{"id":84352,"date":"2026-07-26T12:01:34","date_gmt":"2026-07-26T04:01:34","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/84352.html"},"modified":"2026-07-26T12:01:34","modified_gmt":"2026-07-26T04:01:34","slug":"loop-engineering-loop-engineering-%e5%88%b0%e5%ba%95%e6%98%af%e4%bb%80%e4%b9%88%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/84352.html","title":{"rendered":"Loop Engineering-Loop Engineering \u5230\u5e95\u662f\u4ec0\u4e48\uff1f"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"720\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726040125-6a65869516cd1.png\" width=\"1280\" \/><\/p>\n<p><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726040125-6a658695cfe52.gif\" \/><\/p>\n<p>&#x1f3af; \u535a\u4e3b\u7b80\u4ecb<\/p>\n<p>\u4f60\u597d&#xff0c;\u6211\u662f\u5b89\u9038&#xff0c;CSDN\u300c\u4eba\u5de5\u667a\u80fd\u6280\u672f\u9886\u57df\u65b0\u661f\u521b\u4f5c\u8005\u300d&#xff0c;\u7801\u9f84 6 \u5e74\u3002\u76ee\u524d\u7d2f\u8ba1\u53d1\u5e03 211 \u7bc7\u539f\u521b\u6587\u7ae0&#xff0c;\u535a\u5ba2\u603b\u8bbf\u95ee\u91cf 31\u4e07&#043;&#xff0c;\u535a\u5ba2\u7c89\u4e1d 1.2\u4e07&#043;\u3002<\/p>\n<p>\u6211\u957f\u671f\u5173\u6ce8\u4eba\u5de5\u667a\u80fd\u6280\u672f\u4e0e\u5de5\u7a0b\u5b9e\u8df5&#xff0c;\u4e3b\u8981\u7814\u7a76\u548c\u5206\u4eab AI Agent\u3001RAG \u7cfb\u7edf\u3001MCP \u534f\u8bae\u3001OpenClaw\u3001AI \u7f16\u7a0b\u5de5\u5177\u4ee5\u53ca\u5927\u6a21\u578b\u5de5\u7a0b\u5316\u843d\u5730\u3002\u540c\u65f6\u4e5f\u6301\u7eed\u8f93\u51fa Java \/ Spring\u3001Transformer\u3001\u673a\u5668\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u4e0e\u8ba1\u7b97\u673a\u89c6\u89c9\u7b49\u65b9\u5411\u7684\u5b66\u4e60\u7b14\u8bb0\u548c\u9879\u76ee\u7ecf\u9a8c\u3002<\/p>\n<p>&#x1f4da; \u63a8\u8350\u7cfb\u5217\u5408\u96c6<\/p>\n<p>\u76ee\u524d\u5df2\u7ecf\u6574\u7406\u4e86 \u751f\u4ea7\u7ea7 RAG \u7cfb\u7edf\u5b9e\u6218\u3001Agent \u8bb0\u5fc6\u7cfb\u7edf\u3001MCP \u534f\u8bae\u6df1\u5ea6\u89e3\u6790\u3001OpenClaw \u7cfb\u5217\u3001Hermes Agent &#043; Obsidian\u3001\u56fe\u89e3\u673a\u5668\u5b66\u4e60\u3001Claude Code \u7cfb\u5217\u548c Agent \u7ecf\u5178\u9762\u8bd5\u9898\u7b49\u7cfb\u5217\u5408\u96c6&#xff0c;\u6db5\u76d6 AI \u5e94\u7528\u5f00\u53d1\u3001\u667a\u80fd\u4f53\u5b9e\u8df5\u3001\u77e5\u8bc6\u7ba1\u7406\u3001\u673a\u5668\u5b66\u4e60\u4e0e AI \u7f16\u7a0b\u5de5\u5177\u3002<\/p>\n<p>&#x1f50e; \u5168\u7f51\u540c\u540d&#xff1a;\u5b89\u9038Ai<\/p>\n<p>&#x1f4f1;GZH&#xff1a;\u5b89\u9038Ai (\u79d1\u6280\u524d\u6cbf\u65b0\u95fb&#xff0c;Github\u70ed\u95e8\u9879\u76ee&#xff0c;\u6700\u65b0\u514d\u8d39\u8d44\u6599&#8230;)<\/p>\n<p>\u7f51\u9875\u89c2\u770b\u5b8c\u6574\u7cfb\u5217\u5408\u96c6&#xff1a;&#x1f310; Anyi AI \u5b66\u4e60\u8d44\u6e90\u7ad9<\/p>\n<hr \/>\n<p>\u4f60\u8ba9 AI \u5199\u4e00\u4efd\u5e02\u573a\u5206\u6790\u62a5\u544a&#xff0c;\u4e09\u79d2\u949f\u540e&#xff0c;\u5b83\u5410\u51fa\u4e86\u4e00\u6bb5\u770b\u8d77\u6765\u5934\u5934\u662f\u9053\u7684\u6587\u5b57\u3002\u4f60\u590d\u5236\u7c98\u8d34\u5230\u62a5\u544a\u91cc\u4ea4\u7ed9\u8001\u677f&#xff0c;\u7ed3\u679c\u6570\u636e\u5168\u662f\u7f16\u7684&#xff0c;\u7ed3\u8bba\u5f20\u51a0\u674e\u6234\u3002<\/p>\n<p>\u8fd9\u79cd\u65f6\u523b&#xff0c;\u6bcf\u4e2a\u7528\u8fc7 AI \u7684\u4eba\u90fd\u7ecf\u5386\u8fc7\u3002<\/p>\n<p>\u4f20\u7edf\u7684\u89e3\u6cd5\u662f&#xff1a;\u4f60\u4f5c\u4e3a\u4eba&#xff0c;\u53bb\u627e\u9519\u3001\u53bb\u6539\u3001\u53bb\u91cd\u65b0\u95ee\u3002\u4f46\u5f53\u4efb\u52a1\u590d\u6742\u5230\u4e00\u5b9a\u7a0b\u5ea6\u2014\u2014\u6bd4\u5982\u8ba9 AI \u81ea\u52a8\u751f\u6210 100 \u7bc7\u4ea7\u54c1\u6587\u6848\u3001\u81ea\u52a8\u5316\u5904\u7406 500 \u6761\u5de5\u5355\u3001\u8f85\u52a9\u5b8c\u6210\u4e00\u4efd\u5b8c\u6574\u7684\u7ade\u4e89\u60c5\u62a5\u5206\u6790\u2014\u2014\u4eba\u529b\u7684\u4fee\u6b63\u901f\u5ea6\u8fdc\u8fdc\u8ddf\u4e0d\u4e0a\u3002<\/p>\n<p>\u90a3\u600e\u4e48\u529e&#xff1f;<\/p>\n<p>\u6700\u8fd1\u4e00\u4e24\u5e74&#xff0c;AI \u5708\u5f00\u59cb\u9891\u7e41\u51fa\u73b0\u4e00\u4e2a\u8bcd&#xff1a;Loop Engineering&#xff08;\u5faa\u73af\u5de5\u7a0b&#xff09;\u3002\u5b83\u4e0d\u662f\u4ec0\u4e48\u65b0\u9c9c\u6846\u67b6&#xff0c;\u4e5f\u4e0d\u662f\u67d0\u4e2a\u5927\u5382\u7684\u65b0\u4e13\u5229\u3002\u5b83\u662f\u4e00\u79cd\u8bbe\u8ba1\u601d\u8def&#xff1a;\u8ba9 AI \u5728\u5faa\u73af\u4e2d\u81ea\u5df1\u53d1\u73b0\u95ee\u9898\u3001\u81ea\u5df1\u4fee\u6b63\u95ee\u9898&#xff0c;\u76f4\u5230\u4ea7\u51fa\u53ef\u7528\u7684\u7ed3\u679c\u3002<\/p>\n<p>\u8fd9\u7bc7\u6587\u7ae0&#xff0c;\u5c31\u662f\u8981\u628a\u8fd9\u4e2a\u8bcd\u5f7b\u5e95\u8bb2\u900f\u3002<\/p>\n<hr \/>\n<h2>\u4ece for \u5faa\u73af\u5230&#034;\u53cd\u601d\u5faa\u73af&#034;&#xff0c;AI \u4e5f\u5f00\u59cb\u9700\u8981\u8fed\u4ee3\u4e86<\/h2>\n<p>\u5728\u4f20\u7edf\u7f16\u7a0b\u91cc&#xff0c;\u5faa\u73af&#xff08;loop&#xff09;\u662f\u6700\u57fa\u7840\u7684\u6982\u5ff5\u4e4b\u4e00\u3002for i in range(10) \u5c31\u662f\u544a\u8bc9\u8ba1\u7b97\u673a&#xff1a;\u8fd9\u6bb5\u4ee3\u7801&#xff0c;\u505a\u5341\u904d\u3002<\/p>\n<p>\u8fd9\u79cd\u5faa\u73af\u7684\u672c\u8d28\u662f\u673a\u68b0\u91cd\u590d\u3002\u6bcf\u4e00\u904d\u505a\u540c\u6837\u7684\u4e8b&#xff0c;\u8f93\u5165\u4ec0\u4e48\u5c31\u8f93\u51fa\u4ec0\u4e48&#xff0c;\u4e0d\u5b58\u5728&#034;\u6539\u8fdb&#034;\u3002<\/p>\n<p>\u8fdb\u5165 Prompt Engineering \u65f6\u4ee3&#xff0c;\u4eba\u4eec\u5f00\u59cb\u7422\u78e8&#xff1a;\u600e\u4e48\u5199\u4e00\u53e5\u66f4\u597d\u7684\u63d0\u793a\u8bcd&#xff0c;\u8ba9 AI \u4e00\u6b21\u5c31\u7ed9\u51fa\u6ee1\u610f\u7b54\u6848\u3002\u8fd9\u4e2a\u9636\u6bb5&#xff0c;\u5faa\u73af\u7684\u6982\u5ff5\u51e0\u4e4e\u4e0d\u5b58\u5728\u2014\u2014\u5927\u5bb6\u90fd\u5728\u8ffd\u6c42&#034;\u4e00\u6b21\u5230\u4f4d&#034;\u3002<\/p>\n<p>\u4f46\u73b0\u5b9e\u662f&#xff1a;AI \u51e0\u4e4e\u4ece\u4e0d\u80fd\u4e00\u6b21\u5230\u4f4d\u3002<\/p>\n<p>LLM&#xff08;\u5927\u8bed\u8a00\u6a21\u578b&#xff09;\u7684\u672c\u8d28\u662f\u57fa\u4e8e\u6982\u7387\u9884\u6d4b\u4e0b\u4e00\u4e2a token&#xff0c;\u5b83\u4f1a&#034;\u5e7b\u89c9&#034;\u2014\u2014\u4e5f\u5c31\u662f\u4e00\u672c\u6b63\u7ecf\u5730\u8bf4\u9519\u8bdd\u3002\u8fd9\u4e0d\u662f bug&#xff0c;\u8fd9\u662f\u5f53\u524d\u67b6\u6784\u7684\u6839\u672c\u5c40\u9650\u3002\u5355\u6b21 Prompt \u5c31\u50cf\u8ba9\u5b66\u751f\u95ed\u5377\u8003\u8bd5&#xff1a;\u8003\u5f97\u600e\u4e48\u6837&#xff0c;\u5168\u770b\u4ed6\u90a3\u4e00\u6b21\u7684\u53d1\u6325\u3002<\/p>\n<p>Loop Engineering \u7684\u51fa\u73b0&#xff0c;\u5c31\u662f\u627f\u8ba4\u4e86\u8fd9\u4e2a\u73b0\u5b9e&#xff1a;\u522b\u6307\u671b\u4e00\u6b21\u5c31\u5b8c\u7f8e&#xff0c;\u8981\u8ba9\u7cfb\u7edf\u5728\u591a\u6b21\u5c1d\u8bd5\u4e2d\u4e0d\u65ad\u903c\u8fd1\u6b63\u786e\u7b54\u6848\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"720\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726040125-6a658695dcf4b.png\" width=\"1280\" \/><\/p>\n<p>\u4ece\u4f20\u7edf\u7f16\u7a0b\u5faa\u73af\u5230 Prompt Engineering \u518d\u5230 Loop Engineering \u7684\u6f14\u8fdb\u65f6\u95f4\u8f74<\/p>\n<p>\u5b83\u548c Prompt Engineering \u662f\u4ec0\u4e48\u5173\u7cfb&#xff1f;<\/p>\n<p>Prompt Engineering \u5173\u6ce8\u7684\u662f&#034;\u600e\u4e48\u95ee\u4e00\u4e2a\u597d\u95ee\u9898&#034;\u3002Loop Engineering \u5173\u6ce8\u7684\u662f&#034;\u95ee\u5b8c\u4e4b\u540e&#xff0c;\u600e\u4e48\u8ba9 AI \u81ea\u5df1\u6539\u3001\u8fed\u4ee3\u3001\u6539\u3001\u8fed\u4ee3&#034;\u3002\u524d\u8005\u662f\u5355\u6b21\u8f93\u5165\u7684\u4f18\u5316\u827a\u672f&#xff0c;\u540e\u8005\u662f\u7cfb\u7edf\u7ea7\u7684\u5faa\u73af\u8bbe\u8ba1\u65b9\u6cd5\u8bba\u3002<\/p>\n<p>\u7b80\u5355\u8bf4&#xff1a;Prompt Engineering \u89e3\u51b3\u4e86 30% \u7684\u95ee\u9898&#xff0c;Loop Engineering \u89e3\u51b3\u5269\u4e0b\u7684 70%\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u6210\u57f9\u517b\u4e00\u4e2a\u65b0\u5458\u5de5\u3002\u4f60\u4e0d\u4f1a\u53ea\u7ed9\u65b0\u4eba\u5e03\u7f6e\u4e00\u6b21\u4efb\u52a1\u5c31\u6307\u671b\u4ed6\u4ea4\u51fa\u6ee1\u5206\u65b9\u6848\u3002\u4f60\u4f1a\u7ed9\u4ed6\u4e00\u4e2a\u6807\u51c6\u6d41\u7a0b&#xff1a;\u5148\u505a\u4e00\u7248&#xff0c;\u4e3b\u7ba1\u8bc4\u5ba1&#xff0c;\u53cd\u9988\u95ee\u9898&#xff0c;\u4fee\u6539&#xff0c;\u518d\u505a\u4e00\u7248&#xff0c;\u518d\u8bc4\u3002Loop Engineering \u5c31\u662f\u628a\u8fd9\u4e2a\u6d41\u7a0b\u5de5\u7a0b\u5316\u3001\u81ea\u52a8\u5316\u3001\u4ea4\u7ed9 AI \u81ea\u5df1\u8dd1\u3002<\/p>\n<p>\u4e00\u4e2a\u4e0d\u8a00\u800c\u55bb\u7684\u903b\u8f91\u662f&#xff1a;\u5f53 AI \u80fd\u529b\u8db3\u591f\u5f3a\u65f6&#xff0c;\u8d8a\u590d\u6742\u7684\u4efb\u52a1\u8d8a\u9700\u8981\u5faa\u73af\u8fed\u4ee3&#xff0c;\u800c\u4e0d\u662f\u8d8a\u5927\u7684\u4e00\u6b21\u6027 Prompt\u3002<\/p>\n<hr \/>\n<h2>\u4e00\u6b21\u6027 Prompt \u4e3a\u4ec0\u4e48\u4e0d\u591f\u7528\u4e86<\/h2>\n<p>\u6253\u8349\u7a3f\u3001\u8001\u5e08\u6279\u3001\u6539\u3001\u518d\u6279\u2014\u2014\u8fd9\u662f\u5927\u591a\u6570\u4eba\u5199\u4e00\u7bc7\u597d\u4f5c\u6587\u7684\u8fc7\u7a0b\u3002<\/p>\n<p>\u8fd9\u80cc\u540e\u662f\u4e00\u4e2a\u6734\u7d20\u7684\u8ba4\u77e5&#xff1a;\u590d\u6742\u7684\u667a\u529b\u4efb\u52a1\u51e0\u4e4e\u4e0d\u53ef\u80fd\u4e00\u6b21\u6027\u5b8c\u6210\u3002<\/p>\n<p>AI \u540c\u6837\u5982\u6b64\u3002<\/p>\n<p>\u5355\u6b21 Prompt \u7684\u5931\u6548\u573a\u666f\u81f3\u5c11\u6709\u4e09\u79cd&#xff1a;<\/p>\n<p>\u7b2c\u4e00\u79cd&#xff1a;\u5e7b\u89c9\u95ee\u9898\u3002LLM \u4f1a\u7f16\u9020\u6570\u636e\u3001\u865a\u6784\u6765\u6e90\u3001\u634f\u9020\u4e8b\u5b9e\u3002\u8fd9\u4e0d\u662f\u5b83&#034;\u4e0d\u8bda\u5b9e&#034;&#xff0c;\u800c\u662f\u5b83\u6839\u636e\u6982\u7387\u751f\u6210\u6587\u672c\u65f6&#xff0c;&#034;\u770b\u8d77\u6765\u5408\u7406&#034;\u548c&#034;\u4e8b\u5b9e\u6b63\u786e&#034;\u662f\u4e24\u4ef6\u4e8b\u3002\u5355\u6b21\u8f93\u51fa\u7684\u7ed3\u679c\u65e2\u65e0\u81ea\u6211\u6821\u9a8c&#xff0c;\u4e5f\u65e0\u5916\u90e8\u6821\u9a8c\u3002<\/p>\n<p>\u7b2c\u4e8c\u79cd&#xff1a;\u590d\u6742\u4efb\u52a1\u7684\u591a\u6b65\u6027\u3002\u8ba9 AI \u5199\u4e00\u4efd\u5b8c\u6574\u7684\u5e02\u573a\u5206\u6790\u62a5\u544a&#xff0c;\u8fd9\u4e2d\u95f4\u8981\u62c6\u884c\u4e1a\u3001\u67e5\u6570\u636e\u3001\u505a\u5bf9\u6bd4\u3001\u7ed9\u7ed3\u8bba\u3001\u63d0\u5efa\u8bae\u3002\u4efb\u4f55\u4e00\u4e2a\u73af\u8282\u51fa\u9519&#xff0c;\u6700\u7ec8\u7ed3\u679c\u90fd\u4e0d\u53ef\u9760\u3002\u4e00\u6b21\u6027 Prompt \u5c31\u50cf\u8ba9\u4e00\u4e2a\u4eba\u5728\u4e00\u9053\u9898\u91cc\u540c\u65f6\u56de\u7b54\u4e94\u9053\u5b50\u9898\u3002<\/p>\n<p>\u7b2c\u4e09\u79cd&#xff1a;\u81ea\u4e3b\u6027\u7684\u9700\u6c42\u3002\u5f53 Agent \u9700\u8981\u957f\u65f6\u6267\u884c\u4efb\u52a1\u65f6&#xff0c;\u4e0d\u53ef\u80fd\u6bcf\u4e00\u6b65\u90fd\u7b49\u4eba\u7c7b\u5199 Prompt\u3002Agent \u5fc5\u987b\u80fd\u5728\u6ca1\u6709\u4eba\u5de5\u5e72\u9884\u7684\u60c5\u51b5\u4e0b&#xff0c;\u81ea\u5df1\u5224\u65ad\u5bf9\u9519\u3001\u51b3\u5b9a\u4e0b\u4e00\u6b65\u600e\u4e48\u505a\u3002<\/p>\n<p>\u8fd9\u4e09\u79cd\u95ee\u9898&#xff0c;\u672c\u8d28\u4e0a\u90fd\u662f\u540c\u4e00\u4e2a\u6839&#xff1a;\u5355\u6b21\u8f93\u51fa\u6ca1\u6709\u53cd\u9988\u56de\u8def\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"720\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726040126-6a658696a4a4c.png\" width=\"1280\" \/><\/p>\n<p>\u5355\u6b21 Prompt \u8f93\u51fa\u4e0e 3 \u8f6e Loop \u8fed\u4ee3\u540e&#xff0c;\u8f93\u51fa\u8d28\u91cf\u7684\u63d0\u5347\u67f1\u72b6\u56fe<\/p>\n<p>\u4f20\u7edf Prompt \u662f\u5355\u5411\u7684&#xff1a;\u4f60\u95ee&#xff0c;\u5b83\u7b54&#xff0c;\u7ed3\u675f\u3002<\/p>\n<p>Loop Engineering \u628a\u5b83\u53d8\u6210\u95ed\u73af&#xff1a;\u751f\u6210 \u2192 \u8bc4\u4f30 \u2192 \u4fee\u6b63 \u2192 \u518d\u751f\u6210&#xff0c;\u76f4\u5230\u6ee1\u8db3\u8981\u6c42\u3002<\/p>\n<p>\u8fd9\u79cd\u95ed\u73af\u770b\u8d77\u6765\u7b80\u5355&#xff0c;\u4f46\u5b83\u89e3\u51b3\u4e86\u4e00\u4e2a\u6839\u672c\u95ee\u9898\u2014\u2014\u8ba9 AI \u7cfb\u7edf\u83b7\u5f97&#034;\u81ea\u6211\u6821\u51c6&#034;\u7684\u80fd\u529b\u3002<\/p>\n<p>\u4e00\u4e2a\u5de5\u7a0b\u5e08\u53ef\u80fd\u4f1a\u95ee&#xff1a;\u90a3\u4e3a\u4ec0\u4e48\u4e0d\u76f4\u63a5\u7528\u66f4\u5927\u7684\u6a21\u578b\u3001\u66f4\u957f\u7684 Prompt \u6765\u4e00\u6b21\u6027\u89e3\u51b3\u6240\u6709\u95ee\u9898&#xff1f;<\/p>\n<p>\u7b54\u6848\u5f88\u7b80\u5355&#xff1a;\u7b97\u529b\u6210\u672c\u3001\u5ef6\u8fdf\u3001\u53ef\u63a7\u6027\u3002\u66f4\u5927\u7684\u6a21\u578b\u610f\u5473\u7740\u66f4\u957f\u7684\u7b49\u5f85\u65f6\u95f4\u548c\u66f4\u9ad8\u7684 token \u6d88\u8017&#xff1b;\u800c Loop Engineering \u7528\u76f8\u5bf9\u5c0f\u7684\u6a21\u578b &#043; \u591a\u8f6e\u8fed\u4ee3&#xff0c;\u5f80\u5f80\u6bd4\u4e00\u6b21\u6027\u5de8\u6a21\u578b\u66f4\u7a33\u5b9a\u3001\u66f4\u7701\u94b1\u3001\u66f4\u53ef\u63a7\u3002<\/p>\n<p>\u66f4\u5173\u952e\u7684\u662f&#xff1a;\u5bf9\u4e8e\u67d0\u4e9b\u4efb\u52a1&#xff0c;\u8fed\u4ee3\u662f\u5fc5\u987b\u7684\u3002\u6bd4\u5982\u4ee3\u7801\u751f\u6210&#xff0c;\u5148\u5199\u521d\u7248\u4ee3\u7801&#xff0c;\u518d\u8dd1\u6d4b\u8bd5&#xff0c;\u518d\u6839\u636e\u62a5\u9519\u4fee&#xff0c;\u8fd9\u662f\u5929\u7136\u7684\u591a\u8f6e\u8fc7\u7a0b\u3002\u5982\u679c\u786c\u585e\u5230\u4e00\u6b21\u6027 Prompt \u91cc&#xff0c;\u53cd\u800c\u628a\u6d41\u7a0b\u5f04\u50f5\u4e86\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"720\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726040127-6a65869775db1.png\" width=\"1280\" \/><\/p>\n<p>\u5de6\u8fb9\u662f\u4f20\u7edf\u5355\u5411 Prompt \u8f93\u51fa&#xff0c;\u53f3\u8fb9\u662f Loop Engineering \u591a\u8f6e\u8fed\u4ee3\u95ed\u73af\u6d41\u7a0b<\/p>\n<p>\u8fd9\u5c31\u662f Loop Engineering \u8bde\u751f\u7684\u6838\u5fc3\u9a71\u52a8\u529b&#xff1a;\u627f\u8ba4 AI \u4f1a\u72af\u9519&#xff0c;\u5e76\u628a&#034;\u5982\u4f55\u8ba9\u5b83\u5728\u72af\u9519\u4e2d\u6539\u8fdb&#034;\u4f5c\u4e3a\u4e00\u4e2a\u5de5\u7a0b\u95ee\u9898\u4e25\u8083\u5bf9\u5f85\u3002<\/p>\n<hr \/>\n<h2>\u4e00\u4e2a\u5b8c\u6574\u7684 Loop \u957f\u4ec0\u4e48\u6837&#xff1f;\u56db\u8981\u7d20\u62c6\u89e3<\/h2>\n<p>\u5982\u679c\u8981\u7528\u4e00\u53e5\u8bdd\u5b9a\u4e49 Loop Engineering&#xff0c;\u90a3\u8fd9\u53e5\u8bdd\u662f&#xff1a;\u56f4\u7ed5&#034;\u4efb\u52a1-\u751f\u6210-\u8bc4\u4f30-\u4fee\u6b63&#034;\u56db\u4e2a\u8981\u7d20\u6784\u6210\u7684\u95ed\u73af\u8fed\u4ee3\u7cfb\u7edf\u3002<\/p>\n<p>\u6bcf\u4e00\u4e2a Loop&#xff0c;\u65e0\u8bba\u591a\u590d\u6742&#xff0c;\u90fd\u5fc5\u7136\u5305\u542b\u8fd9\u56db\u6837\u4e1c\u897f\u3002<\/p>\n<p>Task&#xff08;\u4efb\u52a1\u5b9a\u4e49&#xff09;\u2014\u2014\u660e\u786e\u8981\u505a\u4ec0\u4e48\u3002<\/p>\n<p>\u542c\u8d77\u6765\u7b80\u5355&#xff0c;\u4f46\u5f88\u591a Loop \u5931\u8d25\u7684\u539f\u56e0\u6070\u6070\u51fa\u5728\u8fd9\u91cc\u3002\u4efb\u52a1\u5b9a\u4e49\u4e0d\u6e05\u6670&#xff0c;AI \u6574\u4e2a\u5faa\u73af\u90fd\u4f1a\u8dd1\u504f\u3002<\/p>\n<p>\u4e00\u4e2a\u597d\u7684 Task \u5b9a\u4e49\u8981\u5305\u542b\u4e09\u5c42\u4fe1\u606f&#xff1a;\u8981\u505a\u4ec0\u4e48&#xff08;\u76ee\u6807&#xff09;\u3001\u505a\u5230\u4ec0\u4e48\u7a0b\u5ea6\u7b97\u5408\u683c&#xff08;\u6807\u51c6&#xff09;\u3001\u6709\u54ea\u4e9b\u7ea6\u675f\u6761\u4ef6&#xff08;\u8fb9\u754c&#xff09;\u3002<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50&#xff0c;&#034;\u5199\u4e00\u7bc7 500 \u5b57\u7684\u4ea7\u54c1\u6587\u6848&#034;\u662f\u4e00\u4e2a\u7c97\u7cd9\u7684 Task\u3002&#034;\u5199\u4e00\u7bc7 500 \u5b57\u3001\u76ee\u6807\u7528\u6237\u662f 25-35 \u5c81\u804c\u573a\u5973\u6027\u3001\u7a81\u51fa\u4ea7\u54c1\u4fbf\u643a\u6027\u3001\u8bed\u6c14\u8f7b\u677e\u7684\u884c\u674e\u7bb1\u4ea7\u54c1\u6587\u6848&#034;&#xff0c;\u8fd9\u662f\u4e00\u4e2a\u5408\u683c\u7684 Task\u3002<\/p>\n<p>Generate&#xff08;\u751f\u6210\/\u6267\u884c&#xff09;\u2014\u2014Agent \u4ea7\u51fa\u4e2d\u95f4\u7ed3\u679c\u3002<\/p>\n<p>\u8fd9\u662f Loop \u7684\u4e3b\u4f53\u73af\u8282\u3002Agent \u6839\u636e Task \u8c03\u7528\u6a21\u578b&#xff08;\u6216\u5176\u4ed6\u5de5\u5177&#xff09;\u751f\u6210\u5185\u5bb9\u3002<\/p>\n<p>\u751f\u6210\u4ec0\u4e48&#xff1f;\u6839\u636e\u4efb\u52a1\u4e0d\u540c&#xff0c;\u53ef\u80fd\u662f\u6587\u672c\u3001\u4ee3\u7801\u3001\u6570\u636e\u3001\u51b3\u7b56\u3001\u884c\u52a8\u65b9\u6848\u3002\u4f46\u65e0\u8bba\u5f62\u5f0f\u5982\u4f55&#xff0c;\u5b83\u90fd\u662f&#034;\u67d0\u4e2a\u5019\u9009\u7248\u672c&#034;\u3002<\/p>\n<p>\u4e00\u4e2a\u5e38\u89c1\u7684\u8bef\u533a\u662f&#xff1a;\u628a&#034;Generate&#034;\u5f53\u6210&#034;\u552f\u4e00\u73af\u8282&#034;\u3002\u4f46\u5b9e\u9645\u4e0a&#xff0c;Generate \u53ea\u662f\u5faa\u73af\u91cc\u7684\u4e00\u6b21\u8f93\u51fa&#xff0c;\u5b83\u7684\u5b58\u5728\u610f\u4e49\u662f\u4e3a\u4e0b\u4e00\u6b65\u7684 Evaluate \u63d0\u4f9b\u88ab\u8bc4\u5224\u7684\u5bf9\u8c61\u3002<\/p>\n<p>Evaluate&#xff08;\u8bc4\u4f30\/\u53cd\u9988&#xff09;\u2014\u2014\u5224\u65ad Generate \u7684\u7ed3\u679c\u597d\u4e0d\u597d\u3002<\/p>\n<p>\u8fd9\u4e00\u6b65\u662f Loop \u5de5\u7a0b\u5316\u7684\u6838\u5fc3\u96be\u70b9\u3002<\/p>\n<p>\u8bc4\u4f30\u65b9\u5f0f\u6709\u4e09\u79cd&#xff1a;<\/p>\n<ul>\n<li>\u89c4\u5219\u8bc4\u4f30&#xff1a;\u7528\u660e\u786e\u7684\u89c4\u5219\u5224\u5b9a\u8f93\u51fa\u662f\u5426\u7b26\u5408\u8981\u6c42\u3002\u4ee3\u7801\u662f\u5426\u80fd\u8dd1\u901a\u3001\u6587\u6848\u662f\u5426\u5305\u542b\u7981\u7528\u8bcd\u3001\u6570\u503c\u662f\u5426\u5728\u5408\u7406\u533a\u95f4\u3002<\/li>\n<li>\u6a21\u578b\u8bc4\u4f30&#xff1a;\u7528\u53e6\u4e00\u4e2a LLM \u5145\u5f53&#034;\u8bc4\u5ba1\u5458&#034;&#xff0c;\u5bf9\u8f93\u51fa\u6253\u5206\u5e76\u7ed9\u51fa\u7406\u7531\u3002\u8fd9\u662f\u76ee\u524d\u6700\u7075\u6d3b\u7684\u65b9\u5f0f\u3002<\/li>\n<li>\u4eba\u7c7b\u8bc4\u4f30&#xff1a;\u5728\u5173\u952e\u8282\u70b9\u8ba9\u4eba\u53c2\u4e0e\u5224\u65ad\u3002\u6700\u51c6\u786e&#xff0c;\u4f46\u6210\u672c\u6700\u9ad8\u3001\u901f\u5ea6\u6700\u6162\u3002<\/li>\n<\/ul>\n<p>\u65e0\u8bba\u54ea\u79cd\u65b9\u5f0f&#xff0c;Evaluate \u7684\u8f93\u51fa\u5fc5\u987b\u662f\u53ef\u64cd\u4f5c\u7684\u5177\u4f53\u53cd\u9988&#xff0c;\u800c\u4e0d\u53ea\u662f&#034;\u597d&#034;\u6216&#034;\u4e0d\u597d&#034;\u3002\u5b83\u8981\u544a\u8bc9\u7cfb\u7edf&#xff1a;\u54ea\u91cc\u9519\u4e86\u3001\u4e0b\u4e00\u6b65\u5f80\u54ea\u6539\u3002<\/p>\n<p>Refine&#xff08;\u4fee\u6b63\/\u8fed\u4ee3&#xff09;\u2014\u2014\u6839\u636e\u53cd\u9988\u8c03\u6574&#xff0c;\u518d\u6b21\u751f\u6210\u3002<\/p>\n<p>\u8fd9\u662f Loop \u7684&#034;\u8fdb\u5316\u73af\u8282&#034;\u3002Refine \u6536\u5230 Evaluate \u7684\u53cd\u9988\u540e&#xff0c;\u8c03\u6574\u751f\u6210\u7b56\u7565&#xff08;\u53ef\u80fd\u662f\u4fee\u6539 Prompt\u3001\u8ffd\u52a0\u4e0a\u4e0b\u6587\u3001\u6362\u4e00\u79cd\u601d\u8def&#xff09;&#xff0c;\u7136\u540e\u518d\u6b21\u8c03\u7528 Generate\u3002<\/p>\n<p>\u8fd9\u4e00\u6b65\u51b3\u5b9a\u4e86 Loop \u7684&#034;\u4e0a\u5347\u901f\u5ea6&#034;\u3002\u4e00\u4e2a\u597d\u7684 Refine \u80fd\u8ba9\u6bcf\u8f6e\u8fed\u4ee3\u90fd\u660e\u663e\u53d8\u597d&#xff1b;\u4e00\u4e2a\u7cdf\u7cd5\u7684 Refine \u53ef\u80fd\u8ba9\u5faa\u73af\u539f\u5730\u8e0f\u6b65&#xff0c;\u6d6a\u8d39\u7b97\u529b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"720\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726040128-6a658698407a5.png\" width=\"1280\" \/><\/p>\n<p>\u4e2d\u5fc3\u4e3a Loop \u7684\u73af\u5f62\u6d41\u7a0b\u56fe&#xff0c;\u5468\u56f4\u56db\u4e2a\u8282\u70b9\u4e3a Task\u3001Generate\u3001Evaluate\u3001Refine&#xff0c;\u7bad\u5934\u5faa\u73af\u8fde\u63a5<\/p>\n<p>\u56db\u8981\u7d20\u7684\u5173\u7cfb\u662f\u4ec0\u4e48&#xff1f;<\/p>\n<p>Task \u662f\u5165\u53e3&#xff0c;\u544a\u8bc9\u5faa\u73af&#034;\u6211\u4eec\u8981\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898&#034;\u3002Generate \u662f\u6267\u884c&#xff0c;\u6839\u636e\u5f53\u524d\u72b6\u6001\u4ea7\u51fa\u7ed3\u679c\u3002Evaluate \u662f\u773c\u775b&#xff0c;\u770b\u4ea7\u51fa\u79bb\u76ee\u6807\u6709\u591a\u8fdc\u3002Refine \u662f\u624b&#xff0c;\u6839\u636e\u5dee\u8ddd\u8c03\u6574\u7b56\u7565\u3002<\/p>\n<p>\u7f3a\u4e00\u4e2a&#xff0c;\u5faa\u73af\u90fd\u4e0d\u6210\u7acb\u3002\u6ca1\u6709 Task&#xff0c;\u5faa\u73af\u4e0d\u77e5\u9053\u5f80\u54ea\u8dd1&#xff1b;\u6ca1\u6709 Generate&#xff0c;\u5faa\u73af\u65e0\u4e8b\u53ef\u505a&#xff1b;\u6ca1\u6709 Evaluate&#xff0c;\u5faa\u73af\u6ca1\u6709\u65b9\u5411&#xff1b;\u6ca1\u6709 Refine&#xff0c;\u5faa\u73af\u6c38\u8fdc\u4e0d\u4f1a\u8fdb\u6b65\u3002<\/p>\n<p>\u8fd9\u4e2a\u7ed3\u6784\u5176\u5b9e\u4e0d\u662f\u65b0\u4e1c\u897f\u3002\u5b83\u548c\u5236\u9020\u4e1a\u7684 PDCA&#xff08;Plan-Do-Check-Act&#xff09;\u5faa\u73af\u5f02\u66f2\u540c\u5de5\u2014\u2014\u6bcf\u8fc7\u4e00\u5708&#xff0c;\u8d28\u91cf\u90fd\u66f4\u63a5\u8fd1\u76ee\u6807\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"720\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726040129-6a6586990b49f.png\" width=\"1280\" \/><\/p>\n<p>PDCA \u8d28\u91cf\u5faa\u73af\u4e0e Loop Engineering \u56db\u8981\u7d20\u7684\u5bf9\u5e94\u5173\u7cfb\u6620\u5c04\u56fe<\/p>\n<p>\u628a Loop Engineering \u5f53\u4f5c AI \u65f6\u4ee3\u7684 PDCA&#xff0c;\u5c31\u6293\u4f4f\u4e86\u5b83\u7684\u7cbe\u9ad3&#xff1a;\u4e0d\u662f\u4e00\u6b21\u6027\u4ea7\u51fa\u5b8c\u7f8e\u7ed3\u679c&#xff0c;\u800c\u662f\u901a\u8fc7\u591a\u8f6e\u5faa\u73af\u903c\u8fd1\u5b8c\u7f8e\u3002<\/p>\n<hr \/>\n<h2>Loop \u7684\u56db\u79cd\u5e38\u89c1\u6a21\u5f0f&#xff0c;\u4ece\u5355\u5175\u4f5c\u6218\u5230\u56e2\u961f\u534f\u4f5c<\/h2>\n<p>\u5177\u4f53\u5230\u5de5\u7a0b\u5b9e\u73b0&#xff0c;Loop Engineering \u6709\u51e0\u79cd\u5178\u578b\u6a21\u5f0f\u3002\u5b83\u4eec\u4e0d\u662f\u975e\u6b64\u5373\u5f7c&#xff0c;\u66f4\u50cf\u662f\u53ef\u4ee5\u7ec4\u5408\u7684\u79ef\u6728\u3002<\/p>\n<h3>Self-Loop&#xff1a;\u81ea\u5df1\u548c\u81ea\u5df1\u8f83\u52b2<\/h3>\n<p>\u6700\u7b80\u5355\u7684\u5f62\u5f0f&#xff1a;\u4e00\u4e2a Agent \u81ea\u5df1\u751f\u6210\u3001\u81ea\u5df1\u8bc4\u4f30\u3001\u81ea\u5df1\u4fee\u6b63\u3002<\/p>\n<p>\u5b83\u672c\u8d28\u4e0a\u662f\u7528\u540c\u4e00\u4e2a LLM \u626e\u6f14\u4e24\u4e2a\u89d2\u8272\u2014\u2014\u4f5c\u8005\u548c\u8bc4\u5ba1\u5458\u3002\u6bd4\u5982&#xff1a;<\/p>\n<p>&#034;\u8bf7\u5148\u751f\u6210\u4e00\u7248\u7b54\u6848&#xff1b;\u7136\u540e&#xff0c;\u8bf7\u7ad9\u5728\u4e25\u683c\u8bc4\u5ba1\u7684\u89d2\u5ea6&#xff0c;\u627e\u51fa\u8fd9\u7248\u7b54\u6848\u7684\u4e09\u4e2a\u6700\u5927\u95ee\u9898&#xff1b;\u6700\u540e&#xff0c;\u6839\u636e\u95ee\u9898\u4fee\u6539\u3002&#034;<\/p>\n<p>\u8fd9\u79cd\u6a21\u5f0f\u5b9e\u73b0\u6210\u672c\u6781\u4f4e&#xff08;\u4e00\u4e2a Prompt \u5c31\u591f\u4e86&#xff09;&#xff0c;\u9002\u5408\u7ed3\u6784\u6e05\u6670\u3001\u9519\u8bef\u6a21\u5f0f\u76f8\u5bf9\u56fa\u5b9a\u7684\u4efb\u52a1\u3002<\/p>\n<p>\u7f3a\u70b9\u4e5f\u5f88\u660e\u663e&#xff1a;\u81ea\u6211\u8bc4\u4f30\u7684\u76f2\u533a\u3002\u540c\u4e00\u4e2a\u6a21\u578b\u5199\u51fa\u6765\u53c8\u81ea\u5df1\u5ba1&#xff0c;\u5bb9\u6613\u9677\u5165&#034;\u81ea\u5df1\u5938\u81ea\u5df1&#034;\u7684\u5faa\u73af\u3002Evaluate \u73af\u8282\u7684\u5ba2\u89c2\u6027\u662f Self-Loop \u7684\u6700\u5927\u8f6f\u808b\u3002<\/p>\n<h3>Multi-Agent Loop&#xff1a;\u8ba9\u89d2\u8272\u4e92\u76f8\u6390\u67b6<\/h3>\n<p>\u4e3a\u4e86\u89e3\u51b3 Self-Loop \u7684\u76f2\u533a&#xff0c;Multi-Agent Loop \u5f15\u5165\u4e86\u591a\u4e2a\u4e0d\u540c\u89d2\u8272\u7684 Agent \u534f\u4f5c\u8fed\u4ee3\u3002<\/p>\n<p>\u7ecf\u5178\u7684\u4e09\u4eba\u7ec4\u662f&#xff1a;<\/p>\n<ul>\n<li>Writer&#xff08;\u5199\u4f5c\u8005&#xff09;&#xff1a;\u6839\u636e\u4efb\u52a1\u4ea7\u51fa\u521d\u7248\u3002<\/li>\n<li>Critic&#xff08;\u6279\u8bc4\u5bb6&#xff09;&#xff1a;\u4e13\u95e8\u6311\u523a&#xff0c;\u7ed9\u51fa\u4fee\u6539\u610f\u89c1\u3002<\/li>\n<li>Editor&#xff08;\u7f16\u8f91&#xff09;&#xff1a;\u7efc\u5408\u5404\u65b9\u610f\u89c1\u505a\u6700\u7ec8\u51b3\u7b56\u548c\u5b9a\u7a3f\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u79cd&#034;\u8fa9\u8bba\u5f0f\u8fed\u4ee3&#034;\u7684\u597d\u5904\u662f&#xff1a;\u6bcf\u4e2a Agent \u7684\u89c6\u89d2\u4e0d\u540c&#xff0c;\u80fd\u53d1\u73b0\u5f7c\u6b64\u7684\u76f2\u70b9\u3002Writer \u5bb9\u6613\u4e50\u89c2&#xff0c;Critic \u5bb9\u6613\u82db\u523b&#xff0c;Editor \u6765\u5e73\u8861\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"720\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726040129-6a658699c2c40.png\" width=\"1280\" \/><\/p>\n<p>Writer\u3001Critic\u3001Editor \u4e09\u89d2\u8272\u4e92\u76f8\u8fa9\u8bba\u53cd\u9988\u7684\u5bf9\u8bdd\u6d41\u67b6\u6784\u56fe<\/p>\n<p>\u8fd9\u79cd\u6a21\u5f0f\u5728\u5185\u5bb9\u521b\u4f5c\u3001\u7b56\u7565\u63a8\u6f14\u3001\u590d\u6742\u51b3\u7b56\u7c7b\u4efb\u52a1\u4e0a\u6548\u679c\u663e\u8457\u2014\u2014\u53ea\u8981\u4efb\u52a1\u8db3\u591f\u590d\u6742&#xff0c;\u591a\u89c6\u89d2\u7684\u4ef7\u503c\u5c31\u80fd\u663e\u73b0\u3002<\/p>\n<p>\u4ee3\u4ef7\u662f\u7b97\u529b\u548c\u534f\u8c03\u6210\u672c\u3002\u4e09\u4e2a Agent \u8dd1\u4e00\u8f6e&#xff0c;\u76f8\u5f53\u4e8e\u8dd1\u4e86\u4e09\u6b21 LLM \u8c03\u7528\u3002<\/p>\n<h3>Human-in-the-Loop&#xff1a;\u5173\u952e\u70b9\u5361\u4f4f\u4eba<\/h3>\n<p>\u4e0d\u662f\u6240\u6709\u51b3\u7b56\u90fd\u9002\u5408\u8ba9 AI \u81ea\u52a8\u505a\u3002<\/p>\n<p>\u533b\u7597\u8bca\u65ad\u3001\u6cd5\u5f8b\u610f\u89c1\u3001\u4f01\u4e1a\u6218\u7565\u2014\u2014\u8fd9\u4e9b\u9886\u57df&#xff0c;\u4eba\u7c7b\u5fc5\u987b\u4fdd\u7559\u6700\u7ec8\u5426\u51b3\u6743\u3002Human-in-the-Loop&#xff08;HITL&#xff09;\u5c31\u662f\u5728 Loop \u7684\u5173\u952e\u8282\u70b9\u5f3a\u5236\u63d2\u5165\u4eba\u5de5\u5ba1\u6838\u3002<\/p>\n<p>\u5b9e\u73b0\u4e0a\u901a\u5e38\u6709\u4e24\u79cd\u65b9\u5f0f&#xff1a;<\/p>\n<ul>\n<li>\u4e2d\u65ad\u5f0f HITL&#xff1a;Evaluate \u73af\u8282\u5982\u679c\u53d1\u73b0\u662f\u9ad8\u98ce\u9669\u60c5\u51b5&#xff0c;\u5faa\u73af\u6682\u505c&#xff0c;\u628a\u51b3\u7b56\u6743\u4ea4\u7ed9\u4eba\u7c7b\u3002<\/li>\n<li>\u5e76\u884c\u5f0f HITL&#xff1a;\u5faa\u73af\u7ee7\u7eed\u8dd1&#xff0c;\u4f46\u4eba\u7c7b\u53ef\u4ee5\u5b9e\u65f6\u89c2\u5bdf\u5e76\u968f\u65f6\u4ecb\u5165\u6253\u65ad\u3002<\/li>\n<\/ul>\n<p>HITL \u4e0d\u662f&#034;\u4e0d\u4fe1\u4efb AI&#034;&#xff0c;\u800c\u662f\u5de5\u7a0b\u4e0a\u7684\u5b89\u5168\u680f\u8bbe\u8ba1\u3002\u5b83\u627f\u8ba4 AI \u5728\u67d0\u4e9b\u573a\u666f\u7684\u4e0d\u53ef\u9760\u6027&#xff0c;\u5e76\u7528\u5de5\u7a0b\u624b\u6bb5\u786e\u4fdd\u5173\u952e\u51b3\u7b56\u53ef\u63a7\u3002<\/p>\n<h3>Tool-Enhanced Loop&#xff1a;\u8ba9 AI \u957f\u51fa\u624b\u811a<\/h3>\n<p>LLM \u672c\u8eab\u53ea\u80fd\u751f\u6210\u6587\u672c\u3002\u4f46\u73b0\u5b9e\u4efb\u52a1\u5f80\u5f80\u9700\u8981\u8c03\u7528\u5de5\u5177\u2014\u2014\u67e5\u6570\u636e\u5e93\u3001\u8dd1\u4ee3\u7801\u3001\u8c03 API\u3001\u53d1\u90ae\u4ef6\u3002<\/p>\n<p>Tool-Enhanced Loop \u5c31\u662f\u628a\u5de5\u5177\u8c03\u7528\u5d4c\u5165\u5230\u5faa\u73af\u91cc\u3002<\/p>\n<p>\u4e00\u4e2a\u5178\u578b\u6d41\u7a0b&#xff1a;<\/p>\n<li>Generate \u9636\u6bb5&#xff0c;Agent \u4e0d\u4ec5\u751f\u6210\u6587\u672c&#xff0c;\u8fd8\u51b3\u5b9a&#034;\u6211\u9700\u8981\u5148\u67e5\u4e00\u4e0b X \u6570\u636e&#034;\u3002<\/li>\n<li>\u5b83\u8c03\u7528\u641c\u7d22\u5de5\u5177\/API \u62ff\u5230\u771f\u5b9e\u6570\u636e\u3002<\/li>\n<li>\u7528\u771f\u5b9e\u6570\u636e\u518d\u6b21 Generate\u3002<\/li>\n<li>Evaluate \u8fd9\u6b21\u8f93\u51fa\u7684\u53ef\u9760\u6027\u3002<\/li>\n<li>Refine \u65f6&#xff0c;\u53ef\u4ee5\u51b3\u5b9a\u662f\u5426\u8c03\u7528\u66f4\u591a\u5de5\u5177\u3002<\/li>\n<p>\u8fd9\u79cd\u6a21\u5f0f\u73b0\u5728\u88ab\u79f0\u4e3a Agentic Loop&#xff0c;\u662f\u5f53\u524d\u6700\u4e3b\u6d41\u7684\u5f62\u6001\u3002GPT-4 \u7684 function calling\u3001Claude \u7684 tool use\u3001LangGraph \u7684 tool node&#xff0c;\u672c\u8d28\u90fd\u662f\u4e3a\u8fd9\u79cd\u5faa\u73af\u63d0\u4f9b\u5de5\u7a0b\u652f\u6491\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"720\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726040130-6a65869a8942d.png\" width=\"1280\" \/><\/p>\n<p>Self-Loop\u3001Multi-Agent Loop\u3001Human-in-the-Loop\u3001Tool-Enhanced Loop \u56db\u8c61\u9650\u5bf9\u6bd4\u56fe<\/p>\n<p>\u8fd9\u56db\u79cd\u6a21\u5f0f\u4e0d\u662f\u4e92\u65a5\u7684\u3002\u5b9e\u9645\u9879\u76ee\u91cc&#xff0c;\u7ecf\u5e38\u662f Multi-Agent &#043; Tool &#043; HITL \u7684\u6df7\u5408\u4f53\u3002<\/p>\n<p>\u4e00\u4e2a\u5178\u578b\u7684\u4f01\u4e1a\u7ea7 Agent \u9879\u76ee&#xff0c;\u53ef\u80fd\u957f\u8fd9\u6837&#xff1a;Writer Agent \u8d1f\u8d23\u8d77\u8349&#xff0c;\u8c03\u7528\u6570\u636e\u5e93\u5de5\u5177\u67e5\u771f\u5b9e\u6570\u636e&#xff1b;Critic Agent \u8bc4\u4f30\u5408\u89c4\u6027&#xff1b;\u5982\u679c\u6d89\u53ca\u6cd5\u5f8b\u6761\u6b3e&#xff0c;\u81ea\u52a8\u89e6\u53d1 HITL \u8ba9\u6cd5\u52a1\u4ecb\u5165&#xff1b;Editor Agent \u6c47\u603b\u6240\u6709\u610f\u89c1\u540e\u5b9a\u7a3f\u3002<\/p>\n<p>\u8fd9\u4e2a Loop \u8dd1\u4e00\u5708\u7684\u6210\u672c\u53ef\u80fd\u4e0d\u4f4e&#xff0c;\u4f46\u5b83\u4ea7\u51fa\u7684\u4e1c\u897f&#xff0c;\u662f\u4efb\u4f55\u5355\u6b21 Prompt \u90fd\u7ed9\u4e0d\u51fa\u7684\u3002<\/p>\n<hr \/>\n<h2>Loop Engineering \u548c\u8fd9\u4e9b\u6982\u5ff5\u6709\u4ec0\u4e48\u533a\u522b<\/h2>\n<p>AI \u9886\u57df\u4ece\u6765\u4e0d\u7f3a\u65b0\u8bcd\u3002Loop Engineering \u542c\u8d77\u6765\u9ad8\u5927\u4e0a&#xff0c;\u4f46\u5f88\u5bb9\u6613\u548c\u4e00\u5806\u76f8\u90bb\u6982\u5ff5\u6df7\u6dc6\u3002\u628a\u8fd9\u4e9b\u5206\u6e05\u695a&#xff0c;\u662f\u771f\u6b63\u7406\u89e3 Loop Engineering \u7684\u5173\u952e\u3002<\/p>\n<h3>Loop Engineering vs Prompt Engineering<\/h3>\n<p>\u8fd9\u662f\u6700\u5e38\u88ab\u6df7\u4e3a\u4e00\u8c08\u7684\u4e00\u5bf9\u3002<\/p>\n<p>Prompt Engineering \u5173\u6ce8\u7684\u662f&#034;\u8f93\u5165\u7aef&#034;&#xff1a;\u600e\u4e48\u5199 Prompt \u80fd\u8ba9\u5355\u6b21\u8f93\u51fa\u66f4\u597d\u3002\u5b83\u7684\u4f18\u5316\u5bf9\u8c61\u662f&#034;\u4e00\u53e5\u8bdd&#034;\u3002<\/p>\n<p>Loop Engineering \u5173\u6ce8\u7684\u662f&#034;\u7cfb\u7edf\u7aef&#034;&#xff1a;\u600e\u4e48\u8bbe\u8ba1\u4e00\u4e2a\u8ba9 AI \u81ea\u5df1\u8fed\u4ee3\u7684\u673a\u5236\u3002\u5b83\u7684\u4f18\u5316\u5bf9\u8c61\u662f&#034;\u4e00\u4e2a\u7cfb\u7edf&#034;\u3002<\/p>\n<p>\u6253\u4e2a\u6bd4\u65b9&#xff1a;Prompt Engineering \u50cf\u662f\u7422\u78e8&#034;\u600e\u4e48\u95ee\u4e00\u4e2a\u597d\u95ee\u9898&#034;&#xff0c;Loop Engineering \u50cf\u662f\u8bbe\u8ba1&#034;\u4e00\u4e2a\u8ba9 AI \u81ea\u5df1\u95ee\u81ea\u5df1\u95ee\u9898\u5e76\u6539\u8fdb\u7684\u673a\u5236&#034;\u3002<\/p>\n<p>\u5b83\u4eec\u7684\u5173\u7cfb\u662f&#xff1a;Prompt Engineering \u662f Loop \u5185\u90e8\u7684\u5b50\u73af\u8282&#xff0c;\u4f46 Loop Engineering \u7684\u8303\u7574\u8fdc\u8d85 Prompt\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u7528\u6700\u6734\u7d20\u7684 Prompt \u642d\u4e00\u4e2a Loop&#xff0c;\u4e5f\u53ef\u4ee5\u7528\u6700\u7cbe\u5de7\u7684 Prompt \u53ea\u8dd1\u4e00\u6b21\u4e0d\u51fa\u5faa\u73af\u3002\u51b3\u5b9a\u5b83\u4eec\u5206\u754c\u7684&#xff0c;\u662f\u6709\u6ca1\u6709&#034;\u53cd\u9988\u95ed\u73af&#034;\u3002<\/p>\n<h3>Loop Engineering vs Chain-of-Thought&#xff08;CoT&#xff09;<\/h3>\n<p>CoT&#xff08;\u601d\u7ef4\u94fe&#xff09;\u8fd9\u51e0\u5e74\u5f88\u706b\u3002\u5b83\u7684\u6838\u5fc3\u662f\u8ba9 LLM \u5728\u8f93\u51fa\u6700\u7ec8\u7b54\u6848\u524d&#xff0c;\u5148\u8f93\u51fa\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\u3002<\/p>\n<p>\u4f46 CoT \u662f\u5355\u6b21 Prompt \u5185\u90e8\u7684\u4e00\u79cd\u63a8\u7406\u6280\u672f&#xff0c;\u4e0d\u662f\u5faa\u73af\u3002\u5b83\u6ca1\u6709 Evaluate \u73af\u8282\u3001\u6ca1\u6709 Refine \u673a\u5236&#xff0c;\u8f93\u51fa\u4e00\u6b21\u5c31\u7ed3\u675f\u3002<\/p>\n<p>\u6709\u4e9b\u6587\u7ae0\u4f1a\u628a&#034;\u591a\u8f6e CoT&#034;\u7b49\u540c\u4e8e Loop&#xff0c;\u8fd9\u662f\u8bef\u89e3\u3002CoT \u662f\u8ba9 AI \u4e00\u6b21\u60f3\u6e05\u695a&#xff0c;Loop \u662f\u8ba9 AI \u591a\u6b21\u60f3\u5230\u5bf9\u3002<\/p>\n<p>\u5b83\u4eec\u7684\u5173\u7cfb\u662f&#xff1a;CoT \u53ef\u4ee5\u4f5c\u4e3a Loop \u5185\u90e8 Generate \u73af\u8282\u7684\u4e00\u4e2a\u5b50\u7b56\u7565&#xff0c;\u4f46 CoT \u672c\u8eab\u4e0d\u662f Loop\u3002<\/p>\n<h3>Loop Engineering vs RAG<\/h3>\n<p>RAG&#xff08;\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff09;\u89e3\u51b3\u4e86 LLM \u7684\u4e00\u4e2a\u6838\u5fc3\u75db\u70b9&#xff1a;\u77e5\u8bc6\u8fc7\u65f6\u548c\u4e8b\u5b9e\u5e7b\u89c9\u3002<\/p>\n<p>\u5b83\u7684\u6838\u5fc3\u52a8\u4f5c\u662f&#xff1a;\u5728 Generate \u4e4b\u524d&#xff0c;\u5148\u4ece\u5916\u90e8\u77e5\u8bc6\u5e93\u68c0\u7d22\u76f8\u5173\u4fe1\u606f&#xff0c;\u7136\u540e\u628a\u8fd9\u4e9b\u4fe1\u606f\u585e\u8fdb Prompt\u3002<\/p>\n<p>\u4f46 RAG \u53ea\u662f Loop \u4e2d\u7684\u4e00\u4e2a\u52a8\u4f5c&#xff0c;\u4e0d\u662f Loop \u672c\u8eab\u3002\u4e00\u4e2a Loop \u53ef\u4ee5\u5305\u542b RAG&#xff08;\u7528\u6765\u83b7\u53d6\u4e8b\u5b9e&#xff09;&#xff0c;\u4e5f\u53ef\u4ee5\u7528\u522b\u7684\u5de5\u5177&#xff08;\u7528\u6765\u6267\u884c\u64cd\u4f5c&#xff09;\u2014\u2014 RAG \u662f\u5de5\u5177&#xff0c;\u4e0d\u662f\u67b6\u6784\u3002<\/p>\n<h3>Loop Engineering vs Agent Workflow<\/h3>\n<p>Workflow&#xff08;\u5de5\u4f5c\u6d41&#xff09;\u662f\u53e6\u4e00\u4e2a\u5bb9\u6613\u88ab\u6df7\u6dc6\u7684\u6982\u5ff5\u3002<\/p>\n<p>Workflow \u662f\u9884\u5148\u7f16\u6392\u597d\u7684\u6b65\u9aa4\u5e8f\u5217&#xff1a;\u7b2c\u4e00\u6b65\u505a\u4ec0\u4e48\u3001\u7b2c\u4e8c\u6b65\u505a\u4ec0\u4e48\u3001\u7b2c\u4e09\u6b65\u505a\u4ec0\u4e48\u3002\u5982\u679c\u51fa\u9519&#xff0c;\u53ef\u80fd\u76f4\u63a5\u5d29\u6389\u6216\u8005\u7ee7\u7eed\u51fa\u9519\u3002<\/p>\n<p>Loop \u662f\u5e26\u53cd\u9988\u7684\u81ea\u9002\u5e94\u8fc7\u7a0b&#xff1a;\u6bcf\u4e00\u6b65\u7684\u8f93\u51fa\u4f1a\u5f71\u54cd\u4e0b\u4e00\u6b65\u8be5\u505a\u4ec0\u4e48\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"720\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726040131-6a65869b487a0.png\" width=\"1280\" \/><\/p>\n<p>Loop Engineering \u4e0e Prompt Engineering\u3001CoT\u3001RAG\u3001Workflow \u7684\u6838\u5fc3\u5dee\u5f02\u5bf9\u6bd4\u8868<\/p>\n<p>\u4e00\u4e2a\u7b80\u5355\u7684\u533a\u5206\u65b9\u6cd5&#xff1a;<\/p>\n<ul>\n<li>\u770b\u6d41\u7a0b\u56fe&#xff0c;\u5982\u679c\u8282\u70b9\u4e4b\u95f4\u53ea\u6709\u5355\u5411\u7bad\u5934&#xff0c;\u5927\u6982\u7387\u662f Workflow\u3002<\/li>\n<li>\u5982\u679c\u8282\u70b9\u4e4b\u95f4\u6709\u56de\u5230\u524d\u9762\u7684\u7bad\u5934&#xff0c;\u5927\u6982\u7387\u662f Loop\u3002<\/li>\n<\/ul>\n<p>Workflow \u9002\u5408\u9ad8\u5ea6\u786e\u5b9a\u6027\u7684\u6d41\u7a0b&#xff08;\u6bd4\u5982\u6570\u636e ETL\u3001\u5408\u89c4\u5ba1\u6279&#xff09;&#xff0c;Loop \u9002\u5408\u9700\u8981\u53cd\u590d\u8c03\u6574\u7684\u4efb\u52a1&#xff08;\u6bd4\u5982\u5185\u5bb9\u751f\u6210\u3001\u51b3\u7b56\u63a8\u6f14\u3001\u4ee3\u7801\u4fee\u590d&#xff09;\u3002<\/p>\n<hr \/>\n<h2>\u4e0a\u624b Loop Engineering&#xff0c;\u4ece\u4e00\u4e2a\u6700\u5c0f\u95ed\u73af\u5f00\u59cb<\/h2>\n<p>\u7406\u89e3\u4e86\u6982\u5ff5\u540e&#xff0c;\u6700\u91cd\u8981\u7684\u95ee\u9898\u662f&#xff1a;\u600e\u4e48\u5f00\u59cb\u7528&#xff1f;<\/p>\n<p>\u5de5\u7a0b\u5316\u7684\u4e8b&#xff0c;\u6700\u6015\u7684\u662f\u4e00\u5f00\u59cb\u5c31\u8ffd\u6c42\u5927\u800c\u5168\u3002Loop Engineering \u4e5f\u662f\u4e00\u6837&#xff1a;\u5148\u505a\u4e00\u4e2a\u6700\u5c0f\u95ed\u73af&#xff0c;\u9a8c\u8bc1\u4ef7\u503c&#xff0c;\u518d\u9010\u6b65\u590d\u6742\u5316\u3002<\/p>\n<h3>\u7b2c\u4e00\u6b65&#xff1a;\u9009\u4e00\u4e2a\u7b80\u5355\u4efb\u52a1<\/h3>\n<p>\u4e0d\u8981\u4ece&#034;\u8ba9 AI \u81ea\u52a8\u5b8c\u6210\u516c\u53f8\u6218\u7565\u5206\u6790&#034;\u5f00\u59cb\u3002<\/p>\n<p>\u63a8\u8350\u9009\u4e00\u4e2a\u5bb9\u6613\u9a8c\u8bc1\u5bf9\u9519\u3001\u6709\u6e05\u6670\u8bc4\u4ef7\u6807\u51c6\u7684\u4efb\u52a1\u3002\u5e38\u89c1\u7684\u597d\u9009\u62e9&#xff1a;<\/p>\n<ul>\n<li>\u6587\u6848\u751f\u6210&#xff1a;\u6da6\u8272\u3001\u98ce\u683c\u7edf\u4e00\u3001\u5408\u89c4\u68c0\u67e5\u3002<\/li>\n<li>\u4ee3\u7801\u4efb\u52a1&#xff1a;\u5355\u5143\u6d4b\u8bd5\u8986\u76d6\u3001bug \u4fee\u590d\u3001\u4ee3\u7801\u5ba1\u67e5\u3002<\/li>\n<li>\u6570\u636e\u5904\u7406&#xff1a;\u5f02\u5e38\u503c\u68c0\u6d4b\u3001\u5b57\u6bb5\u6807\u51c6\u5316\u3001\u62a5\u544a\u751f\u6210\u3002<\/li>\n<\/ul>\n<h3>\u7b2c\u4e8c\u6b65&#xff1a;\u8bbe\u8ba1\u4e09\u6b65\u5faa\u73af<\/h3>\n<p>\u6700\u7b80\u7248\u7684 Loop \u53ea\u9700\u8981\u4e09\u6b65\u3002<\/p>\n<p>  def generate(input, context):<br \/>\n    # \u7528 LLM \u6839\u636e\u8f93\u5165\u548c\u4e0a\u4e0b\u6587\u751f\u6210\u5019\u9009\u8f93\u51fa<br \/>\n    &#8230;<\/p>\n<p>def evaluate(output):<br \/>\n    # \u7528\u53e6\u4e00\u4e2a LLM&#xff08;\u6216\u89c4\u5219&#xff09;\u8bc4\u4f30\u8f93\u51fa<br \/>\n    # \u8fd4\u56de&#xff1a;\u5206\u6570 &#043; \u5177\u4f53\u53cd\u9988<br \/>\n    &#8230;<\/p>\n<p>def refine(input, output, feedback):<br \/>\n    # \u6839\u636e\u53cd\u9988\u4fee\u6539\u8f93\u51fa<br \/>\n    &#8230;<\/p>\n<p># \u5faa\u73af\u4e3b\u4f53<br \/>\nfor i in range(MAX_ITERATIONS):<br \/>\n    output &#061; generate(input, context)<br \/>\n    score, feedback &#061; evaluate(output)<br \/>\n    if score &gt;&#061; THRESHOLD:<br \/>\n        break<br \/>\n    context &#061; context &#043; feedback <\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"720\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726040132-6a65869c06b18.png\" width=\"1280\" \/><\/p>\n<p>\u6700\u5c0f Loop \u7684\u4f2a\u4ee3\u7801\u67b6\u6784\u56fe&#xff0c;\u5305\u542b generate\u3001evaluate\u3001refine \u548c while \u5faa\u73af<\/p>\n<p>\u6ce8\u610f\u51e0\u4e2a\u5173\u952e\u8bbe\u8ba1\u70b9&#xff1a;<\/p>\n<p>\u8bc4\u4f30\u51fd\u6570\u5fc5\u987b\u6709\u53ef\u64cd\u4f5c\u7684\u53cd\u9988\u3002\u5982\u679c evaluate \u53ea\u8fd4\u56de&#034;\u8fd9\u4e2a\u4e0d\u597d&#034;&#xff0c;\u6574\u4e2a\u5faa\u73af\u4f1a\u539f\u5730\u6253\u8f6c\u3002\u53cd\u9988\u5fc5\u987b\u662f\u5177\u4f53\u7684&#xff0c;\u6bd4\u5982&#034;\u7f3a\u5c11\u6570\u636e\u6765\u6e90&#034;\u3001&#034;\u7b2c\u4e09\u6bb5\u903b\u8f91\u8df3\u8dc3\u592a\u5927&#034;\u3002<\/p>\n<p>Refine \u4e0d\u662f\u7b80\u5355\u91cd\u5199\u3002\u5b83\u8981\u660e\u786e\u628a&#034;\u53cd\u9988&#034;\u6ce8\u5165\u4e0b\u4e00\u8f6e\u7684 Prompt&#xff0c;\u8ba9\u6a21\u578b\u77e5\u9053\u5f80\u54ea\u4e2a\u65b9\u5411\u8c03\u6574\u3002<\/p>\n<p>\u8bbe\u7f6e\u6700\u5927\u5faa\u73af\u6b21\u6570\u3002\u4e0d\u662f\u6240\u6709\u4efb\u52a1\u90fd\u80fd\u6536\u655b\u3002\u6ca1\u6709\u6700\u5927\u6b21\u6570&#xff0c;\u5faa\u73af\u53ef\u80fd\u65e0\u9650\u8dd1\u4e0b\u53bb\u70e7\u5149\u9884\u7b97\u3002<\/p>\n<h3>\u7b2c\u4e09\u6b65&#xff1a;\u8bbe\u5b9a\u7ec8\u6b62\u6761\u4ef6<\/h3>\n<p>\u5e38\u89c1\u7684\u7ec8\u6b62\u6761\u4ef6\u6709\u4e24\u79cd&#xff1a;<\/p>\n<p>\u5206\u6570\u8fbe\u6807&#xff1a;\u5f53 Evaluate \u7ed9\u51fa\u7684\u5206\u6570\u8d85\u8fc7\u9608\u503c&#xff0c;\u5faa\u73af\u7ed3\u675f\u3002\u8fd9\u662f&#034;\u6ee1\u610f\u800c\u5f52&#034;\u3002<\/p>\n<p>\u5faa\u73af\u8017\u5c3d&#xff1a;\u8fbe\u5230\u6700\u5927\u6b21\u6570&#xff08;\u901a\u5e38 3-5 \u6b21&#xff09;&#xff0c;\u5373\u4f7f\u6ca1\u8fbe\u6807\u4e5f\u7ed3\u675f\u3002\u8fd9\u662f&#034;\u5c3d\u529b\u800c\u4e3a&#034;\u3002<\/p>\n<p>\u5b9e\u9645\u5de5\u7a0b\u4e0a&#xff0c;\u4e24\u79cd\u6761\u4ef6\u901a\u5e38\u8981\u540c\u65f6\u8bbe\u7f6e&#xff0c;\u907f\u514d\u51fa\u73b0&#034;\u6c38\u8fdc\u8dd1\u4e0d\u6ee1\u5206&#034;\u6216&#034;\u52c9\u5f3a\u8fbe\u6807\u4f46\u6210\u672c\u8fc7\u9ad8&#034;\u7684\u60c5\u51b5\u3002<\/p>\n<h3>\u7b2c\u56db\u6b65&#xff1a;\u7528\u5de5\u5177&#xff0c;\u800c\u4e0d\u662f\u81ea\u5df1\u9020\u8f6e\u5b50<\/h3>\n<p>2025 \u5e74\u5f00\u59cb&#xff0c;\u5e02\u9762\u4e0a\u5df2\u7ecf\u6709\u4e00\u6279\u4e13\u95e8\u4e3a Loop Engineering \u8bbe\u8ba1\u7684\u6846\u67b6&#xff1a;<\/p>\n<ul>\n<li>LangGraph&#xff1a;\u628a Loop \u62bd\u8c61\u6210\u56fe\u7ed3\u6784&#xff0c;\u8282\u70b9\u662f\u51fd\u6570&#xff0c;\u8fb9\u662f\u6d41\u8f6c\u6761\u4ef6\u3002\u9002\u5408\u590d\u6742\u7684\u591a Agent \u7f16\u6392\u3002<\/li>\n<li>AutoGen&#xff1a;\u5fae\u8f6f\u51fa\u54c1&#xff0c;\u5f3a\u8c03\u591a Agent \u5bf9\u8bdd\u5f0f\u534f\u4f5c\u3002<\/li>\n<li>CrewAI&#xff1a;\u7528&#034;\u89d2\u8272 &#043; \u4efb\u52a1&#034;\u7684\u65b9\u5f0f\u5feb\u901f\u642d\u5efa Multi-Agent Loop\u3002<\/li>\n<li>DSPy&#xff1a;\u628a Prompt \u548c Loop \u90fd\u5f53\u4f5c\u53ef\u7f16\u8bd1\u3001\u53ef\u4f18\u5316\u7684\u5bf9\u8c61&#xff0c;\u9002\u5408\u5b66\u672f\u548c\u5de5\u7a0b\u5316\u7ed3\u5408\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"720\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/07\/20260726040132-6a65869ccb693.png\" width=\"1280\" \/><\/p>\n<p>\u6587\u6848\u751f\u6210\u573a\u666f\u4e0b&#xff0c;\u4ece\u8f93\u5165\u5230\u751f\u6210\u5230\u8bc4\u4f30\u5230\u4eba\u5de5\u786e\u8ba4\u7684\u5b8c\u6574 Loop \u843d\u5730\u6d41\u7a0b\u56fe<\/p>\n<p>\u4e0d\u8981\u4f4e\u4f30\u8fd9\u4e9b\u6846\u67b6\u7684\u4ef7\u503c\u3002\u5b83\u4eec\u89e3\u51b3\u7684\u4e0d\u662f&#034;\u6a21\u578b\u8c03\u7528&#034;\u8fd9\u4e48\u7b80\u5355\u7684\u4e8b&#xff0c;\u800c\u662f\u72b6\u6001\u7ba1\u7406\u3001\u9519\u8bef\u6062\u590d\u3001\u53ef\u89c2\u6d4b\u6027\u8fd9\u4e9b Loop \u5de5\u7a0b\u91cc\u6700\u9ebb\u70e6\u7684\u95ee\u9898\u3002<\/p>\n<p>\u7528\u6846\u67b6\u7684\u597d\u5904\u8fd8\u6709\u4e00\u6761&#xff1a;\u5b83\u4eec\u7684\u6700\u4f73\u5b9e\u8df5\u672c\u8eab\u5c31\u662f Loop Engineering \u65b9\u6cd5\u8bba\u7684\u5177\u4f53\u5316\u3002\u770b\u4f60\u7528\u7684\u6846\u67b6\u600e\u4e48\u8bbe\u8ba1\u8282\u70b9\u548c\u8fb9&#xff0c;\u6bd4\u770b 10 \u7bc7\u535a\u5ba2\u90fd\u80fd\u66f4\u5feb\u7406\u89e3 Loop \u5e94\u8be5\u957f\u4ec0\u4e48\u6837\u3002<\/p>\n<hr \/>\n<h2>\u4ece\u4e00\u4e2a\u5faa\u73af\u5f00\u59cb&#xff0c;\u91cd\u65b0\u8ba4\u8bc6 AI 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