\u958b\u767c\u9818\u57df\u884d\u751f\u51fa\u4f86\u7684\u3002\u4f46\u9019\u56db\u500b\u7fd2\u6163\u4e26\u4e0d\u95dc\u5fc3\u7522\u51fa\u662f\u4ec0\u9ebc\u3002\u7121\u8ad6\u7d93\u7d00\u4eba\u662f\u64b0\u5beb\u7c21\u5831\u3001\u7be9\u9078\u6f5b\u5728\u5ba2\u6236\u6216\u6838\u5c0d\u96fb\u5b50\u8868\u683c\uff0c\u9019\u4e9b\u7fd2\u6163\u540c\u6a23\u9069\u7528\u3002.<\/p>\n\n<p>\u5982\u679c\u4f60\u662f\u81ea\u7531\u5de5\u4f5c\u8005\u6216\u5c0f\u4f01\u696d\u4e3b\uff0c\u9019\u4e00\u9ede\u5c31\u5f88\u91cd\u8981\u4e86\uff0c\u56e0\u70ba\u4f60\u53ef\u80fd\u4e0d\u9700\u8981\u4e00\u500b\u6703\u5beb\u7a0b\u5f0f\u7684\u4ee3\u7406\u4eba\u3002\u4f60\u9700\u8981\u7684\u662f\u4e00\u500b\u80fd\u5de5\u4f5c\u7684\u4ee3\u7406\u4eba\uff1a\u8ddf\u9032\u6f5b\u5728\u5ba2\u6236\u3001\u5b9a\u671f\u767c\u4f48\u5167\u5bb9\u3001\u7dad\u8b77\u5ba2\u6236\u95dc\u4fc2\u7ba1\u7406\u7cfb\u7d71\uff08CRM\uff09\u7684\u4ee3\u7406\u4eba\u3002\u4e00\u65e6\u4f60\u7684\u4ee3\u7406\u4eba\u958b\u59cb\u6309\u8a08\u5283\u5de5\u4f5c\uff0c\u7121\u8ad6\u4f60\u662f\u5426\u9019\u6a23\u7a31\u547c\u5b83\uff0c\u4f60\u5be6\u969b\u4e0a\u90fd\u5728\u9032\u884c\u4ee3\u7406\u4eba\u5de5\u7a0b\u3002\u554f\u984c\u5728\u65bc\uff0c\u4f60\u662f\u5426\u662f\u6709\u610f\u70ba\u4e4b\u3002.<\/p>\n\n<p>\u4ee5\u4e0b\u662f\u8edf\u9ad4\u5de5\u4ef6\u7684\u8f49\u63db\u65b9\u5f0f\uff1a<\/p>\n\n<table>\n<thead><tr><th>\u8edf\u9ad4\u4ee3\u7406\u5de5\u7a0b<\/th><th>\u696d\u52d9\u904b\u71df\u7b49\u6548\u9805<\/th><th>\u5b83\u5728\u6211\u7684\u8266\u968a\u4e2d\u770b\u8d77\u4f86\u662f\u9019\u6a23\u7684<\/th><\/tr><\/thead>\n<tbody>\n<tr><td>\u8a2d\u8a08\u6587\u4ef6\/\u898f\u7bc4<\/td><td>\u6bcf\u500b\u5de5\u4f5c\u90fd\u6709\u66f8\u9762\u7a0b\u5e8f<\/td><td>\u6bcf\u500b\u8077\u4f4d\u5c0d\u61c9\u4e00\u500b\u6280\u80fd\u6587\u4ef6\uff08\u5171 39 \u500b\uff09\uff1b\u90e8\u843d\u683c\u5beb\u624b\u7684\u6280\u80fd\u6587\u4ef6\u6709 1190 \u884c\u3002<\/td><\/tr>\n<tr><td>\u55ae\u5143\u6e2c\u8a66<\/td><td>\u56de\u8b80\u6aa2\u67e5<\/td><td>\u6bcf\u6b21\u5beb\u5165\u64cd\u4f5c\u90fd\u6703\u5728\u904b\u884c\u8a08\u6578\u70ba\u5b8c\u6210\u4e4b\u524d\u88ab\u53d6\u56de\u3002<\/td><\/tr>\n<tr><td>\u62c9\u53d6\u8acb\u6c42\u5be9\u67e5<\/td><td>\u5be9\u6279\u4f47\u5217<\/td><td>Asana\u300c\u8349\u7a3f\uff08\u5f85\u6279\u51c6\uff09\u300d\u90e8\u5206<\/td><\/tr>\n<tr><td>CI\/\u9000\u51fa\u4ee3\u78bc<\/td><td>\u7d50\u69cb\u5316\u7684\u7d50\u679c\u884c<\/td><td><code>\u6280\u80fd\u7d50\u679c\uff1a\u6210\u529f | \u8df3\u904e | \u5931\u6557<\/code> \u5728\u6bcf\u6b21\u904b\u884c\u7684\u6700\u5f8c\u4e00\u884c<\/td><\/tr>\n<tr><td>\u7248\u672c\u63a7\u5236<\/td><td>\u81ea\u6211\u7de8\u8f2f\u524d\u7684\u5099\u4efd<\/td><td>\u5728\u4efb\u4f55\u4ee3\u7406\u4eba\u7de8\u8f2f\u4e4b\u524d\uff0c\u6587\u4ef6\u7684\u5e36\u6642\u9593\u6233\u526f\u672c<\/td><\/tr>\n<tr><td>\u751f\u7522\u76e3\u63a7<\/td><td>\u770b\u9580\u72d7<\/td><td>\u4e00\u500b\u591c\u9593\u503c\u73ed\u7684\u4ee3\u7406\u4eba\uff0c\u6703\u95b1\u8b80\u5176\u4ed6\u6240\u6709\u4ee3\u7406\u4eba\u7684\u7d50\u679c\u3002<\/td><\/tr>\n<tr><td>\u4e26\u767c\u63a7\u5236<\/td><td>\u904b\u8f49\u9396<\/td><td>\u6bcf\u500b\u63d2\u69fd\u6bcf\u5929\u9650\u767c\u4e00\u4efd\u9396\u5177\uff1b\u5148\u5230\u5148\u5f97\u3002<\/td><\/tr>\n<\/tbody>\n<\/table>\n\n<p>\u9019\u4e9b\u90fd\u4e0d\u662f\u4ec0\u9ebc\u7a00\u5947\u53e4\u602a\u7684\u6771\u897f\u3002\u4efb\u4f55\u512a\u79c0\u7684\u5de5\u7a0b\u5718\u968a\u90fd\u6703\u904b\u7528\u540c\u6a23\u7684\u65b9\u6cd5\uff0c\u53ea\u4e0d\u904e\u9019\u6b21\u662f\u61c9\u7528\u5728\u90a3\u4e9b\u7121\u6cd5\u7de8\u8b6f\u7684\u7a0b\u5f0f\u78bc\u3002\u5982\u679c\u4f60\u60f3\u4e86\u89e3\u9019\u4e9b\u7d44\u4ef6\u5982\u4f55\u5354\u540c\u5de5\u4f5c\u7684\u7cfb\u7d71\u7d1a\u8996\u89d2\uff0c\u6211\u5df2\u7d93\u5beb\u904e\u76f8\u95dc\u6587\u7ae0\u4e86\u3002 <a href=\"https:\/\/jonjones.ai\/zh\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7\/%e4%bb%a3%e7%90%86%e4%bd%9c%e6%a5%ad%e7%b3%bb%e7%b5%b1\/\">\u4ee3\u7406\u578b\u4f5c\u696d\u7cfb\u7d71\u5728 139 \u5929\u5f8c\u7684\u6a23\u5b50<\/a>. \u95dc\u65bc\u5404\u9805\u5de5\u4f5c\u5982\u4f55\u4ea4\u63a5\uff0c\u8acb\u53c3\u898b\u2026 <a href=\"https:\/\/jonjones.ai\/zh\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e4%bb%a3%e7%90%86%e7%b7%a8%e6%8e%92\/\">\u7121\u9700\u5e73\u53f0\u5373\u53ef\u5be6\u73fe\u4eba\u5de5\u667a\u6167\u4ee3\u7406\u7de8\u6392<\/a>.<\/p>\n\n<h2>\u667a\u80fd\u9ad4\u5de5\u7a0b\u5728\u771f\u5be6\u8266\u968a\u7684\u61c9\u7528<\/h2>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/jonjones.ai\/wp-content\/uploads\/2026\/11\/agentic-engineering-s5-20261107.jpg\" alt=\"\u4e00\u968a\u7279\u5de5\u6392\u6210\u4e00\u5217\uff0c\u5176\u4e2d\u4e00\u500b\u88ab\u6a19\u8a18\u70ba\u9700\u8981\u95dc\u6ce8\u3002\" \/><\/figure>\n<p>\u7406\u8ad6\u4e0d\u503c\u9322\uff0c\u6240\u4ee5\u9019\u88e1\u5c55\u793a\u7684\u662f\u5be6\u969b\u7684\u8a2d\u7f6e\uff0c\u6e2c\u91cf\u65bc\u4eca\u665a\uff082026 \u5e74 11 \u6708 7 \u65e5\uff09\u3002\u6bcf\u500b\u54c1\u724c\u5c0d\u61c9\u4e00\u500b Docker \u5bb9\u5668\u3002\u8abf\u5ea6\u5668\u4f9d\u7167\u6642\u9593\u8868\u89f8\u767c 20 \u500b\u9810\u5b9a\u6280\u80fd\u3002\u6bcf\u6b21\u904b\u884c\u90fd\u662f\u7121\u982d Claude Code \u6703\u8a71\uff0c\u8b80\u53d6\u4e00\u500b\u6280\u80fd\u6587\u4ef6\uff0c\u57f7\u884c\u4efb\u52d9\uff0c\u8a18\u9304\u7d50\u679c\u4e26\u9000\u51fa\u3002\u904b\u4f5c\u4e4b\u9593\u6c92\u6709\u4efb\u4f55\u76e3\u807d\u3002.<\/p>\n\n<h3>\u898f\u683c\uff1a\u6bcf\u500b\u8077\u4f4d\u90fd\u9700\u8981\u4e00\u4efd\u6280\u80fd\u6587\u4ef6<\/h3>\n<p>\u7522\u751f\u6b64\u8cbc\u6587\u7684\u6280\u80fd\u6a94\u6848\u5927\u5c0f\u70ba 47,730 \u5b57\u7bc0\uff0c\u5171 1,190 \u884c\u3002\u5b83\u6700\u521d\u4e26\u975e\u5982\u6b64\u3002\u5176\u4e2d\u5927\u90e8\u5206\u662f\u5f8c\u4f86\u52a0\u4e0a\u7684\u898f\u5247\uff0c\u5c6c\u65bc\u300c\u50b7\u75d5\u7d2f\u7d2f\u300d\u7684\u7522\u7269\u3002\u4ee5\u4e0b\u662f\u4e00\u500b\u771f\u5be6\u7684\u898f\u5247\u7bc4\u4f8b\uff0c\u539f\u6587\u5982\u4e0b\uff1a<\/p>\n\n<blockquote><p>\u201c\u300c\u95dc\u9375\u5b57\u6b04\u4f4d\u662f <code>\u641c\u5c0b\u91cf<\/code>, \uff0c\u5c0f\u5beb\u5b57\u6bcd\u52a0\u5e95\u7dda\uff0c\u800c\u4e0d\u662f <code>\u641c\u5c0b\u91cf<\/code>. \u5df2\u8207\u5373\u6642\u8868\u683c 2026-10-06 \u6838\u5c0d\uff1a\u6a19\u984c\u5927\u5c0f\u5beb\u62fc\u5b57\u6b63\u78ba <code>422 \u672a\u77e5\u5b57\u6bb5\u540d<\/code> \u4f46\u547c\u53eb\u7d50\u679c\u6839\u672c\u6c92\u6709\u56de\u50b3\u4efb\u4f55\u95dc\u9375\u5b57\uff0c\u9019\u770b\u8d77\u4f86\u50cf\u662f\u4e00\u500b\u7a7a\u968a\u5217\uff0c\u800c\u4e0d\u662f\u4e00\u500b\u932f\u8aa4\u3002\u201d<\/p><\/blockquote>\n\n<p>\u9019\u5c31\u662f\u7d93\u904e\u5e7e\u500b\u6708\u7684\u81ea\u4e3b\u8a2d\u8a08\u5f8c\uff0c\u4e00\u4efd\u898f\u7bc4\u6587\u4ef6\u7684\u6700\u7d42\u5f62\u614b\u3002\u5b83\u4e26\u4e0d\u512a\u7f8e\uff0c\u4f46\u537b\u5177\u9ad4\u3001\u904e\u6642\uff0c\u89e3\u91cb\u5f97\u5f88\u6e05\u695a\u3002 <em>\u70ba\u4ec0\u9ebc<\/em>, \u9019\u6a23\uff0c\u4e0b\u4e00\u500b\u4ee3\u7406\uff08\u6216\u4e0b\u4e00\u500b\u6211\uff09\u5c31\u4e0d\u6703\u300c\u6e05\u7406\u300d\u5b83\uff0c\u7136\u5f8c\u628a\u6f0f\u6d1e\u91cd\u65b0\u5f15\u5165\u3002\u6211\u628a\u9019\u4e9b\u6587\u4ef6\u4e2d\u61c9\u8a72\u5305\u542b\u7684\u5167\u5bb9\u5206\u89e3\u5982\u4e0b\uff1a <a href=\"https:\/\/jonjones.ai\/zh\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7\/%e5%85%8b%e5%8b%9e%e5%be%b7%e9%86%ab%e5%ad%b8%e5%8d%9a%e5%a3%ab%e6%9c%80%e4%bd%b3%e5%af%a6%e8%b8%90\/\">CLAUDE.md \u6700\u4f73\u5be6\u8e10<\/a>.<\/p>\n\n<h3>\u8b8a\u66f4\u63a7\u5236\uff1a\u4efb\u4f55\u81ea\u7de8\u8f2f\u4f5c\u696d\u524d\u90fd\u8981\u5099\u4efd\u3002<\/h3>\n<p>\u9019\u652f\u8266\u968a\u4e2d\u7684\u667a\u80fd\u9ad4\u53ef\u4ee5\u81ea\u884c\u66f4\u65b0\u6307\u4ee4\u548c\u5167\u5b58\uff0c\u56e0\u70ba\u9019\u662f\u5b83\u5011\u5b78\u7fd2\u7684\u65b9\u5f0f\u3002\u4f46\u5b83\u5011\u5fc5\u9808\u5148\u8907\u88fd\u6587\u4ef6\u3002\u4eca\u665a\u7d71\u8a08\uff1a\u6280\u80fd\u6a94\u6848\u5099\u4efd\u5171 35 \u4efd\uff08\u6709\u6642\u9593\u6233\u8a18\uff09\uff0c\u5171\u4eab\u8a18\u61b6\u9ad4\u6a94\u6848\u5099\u4efd 423 \u4efd\uff0c\u89c0\u6e2c\u65e5\u8a8c\u5099\u4efd 380 \u4efd\u3002\u5982\u679c\u667a\u80fd\u9ad4\u932f\u8aa4\u5730\u7de8\u8f2f\u4e86\u6280\u80fd\uff0c\u53ea\u9700\u57f7\u884c\u4e00\u6b21\u8907\u88fd\u547d\u4ee4\u5373\u53ef\u4fee\u5fa9\u3002\u9019\u76f8\u7576\u65bc\u70ba\u90a3\u4e9b\u6c92\u6709\u5728\u7dad\u904b\u7b46\u8a18\u4e0a\u904b\u884c Git \u7684\u4eba\u63d0\u4f9b\u7684\u7248\u672c\u63a7\u5236\u3002.<\/p>\n\n<h3>\u89c0\u5bdf\uff1a\u7d50\u679c\u5408\u7d04\u52a0\u4e0a\u76e3\u7763\u6a5f\u69cb<\/h3>\n<p>\u6bcf\u6b21\u904b\u884c\u90fd\u5fc5\u9808\u4ee5\u55ae\u884c\u7d50\u675f\uff1a <code>\u6280\u80fd\u7d50\u679c\uff1a\u6210\u529f<\/code>, <code>\u8df3\u904e<\/code> \u6216\u8005 <code>\u5931\u6557<\/code>, \u6b64\u5916\uff0c\u9084\u6709\u4e00\u4efd\u6458\u8981\u3002\u6bcf\u665a 23:35\uff0c\u76e3\u63a7\u4ee3\u7406\u7a0b\u5f0f\u6703\u8b80\u53d6\u6bcf\u6b21\u904b\u884c\u7684\u7d50\u679c\uff0c\u4e26\u5c07\u4efb\u4f55\u5931\u6557\u7684\u60c5\u6cc1\u56de\u5831\u3002\u81ea 6 \u6708 12 \u65e5\u4ee5\u4f86\uff0c\u5df2\u8a18\u9304\u7684 1967 \u6b21\u904b\u884c\u4e2d\uff0c\u7d71\u8a08\u7d50\u679c\u70ba\uff1a1596 \u6b21\u6210\u529f\uff0c216 \u6b21\u8df3\u904e\uff0c44 \u6b21\u5931\u6557\uff0c2 \u6b21\u964d\u7d1a\u3002\u53e6\u6709 109 \u6b21\u904b\u884c\u6839\u672c\u6c92\u6709\u5beb\u5165\u4efb\u4f55\u6709\u6548\u7d50\u679c\u3002.<\/p>\n\n<p>\u4ee5\u4e0b\u9019\u500b\u6578\u5b57\u8b49\u660e\u4e86\u6574\u500b\u8a2d\u8a08\u7684\u5408\u7406\u6027\uff1a <strong>\u6240\u6709 44 \u500b\u6545\u969c\u5747\u4ee5\u4ee3\u78bc 0 \u9000\u51fa\u3002<\/strong>. \u6bcf\u4e00\u500b\u90fd\u662f\u5982\u6b64\u3002\u5982\u679c\u6211\u50cf\u8a2d\u5b9a\u666e\u901a\u5b9a\u6642\u4efb\u52d9\u90a3\u6a23\u76e3\u63a7\u9000\u51fa\u4ee3\u78bc\uff0c\u6211\u7684\u5100\u9336\u677f\u6703\u986f\u793a\u5b8c\u7f8e\u7684\u8a18\u9304\u3002\u5ba2\u670d\u4eba\u54e1\u6210\u529f\u5b8c\u6210\u4e86\u5c0d\u8a71\uff0c\u53ea\u662f\u4efb\u52d9\u6c92\u6709\u5b8c\u6210\u3002.<\/p>\n\n<h3>\u8a55\u8ad6\uff1a\u8aa0\u5be6\u7684\u90e8\u5206<\/h3>\n<p>\u6bcf\u767c\u5e03\u4e00\u5247\u8cbc\u6587\u6216\u9032\u884c\u4e00\u6b21\u6709\u98a8\u96aa\u7684\u64cd\u4f5c\uff0c\u90fd\u6703\u5728 Asana \u7684\u5be9\u6279\u6b04\u4e2d\u5efa\u7acb\u4e00\u500b\u4efb\u52d9\u3002\u4eca\u665a\uff0c\u8a72\u6b04\u4e2d\u5171\u6709 234 \u500b\u4efb\u52d9\uff1a230 \u500b\u4ecd\u8655\u65bc\u5f85\u8655\u7406\u72c0\u614b\uff0c4 \u500b\u5df2\u5b8c\u6210\uff0c\u5176\u4e2d\u6700\u65e9\u7684\u5f85\u8655\u7406\u4efb\u52d9\u53ef\u4ee5\u8ffd\u6eaf\u5230 6 \u6708 15 \u65e5\u3002\u9019\u4e0d\u662f\u5be9\u6838\u968a\u5217\uff0c\u800c\u662f\u6211\u5c1a\u672a\u8655\u7406\u7684\u5be9\u8a08\u8a18\u9304\uff0c\u6211\u5be7\u9858\u5766\u8aa0\u76f8\u544a\uff0c\u4e5f\u4e0d\u9858\u96b1\u779e\u3002.<\/p>\n\n<p>\u771f\u6b63\u4fdd\u969c\u54c1\u8cea\u7684\u662f\u81ea\u52d5\u5316\u6aa2\u67e5\u7684\u904b\u4f5c\u3002 <em>\u524d<\/em> \u4efb\u4f55\u5167\u5bb9\u90fd\u53ef\u80fd\u4e0a\u7dda\uff0c\u4eba\u5de5\u5be9\u6838\u74b0\u7bc0\u53ea\u662f\u7b2c\u4e8c\u9053\u95dc\u5361\u3002\u5982\u679c\u4f60\u7684\u5be9\u6838\u74b0\u7bc0\u4f9d\u8cf4\u540c\u6642\u8ca0\u8cac\u696d\u52d9\u904b\u4f5c\u7684\u4eba\u54e1\uff0c\u5c31\u8981\u505a\u597d\u5be9\u6838\u74b0\u7bc0\u53ef\u80fd\u51fa\u73fe\u758f\u6f0f\u7684\u6e96\u5099\uff0c\u4e26\u5c07\u771f\u6b63\u91cd\u8981\u7684\u74b0\u7bc0\u8a2d\u5b9a\u5f97\u975e\u5e38\u56b4\u683c\uff0c\u78ba\u4fdd\u4ed6\u5011\u7121\u6cd5\u7e5e\u904e\u3002.<\/p>\n\n<p>\u5982\u679c\u60a8\u60f3\u7372\u5f97\u5e6b\u52a9\uff0c\u70ba\u60a8\u7684\u71df\u904b\u8a2d\u8a08\u985e\u4f3c\u7684\u7cfb\u7d71\uff0c\u800c\u7121\u9700\u7d93\u6b77\u4e94\u500b\u6708\u7684\u8853\u5f8c\u6062\u5fa9\u671f\uff0c\u60a8\u53ef\u4ee5\u2026 <a href=\"https:\/\/jonjones.ai\/zh\/%e9%a0%90%e7%b4%84%e6%9c%83%e8%ad%b0\/\">\u9810\u7d04\u81ea\u52d5\u5316\u7b56\u7565\u6703\u8b70<\/a> \u8ddf\u6211\u4f86\uff0c\u6211\u6703\u5411\u4f60\u8a73\u7d30\u5c55\u793a\u9019\u652f\u8266\u968a\u7684\u7dda\u8def\u9023\u63a5\u65b9\u5f0f\u3002.<\/p>\n\n<h2>\u90a3\u4e9b\u6559\u5c0e\u6211\u5011\u898f\u5247\u7684\u5931\u6557\u6a21\u5f0f<\/h2>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/jonjones.ai\/wp-content\/uploads\/2026\/11\/agentic-engineering-s6-20261107.jpg\" alt=\"\u4e00\u500b\u6210\u529f\u5f0f\u7684\u5931\u6557\uff1a\u4e00\u500b\u6838\u5fc3\u7834\u88c2\u7684\u767c\u5149\u7403\u9ad4\u3002\" \/><\/figure>\n<p>\u6b64\u985e\u5be6\u8e10\u4e2d\u7684\u6bcf\u4e00\u689d\u898f\u5247\u90fd\u61c9\u8a72\u6e90\u81ea\u65bc\u67d0\u500b\u5177\u9ad4\u7684\u5931\u6557\u3002\u5982\u679c\u6c92\u6709\uff0c\u90a3\u5f88\u53ef\u80fd\u53ea\u662f\u5f62\u5f0f\u4e3b\u7fa9\u3002\u4ee5\u4e0b\u9019\u4e9b\u898f\u5247\u5851\u9020\u4e86\u6211\u7684\u5be6\u8e10\u3002\u5b8c\u6574\u7684\u4e5d\u9805\u7121\u4eba\u95dc\u6ce8\u7684\u5be6\u8e10\u6e05\u55ae\u4fdd\u5b58\u5728\u2026 <a href=\"https:\/\/jonjones.ai\/zh\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7\/%e5%85%8b%e5%8b%9e%e5%be%b7%e4%bb%a3%e7%a2%bc%e6%9c%80%e4%bd%b3%e5%af%a6%e8%b8%90\/\">Claude Code \u7e3d\u7d50\u4e86 4 \u500b\u6708\u7121\u4eba\u503c\u5b88\u904b\u4f5c\u7684\u6700\u4f73\u5be6\u8e10<\/a>, \u6240\u4ee5\uff0c\u5728\u9019\u88e1\u6211\u5c07\u9075\u5faa\u5b83\u5011\u80cc\u5f8c\u7684\u6a21\u5f0f\u3002.<\/p>\n\n<p>\u9019\u7a2e\u6a21\u5f0f\u662f <strong>\u6210\u529f\u578b\u8aa4\u5dee<\/strong>\uff1a\u5c0d\u65bc\u6bcf\u500b\u6aa2\u67e5\u5c64\u4f86\u8aaa\uff0c\u56de\u61c9\u770b\u8d77\u4f86\u90fd\u50cf\u662f\u6210\u529f\u4e86\uff0c\u4f46\u5be6\u969b\u4e0a\u4e26\u6c92\u6709\u5b8c\u6210\u4efb\u4f55\u5de5\u4f5c\u3002.<\/p>\n\n<h3>API \u660e\u660e\u62d2\u7d55\u4e86\u537b\u986f\u793a\u201cOK\u201d<\/h3>\n<p>\u6211\u5011\u7684SEO\u6578\u64da\u63d0\u4f9b\u8005\u8fd4\u56de\u4e86 <code>40200 \u9700\u8981\u4ed8\u6b3e<\/code> \u5d4c\u5957\u5728 HTTP 200 \u56de\u61c9\u4e2d\uff0c\u5176\u9802\u5c64\u72c0\u614b\u8b80\u53d6 <code>20000 \u597d\u7684\u3002.<\/code> \u5e33\u6236\u9918\u984d\u4e0d\u8db3\u3002\u6240\u6709\u91cd\u8a66\u5de5\u5177\u3001\u6240\u6709\u72c0\u614b\u6aa2\u67e5\u4ee5\u53ca\u6240\u6709\u300c\u547c\u53eb\u662f\u5426\u6210\u529f\uff1f\u300d\u7684\u6e2c\u8a66\u90fd\u986f\u793a\u6210\u529f\u3002\u89e3\u6c7a\u65b9\u6cd5\u4e26\u975e\u66f4\u8070\u660e\u7684\u91cd\u8a66\u6a5f\u5236\uff0c\u800c\u662f\u898f\u7bc4\u4e2d\u7684\u4e00\u689d\u898f\u5247\uff1a\u5ffd\u7565\u4fe1\u5c01\uff0c\u65b7\u8a00\u6bcf\u500b\u4efb\u52d9\u7684\u72c0\u614b\u78bc\uff0c\u4e26\u5728\u958b\u59cb\u4e4b\u524d\u6aa2\u67e5\u5e33\u6236\u9918\u984d\u3002.<\/p>\n\n<h3>\u8cc7\u6599\u5eab\u8b80\u53d6\u6b63\u5e38\uff0c\u4f46\u5beb\u5165\u64cd\u4f5c\u5931\u6557\u3002<\/h3>\n<p>Airtable \u6b04\u4f4d\u540d\u7a31\u5728\u7be9\u9078\u516c\u5f0f\u4e2d\u4e0d\u5340\u5206\u5927\u5c0f\u5beb\uff0c\u4f46\u5728\u5beb\u5165\u6709\u6548\u8ca0\u8f09\u4e2d\u5340\u5206\u5927\u5c0f\u5beb\u3002\u56e0\u6b64\uff0c\u4ee3\u7406\u7a0b\u5f0f\u53ef\u4ee5\u5b8c\u7f8e\u8b80\u53d6\u300c\u95dc\u9375\u5b57\u300d\u8868\uff0c\u4f46\u5728\u6bcf\u6b21\u72c0\u614b\u66f4\u65b0\u6642\u90fd\u6703\u50b3\u56de 422 \u932f\u8aa4\uff0c\u4e26\u5c07\u5176\u8996\u70ba\u8f15\u5fae\u8b66\u544a\u3002\u5230 10 \u6708 31 \u65e5\uff0c128 \u884c\u6a19\u8a18\u70ba\u300c\u5df2\u767c\u5e03\u300d\u7684\u8a18\u9304\u4e2d\u6709 56 \u884c\u7f3a\u5c11\u767c\u5e03\u65e5\u671f\u3002\u7a0b\u5f0f\u6c92\u6709\u5d29\u6f70\uff0c\u6578\u64da\u53ea\u662f\u9010\u6f38\u51fa\u932f\u3002\u89e3\u6c7a\u65b9\u6cd5\u662f\u6dfb\u52a0\u4e0a\u9762\u63d0\u5230\u7684\u65e5\u671f\u8a3b\u91cb\uff0c\u4e26\u5728\u6bcf\u6b21\u5beb\u5165\u5f8c\u9032\u884c\u56de\u8b80\u64cd\u4f5c\u3002.<\/p>\n\n<h3>\u90a3\u500b\u7e3d\u662f\u56de\u7b54\u300c\u662f\u300d\u7684\u9000\u51fa\u4ee3\u78bc<\/h3>\n<p>\u9019\u5c31\u662f\u4e0a\u9762\u63d0\u5230\u768444\u500b\u554f\u984c\u3002\u5373\u4f7f\u4ee3\u7406\u4efb\u52d9\u5931\u6557\uff0c\u5176\u6703\u8a71\u4e5f\u80fd\u6b63\u5e38\u9000\u51fa\uff0c\u56e0\u70ba\u5f9e\u904b\u884c\u6642\u7684\u89d2\u5ea6\u4f86\u770b\uff0c\u4e00\u5207\u6b63\u5e38\u3002\u89e3\u6c7a\u65b9\u6cd5\u662f\u4ee3\u7406\u5fc5\u9808\u5beb\u5165\u4e00\u500b\u7d50\u679c\u5951\u7d04\uff0c\u4e26\u8a2d\u5b9a\u4e00\u500b\u76e3\u8996\u7a0b\u5f0f\u4f86\u8b80\u53d6\u8a72\u5951\u7d04\u3002.<\/p>\n\n<h3>\u90a3\u6bb5\u4e0d\u65b7\u589e\u9577\u7684\u8a18\u61b6<\/h3>\n<p>\u9019\u500b\u554f\u984c\u4ecd\u7136\u5b58\u5728\u3002\u7528\u65bc\u8a18\u9304\u667a\u80fd\u9ad4\u5b78\u7fd2\u5167\u5bb9\u7684\u5171\u4eab\u8a18\u61b6\u9ad4\u6a94\u6848\u73fe\u5728\u6709 2.38 MB\uff0c\u5305\u542b 10,257 \u884c\u3002\u6c92\u6709\u667a\u80fd\u9ad4\u6703\u8b80\u53d6\u5168\u90e8\u5167\u5bb9\u3002\u6bcf\u500b\u667a\u80fd\u9ad4\u53ea\u8b80\u53d6\u6700\u65b0\u7684\u689d\u76ee\uff0c\u7136\u5f8c\u7528 grep \u6307\u4ee4\u627e\u51fa\u5176\u9918\u5167\u5bb9\u3002\u96d6\u7136\u76ee\u524d\u9084\u80fd\u904b\u884c\uff0c\u4f46\u9019\u537b\u662f\u500b\u8b66\u793a\u8a0a\u865f\uff1a\u8a18\u61b6\u9ad4\u5982\u679c\u4e0d\u9032\u884c\u6e05\u7406\uff0c\u5c31\u6703\u8b8a\u6210\u96dc\u7269\u5806\u3002\u667a\u80fd\u9ad4\u5de5\u7a0b\u4e0d\u50c5\u5305\u62ec\u65b0\u589e\u6307\u4ee4\uff0c\u9084\u5305\u62ec\u7dad\u8b77\u6307\u4ee4\u672c\u8eab\u3002\u4fee\u5fa9\u5f8c\u6211\u6703\u518d\u6b21\u5831\u544a\u3002.<\/p>\n\n<p>\u6ce8\u610f\u9019\u4e9b\u6545\u969c\u7684\u5171\u540c\u9ede\u3002\u66f4\u8070\u660e\u7684\u6a21\u578b\u90fd\u7121\u6cd5\u767c\u73fe\u5b83\u5011\u3002\u6240\u6709\u9019\u4e9b\u6545\u969c\u90fd\u662f\u7531\u4e00\u7a2e\u5de5\u7a0b\u7fd2\u6163\u9020\u6210\u7684\uff1a\u9a57\u8b49\u771f\u5be6\u7d50\u679c\uff0c\u8a18\u9304\u898f\u5247\u4e26\u8a3b\u660e\u65e5\u671f\uff0c\u7136\u5f8c\u89c0\u5bdf\u4e0b\u4e00\u6b21\u904b\u884c\u3002.<\/p>\n\n<h2>\u667a\u6167\u5de5\u7a0b\u5e2b\u6280\u80fd\uff1a\u4f60\u9700\u8981\u638c\u63e1\u54ea\u4e9b\u6280\u80fd\uff0c\u4ee5\u53ca\u4f60\u53ef\u4ee5\u8df3\u904e\u54ea\u4e9b\u6280\u80fd\u3002<\/h2>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/jonjones.ai\/wp-content\/uploads\/2026\/11\/agentic-engineering-s7-20261107.jpg\" alt=\"\u667a\u6167\u5de5\u7a0b\u5e2b\u6280\u80fd\u5de5\u5177\u5305\uff0c\u5fc5\u5099\u5de5\u5177\u4fdd\u7559\uff0c\u5099\u7528\u5de5\u5177\u5099\u597d\" \/><\/figure>\n<p>\u201c\u300c\u4ee3\u7406\u5de5\u7a0b\u5e2b\u300d\u5df2\u6210\u70ba\u71b1\u9580\u8077\u4f4d\uff0c\u5404\u7a2e\u8ab2\u7a0b\u4e5f\u7d1b\u7d1b\u6e67\u73fe\u3002\u5728\u4f60\u8cfc\u8cb7\u4efb\u4f55\u8ab2\u7a0b\u4e4b\u524d\uff0c\u4e0d\u59a8\u5148\u770b\u770b\u9019\u4f4d\u4ee5\u7ba1\u7406\u4ee3\u7406\u5546\u70ba\u751f\u7684\u5c08\u696d\u4eba\u58eb\u63d0\u4f9b\u7684\u771f\u5be6\u6280\u80fd\u6e05\u55ae\u3002.<\/p>\n\n<h3>\u4f60\u771f\u6b63\u9700\u8981\u7684\u6280\u80fd<\/h3>\n<ul>\n<li><strong>\u7de8\u5beb\u7cbe\u78ba\u7684\u8aaa\u660e\u3002.<\/strong> \u9019\u662f\u6838\u5fc3\u6280\u80fd\u3002\u5982\u679c\u4f60\u80fd\u5beb\u51fa\u65b0\u9032\u54e1\u5de5\u4e0d\u9700\u63d0\u554f\u5c31\u80fd\u9075\u5faa\u7684\u64cd\u4f5c\u6d41\u7a0b\uff0c\u90a3\u9ebc\u4f60\u5c31\u80fd\u5beb\u51fa\u4e00\u4efd\u6280\u80fd\u6587\u4ef6\u3002\u5982\u679c\u4f60\u505a\u4e0d\u5230\u9019\u4e00\u9ede\uff0c\u4efb\u4f55\u6846\u67b6\u90fd\u7121\u6fdf\u65bc\u4e8b\u3002.<\/li>\n<li><strong>\u4ee5\u5931\u6548\u6a21\u5f0f\u601d\u8003\u3002.<\/strong> \u5c0d\u65bc\u6bcf\u4e00\u6b65\uff0c\u90fd\u8981\u554f\u81ea\u5df1\uff1a\u300c\u600e\u6a23\u624d\u80fd\u5728\u4e0d\u88ab\u4eba\u5bdf\u89ba\u7684\u60c5\u6cc1\u4e0b\u5931\u6557\uff1f\u300d \u7136\u5f8c\u52a0\u5165\u76f8\u61c9\u7684\u6aa2\u67e5\u3002.<\/li>\n<li><strong>\u8b80\u53d6\u65e5\u8a8c\u548cAPI\u56de\u61c9\u3002.<\/strong> \u4f60\u4e0d\u9700\u8981\u7de8\u5beb\u6574\u5408\u7a0b\u5f0f\u78bc\u3002\u4f60\u9700\u8981\u67e5\u770b JSON \u56de\u61c9\u4e26\u78ba\u8a8d\u9019\u4e00\u9ede\u3002 <code>\u72c0\u614b\u78bc<\/code> \u96d6\u7136\u4fe1\u5c01\u4e0a\u5beb\u8457OK\uff0c\u4f46\u4fe1\u5c01\u4e0a\u537b\u986f\u793a40200\u3002.<\/li>\n<li><strong>\u57fa\u790e\u8173\u672c\u7de8\u5beb\u3002.<\/strong> \u5177\u5099\u8db3\u5920\u7684 shell \u6216 Python \u77e5\u8b58\uff0c\u80fd\u5920\u8b80\u53d6\u6a94\u6848\u3001\u4f7f\u7528 curl \u547c\u53eb API \u4e26\u6aa2\u67e5\u503c\u3002\u5927\u90e8\u5206\u5167\u5bb9\u7531\u4ee3\u7406\u5beb\u5165\uff0c\u4f46\u4f60\u5fc5\u9808\u80fd\u5920\u8b80\u53d6\u5b83\u5011\u5beb\u5165\u7684\u5167\u5bb9\u3002.<\/li>\n<li><strong>\u4e86\u89e3\u60a8\u7684\u696d\u52d9\u6d41\u7a0b\u3002.<\/strong> \u9019\u662f\u5de5\u7a0b\u5e2b\u5e38\u5e38\u4f4e\u4f30\u7684\u4e00\u9ede\u3002\u667a\u80fd\u9ad4\u7121\u6cd5\u7de8\u78bc\u4f60\u7121\u6cd5\u63cf\u8ff0\u7684\u6d41\u7a0b\u3002\u9818\u57df\u77e5\u8b58\u5c31\u662f\u898f\u7bc4\u3002.<\/li>\n<\/ul>\n\n<h3>\uff08\u66ab\u6642\uff09\u53ef\u4ee5\u8df3\u904e\u7684\u6280\u80fd<\/h3>\n<ul>\n<li><strong>\u4ee3\u7406\u6846\u67b6\u3002.<\/strong> \u6211\u7684\u8266\u968a\u904b\u884c\u5728\u7c21\u55ae\u7684\u6280\u80fd\u6587\u4ef6\u3001curl \u548c\u8abf\u5ea6\u5668\u4e0a\u3002\u6211\u8861\u91cf\u4e86\u539f\u56e0\u3002 <a href=\"https:\/\/jonjones.ai\/zh\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7\/mcp-%e8%88%87-cli\/\">MCP \u8207 CLI<\/a>\u4eca\u665a\u6574\u500b\u7ba1\u9053\u6c92\u6709\u767c\u51fa\u4efb\u4f55 MCP \u547c\u53eb\u3002.<\/li>\n<li><strong>\u591a\u667a\u80fd\u9ad4\u67b6\u69cb\u3002.<\/strong> \u5927\u591a\u6578\u5546\u696d\u5de5\u4f5c\u90fd\u662f\u4e00\u500b\u4ee3\u7406\u4eba\u6309\u8a08\u5283\u5b8c\u6210\u4e00\u9805\u4efb\u52d9\u3002\u5354\u8abf\u5de5\u4f5c\u662f\u900f\u904e\u6642\u9593\u5b89\u6392\u548c\u9396\u5b9a\u6a5f\u5236\u4f86\u5be6\u73fe\u7684\uff0c\u800c\u4e0d\u662f\u4ee3\u7406\u4eba\u4e4b\u9593\u7684\u5354\u5546\u3002.<\/li>\n<li><strong>\u63d0\u793a\u5de5\u7a0b\u6280\u5de7\u3002.<\/strong> \u6e05\u6670\u3001\u5177\u9ad4\u3001\u8a3b\u660e\u65e5\u671f\u7684\u8aaa\u660e\u6c38\u9060\u6bd4\u5de7\u5999\u7684\u63aa\u8a5e\u66f4\u6709\u6548\u3002.<\/li>\n<li><strong>\u8a8d\u8b49\u3002.<\/strong> \u4e00\u500b\u904b\u4f5c\u6b63\u5e38\u4e14\u6709\u65e5\u8a8c\u8a18\u9304\u7684\u7cfb\u7d71\u6bd4\u4e00\u679a\u5fbd\u7ae0\u66f4\u6709\u8aaa\u670d\u529b\u3002\u5982\u679c\u4f60\u6b63\u5728\u62db\u8058\uff0c\u8acb\u52d9\u5fc5\u67e5\u770b\u65e5\u8a8c\u3002.<\/li>\n<\/ul>\n\n<p>\u5982\u679c\u4f60\u5f9e\u96f6\u958b\u59cb\uff0c\u90a3\u5c31\u5f9e\u2026\u958b\u59cb <a href=\"https:\/\/jonjones.ai\/zh\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e8%87%aa%e5%8b%95%e5%8c%96\/%e5%85%8b%e5%8b%9e%e5%be%b7%e7%a8%8b%e5%bc%8f%e7%a2%bc%e5%85%a5%e9%96%80%e6%95%99%e5%ad%b8-2\/\">\u514b\u52de\u5fb7\u7a0b\u5f0f\u78bc\u5165\u9580\u6559\u7a0b<\/a>, \u7136\u5f8c\u95b1\u8b80 <a href=\"https:\/\/jonjones.ai\/zh\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7\/%e5%85%8b%e5%8b%9e%e5%be%b7%e4%bb%a3%e7%a2%bc%e7%89%b9%e5%b7%a5%e8%a3%bd%e4%bd%9c\/\">\u514b\u52de\u5fb7\u4ee3\u78bc\u4ee3\u7406\u6b63\u5728\u751f\u7522\u4e2d<\/a> \u770b\u770b\u5b83\u6703\u5e36\u4f86\u4ec0\u9ebc\u7d50\u679c\u3002\u9078\u64c7\u4e00\u9805\u67af\u71e5\u4e4f\u5473\u3001\u91cd\u8907\u6027\u9ad8\u7684\u5de5\u4f5c\uff0c\u4e26\u5c07\u5176\u5b89\u6392\u5230\u4e00\u500b\u5e36\u6709\u7d50\u679c\u5c0e\u5411\u7684\u65e5\u7a0b\u8868\u4e2d\u3002\u9019\u5c31\u662f\u4f60\u7684\u7b2c\u4e00\u500b\u667a\u80fd\u9ad4\u5de5\u7a0b\u6848\u4f8b\u3002.<\/p>\n\n<h2>\u667a\u80fd\u9ad4\u5de5\u7a0b\u5e38\u898b\u554f\u984c\u89e3\u7b54<\/h2>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/jonjones.ai\/wp-content\/uploads\/2026\/11\/agentic-engineering-s8-20261107.jpg\" alt=\"\u667a\u80fd\u9ad4\u5de5\u7a0b\u5b78\u554f\u984c\u89e3\u7b54\uff0c\u93e1\u982d\u805a\u7126\u65bc\u4e00\u758a\u5361\u7247\" \/><\/figure>\n<h3>\u7c21\u55ae\u4f86\u8aaa\uff0c\u4ec0\u9ebc\u662f\u667a\u80fd\u9ad4\u5de5\u7a0b\uff1f<\/h3>\n<p>\u9019\u662f\u78ba\u4fdd\u4eba\u5de5\u667a\u6167\u4ee3\u7406\u80fd\u5920\u53ef\u9760\u5b8c\u6210\u5de5\u4f5c\u7684\u6e96\u5247\u3002\u4f60\u9700\u8981\u7de8\u5beb\u6e05\u6670\u7684\u898f\u7bc4\uff0c\u8b93\u4ee3\u7406\u57f7\u884c\u4efb\u52d9\uff0c\u5728\u5be6\u969b\u7cfb\u7d71\u4e2d\u6aa2\u67e5\u7d50\u679c\uff0c\u5be9\u67e5\u5b58\u5728\u98a8\u96aa\u7684\u8f38\u51fa\uff0c\u4e26\u4fdd\u7559\u8a18\u9304\u4ee5\u4fbf\u5f9e\u4e2d\u5b78\u7fd2\u3002\u9019\u500b\u8853\u8a9e\u8d77\u6e90\u65bc\u8edf\u9ad4\u958b\u767c\uff0c\u4f46\u540c\u6a23\u7684\u539f\u5247\u4e5f\u9069\u7528\u65bc\u4ee3\u7406\u57f7\u884c\u7684\u4efb\u4f55\u5de5\u4f5c\u3002.<\/p>\n\n<h3>\u300c\u667a\u80fd\u9ad4\u5de5\u7a0b\u300d\u4e00\u8a5e\u662f\u8ab0\u63d0\u51fa\u7684\uff1f<\/h3>\n<p>\u5b89\u5fb7\u70c8\u00b7\u5361\u5e15\u897f (Andrej Karpathy) \u65bc 2026 \u5e74 2 \u6708\u521d\u63d0\u51fa\u300c\u6c1b\u570d\u7de8\u78bc\u300d\u9019\u500b\u6982\u5ff5\uff0c\u4f5c\u70ba\u4ed6\u4e00\u5e74\u524d\u63d0\u51fa\u7684\u300c\u6c1b\u570d\u7de8\u78bc\u300d\u7684\u5c08\u696d\u5c0d\u61c9\u6982\u5ff5\u3002\u897f\u8499\u5a01\u5229\u68ee (Simon Willison) \u548c\u827e\u8fea\u5967\u65af\u66fc\u5c3c (Addy Osmani) \u96a8\u5f8c\u4e0d\u4e45\u64b0\u5beb\u4e86\u5169\u500b\u88ab\u5f15\u7528\u6700\u591a\u7684\u5b9a\u7fa9\u3002.<\/p>\n\n<h3>\u667a\u80fd\u9ad4\u5de5\u7a0b\u53ea\u662f\u5728Vibe\u7a0b\u5f0f\u7684\u57fa\u790e\u4e0a\u589e\u52a0\u4e86\u4e00\u4e9b\u6b65\u9a5f\uff1f<\/h3>\n<p>\u984d\u5916\u7684\u6b65\u9a5f\u624d\u662f\u95dc\u9375\u3002 Vibe \u7de8\u78bc\u5982\u679c\u8f38\u51fa\u770b\u8d77\u4f86\u6b63\u78ba\u5c31\u6703\u63a5\u53d7\u3002\u800c\u667a\u6167\u5de5\u7a0b\u5247\u6703\u9a57\u8b49\u8f38\u51fa\uff0c\u8a18\u9304\u4e0b\u4f86\uff0c\u4e26\u5728\u51fa\u932f\u6642\u4fee\u6b63\u898f\u683c\u3002\u524d\u8005\u63d0\u4f9b\u6f14\u793a\uff0c\u5f8c\u8005\u5247\u63d0\u4f9b\u53ef\u4ee5\u6301\u7e8c\u904b\u884c\u7684\u7a0b\u5f0f\u3002.<\/p>\n\n<h3>\u6211\u5fc5\u9808\u662f\u958b\u767c\u4eba\u54e1\u624d\u80fd\u5be6\u8e10\u667a\u80fd\u9ad4\u5de5\u7a0b\u55ce\uff1f<\/h3>\n<p>\u4e0d\u9069\u7528\u65bc\u696d\u52d9\u904b\u4f5c\u3002\u4f60\u9700\u8981\u7cbe\u78ba\u5730\u63cf\u8ff0\u4f60\u7684\u6d41\u7a0b\uff0c\u95b1\u8b80\u57fa\u672c\u65e5\u8a8c\uff0c\u4e26\u601d\u8003\u6545\u969c\u539f\u56e0\u3002\u5beb\u4e00\u4e9b\u7c21\u55ae\u7684\u8173\u672c\u6703\u6709\u5e6b\u52a9\u3002\u6211\u7684\u5927\u591a\u6578\u8266\u968a\u6280\u80fd\u6587\u4ef6\u90fd\u662f\u7528\u7d14\u82f1\u6587\u7de8\u5beb\u7684\uff0c\u53ea\u5305\u542b\u5e7e\u500b curl \u6307\u4ee4\u3002.<\/p>\n\n<h3>AI\u7de8\u78bc\u4ee3\u7406\u548c\u667a\u80fd\u9ad4\u5de5\u7a0b\u6709\u4ec0\u9ebc\u4e0d\u540c\uff1f<\/h3>\n<p>\u7de8\u78bc\u4ee3\u7406\u7a0b\u5f0f\u662f\u5de5\u5177\uff0c\u4f8b\u5982 Claude Code\u3001Codex \u6216 Gemini CLI\u3002\u4ee3\u7406\u5de5\u7a0b\u662f\u6307\u5982\u4f55\u4f7f\u7528\u5b83\u3002\u6211\u5c07\u5de5\u5177\u672c\u8eab\u9032\u884c\u6bd4\u8f03\u3002 <a 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