{"id":27046,"date":"2025-02-26T10:05:01","date_gmt":"2025-02-26T02:05:01","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=27046"},"modified":"2025-02-26T10:11:38","modified_gmt":"2025-02-26T02:11:38","slug":"langchainguanfangfabang","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/langchainguanfangfabang\/","title":{"rendered":"LangChain\u5b98\u65b9\u53d1\u5e03\uff1a\u63a2\u7d22\u63d0\u793a\u8bcd\u4f18\u5316\u6280\u5de7"},"content":{"rendered":"<p>\u4f5c\u8005\uff1aKrish Maniar\u00a0\u548c William Fu-Hinthorn<\/p>\n<p>\u5728\u7f16\u5199\u63d0\u793a\u8bcd\u65f6\uff0c\u6211\u4eec\u8bd5\u56fe\u5411\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4f20\u8fbe\u6211\u4eec\u7684\u610f\u56fe\uff0c\u4ee5\u4fbf\u5b83\u4eec\u80fd\u5728\u590d\u6742\u6570\u636e\u4e0a\u5e94\u7528\u8fd9\u4e9b\u6307\u4ee4\u3002\u7136\u800c\uff0c\u4e00\u6b21\u6027\u6e05\u6670\u8868\u8fbe\u6240\u6709\u7ec6\u5fae\u4e4b\u5904\u5e76\u4e0d\u5bb9\u6613\u3002\u63d0\u793a\u5de5\u7a0b\u901a\u5e38\u901a\u8fc7\u624b\u52a8\u8bd5\u9519\u3001\u6d4b\u8bd5\u548c\u8c03\u6574\u6765\u4f18\u5316\uff0c\u4f46\u50cf\u00a0DSPy\u00a0\u548c\u00a0promptim\u00a0\u8fd9\u6837\u7684\u5de5\u5177\u5c55\u793a\u4e86\u201c\u63d0\u793a\u7f16\u7a0b\u201d\u548c\u7cfb\u7edf\u5316\u63d0\u793a\u4f18\u5316\u7684\u4ef7\u503c\u3002\u5b83\u4eec\u901a\u8fc7\u6d4b\u91cf\u548c\u5728\u771f\u5b9e\u6570\u636e\u4e0a\u6d4b\u8bd5\uff0c\u7f29\u5c0f\u610f\u56fe\u4e0e\u6307\u4ee4\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\uff1a<\/p>\n<ul>\n<li>\u9009\u62e9\u4e86\u4e94\u4e2a\u5e26\u6709\u53ef\u9a8c\u8bc1\u7ed3\u679c\u7684\u6570\u636e\u96c6\uff0c\u7528\u4e8e\u57fa\u51c6\u6d4b\u8bd5\u63d0\u793a\u4f18\u5316<\/li>\n<li>\u5b9e\u73b0\u5e76\u5bf9\u6bd4\u4e86\u4e94\u79cd\u7cfb\u7edf\u6027\u6539\u8fdb\u63d0\u793a\u7684\u65b9\u6cd5<\/li>\n<li>\u8bc4\u4f30\u4e86\u4e09\u79cd\u4e0d\u540c\u6a21\u578b\uff08<code>gpt-4o<\/code>\u3001<code>claude-sonnet<\/code>\u3001<code>o1<\/code>\uff09\u5728\u63d0\u793a\u4f18\u5316\u4e2d\u7684\u8868\u73b0<\/li>\n<\/ul>\n<h3><strong>\u6211\u4eec\u7684\u7ed3\u8bba\uff1a<\/strong><\/h3>\n<ul>\n<li><strong>\u6211\u4eec\u63a8\u8350\u7528\u4e8e\u63d0\u793a\u4f18\u5316\u7684\u6a21\u578b\u662f\u00a0<code>claude-sonnet<\/code>\uff08\u4f18\u4e8e\u00a0<code>o1<\/code>\uff09<\/strong><\/li>\n<li><strong>\u63d0\u793a\u4f18\u5316\u5728\u6a21\u578b\u7f3a\u4e4f\u9886\u57df\u77e5\u8bc6\u7684\u4efb\u52a1\u4e2d\u6700\u6709\u6548<\/strong><\/li>\n<li><strong>\u5728\u8fd9\u4e9b\u60c5\u51b5\u4e0b\uff0c\u63d0\u793a\u4f18\u5316\u53ef\u4ee5\u6bd4\u57fa\u7840\u63d0\u793a\u63d0\u9ad8\u7ea6 200% \u7684\u51c6\u786e\u7387<\/strong><\/li>\n<li><strong>\u63d0\u793a\u4f18\u5316\u8fd8\u53ef\u88ab\u89c6\u4e3a\u4e00\u79cd\u957f\u671f\u8bb0\u5fc6\uff1a\u76f4\u63a5\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u5e76\u9002\u5e94<\/strong><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u6211\u4eec\u6d4b\u8bd5\u4e86\u4ec0\u4e48<\/h2>\n<p>\u6211\u4eec\u57fa\u51c6\u6d4b\u8bd5\u4e86\u4e94\u79cd\u6d41\u884c\u7684\u63d0\u793a\u4f18\u5316\u65b9\u6cd5\uff08\u8be6\u7ec6\u89e3\u91ca\u5728\u540e\u6587\uff09\uff1a<\/p>\n<ol>\n<li>\u5c11\u6837\u672c\u63d0\u793a\uff08Few-shot prompting\uff09\uff1a\u4f7f\u7528\u8bad\u7ec3\u793a\u4f8b\u4f5c\u4e3a\u671f\u671b\u884c\u4e3a\u7684\u6f14\u793a<\/li>\n<li>\u5143\u63d0\u793a\uff08Meta-prompting\uff09\uff1a\u4f7f\u7528 LLM \u5206\u6790\u548c\u6539\u8fdb\u63d0\u793a<\/li>\n<li>\u53cd\u601d\u5143\u63d0\u793a\uff08Meta-prompting with reflection\uff09\uff1a\u8ba9 LLM \u5148\u601d\u8003\u5e76\u6279\u5224\u6027\u5206\u6790\u5176\u4fee\u6539\u5efa\u8bae\uff0c\u518d\u63d0\u4ea4\u66f4\u65b0\u7684\u63d0\u793a<\/li>\n<li>\u63d0\u793a\u68af\u5ea6\uff08Prompt gradients\uff09\uff1a\u9488\u5bf9\u6bcf\u4e2a\u793a\u4f8b\u751f\u6210\u201c\u6587\u672c\u68af\u5ea6\u201d\u4f5c\u4e3a\u6539\u8fdb\u5efa\u8bae\uff0c\u7136\u540e\u5728\u53e6\u4e00\u6b21 LLM \u8c03\u7528\u4e2d\u5e94\u7528\u8fd9\u4e9b\u5efa\u8bae<\/li>\n<li>\u8fdb\u5316\u4f18\u5316\uff08Evolutionary optimization\uff09\uff1a\u901a\u8fc7\u53d7\u63a7\u53d8\u5f02\u63a2\u7d22\u63d0\u793a\u7a7a\u95f4<\/li>\n<\/ol>\n<p>\u6211\u4eec\u5728\u4e09\u4e2a\u6a21\u578b\uff08O1\u3001GPT-4o \u548c Claude-3.5-Sonnet\uff09\u4e0a\u8fd0\u884c\u8fd9\u4e9b\u65b9\u6cd5\uff0c\u5e76\u5728\u4e94\u4e2a\u4ee3\u8868\u5e38\u89c1\u4efb\u52a1\u7684\u6570\u636e\u96c6\u4e0a\u6d4b\u8bd5\uff0c\u4ee5\u56de\u7b54\u4ee5\u4e0b\u6838\u5fc3\u95ee\u9898\uff1a<\/p>\n<ul>\n<li>\u4f55\u65f6\u63d0\u793a\u4f18\u5316\u6700\u6709\u6548\uff1f<\/li>\n<li>\u54ea\u4e9b\u524d\u6cbf\u6a21\u578b\u9002\u5408\u63d0\u793a\u4f18\u5316\uff1f<\/li>\n<li>\u54ea\u4e9b\u7b97\u6cd5\u6700\u53ef\u9760\uff1f<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u7b97\u6cd5<\/h2>\n<p>\u6211\u4eec\u6d4b\u8bd5\u4e86\u4e94\u79cd\u63d0\u793a\u4f18\u5316\u65b9\u6cd5\uff0c\u6bcf\u79cd\u65b9\u6cd5\u90fd\u6709\u5176\u72ec\u7279\u7684\u4f18\u5316\u7406\u8bba\uff1a<\/p>\n<p><strong>\u5c11\u6837\u672c\u63d0\u793a\uff08Few-shot prompting\uff09<\/strong><\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u6700\u4e3a\u7b80\u5355\uff0c\u6211\u4eec\u4ece\u8bad\u7ec3\u96c6\u4e2d\u9009\u62e9\u6700\u591a 50 \u4e2a\u793a\u4f8b\uff08\u8de8\u591a\u4e2a\u8bad\u7ec3\u5468\u671f\u91c7\u6837\uff09\uff0c\u5e76\u5c06\u5176\u5305\u542b\u5728\u63d0\u793a\u4e2d\uff0c\u4f5c\u4e3a\u671f\u671b\u884c\u4e3a\u7684\u6f14\u793a\u3002\u8fd9\u79cd\u65b9\u6cd5\u5b66\u4e60\u6210\u672c\u8f83\u4f4e\uff08\u65e0\u9700 LLM \u8c03\u7528\u6765\u63d0\u8bae\u66f4\u6539\uff09\uff0c\u4f46\u5728\u6d4b\u8bd5\u65f6 <a href=\"https:\/\/www.kdjingpai.com\/de\/tokenization\/\">Token<\/a> \u6210\u672c\u8f83\u9ad8\uff08\u56e0\u4e3a\u6f14\u793a\u793a\u4f8b\u901a\u5e38\u6bd4\u76f4\u63a5\u6307\u4ee4\u5305\u542b\u66f4\u591a\u5185\u5bb9\uff09\u3002<\/p>\n<p><strong>\u5143\u63d0\u793a\uff08Meta-prompting\uff09<\/strong><\/p>\n<p>\u8fd9\u662f\u4e00\u79cd\u6700\u57fa\u7840\u7684\u6307\u4ee4\u8c03\u6574\u65b9\u6cd5\u3002\u6211\u4eec\u9996\u5148\u8ba9\u76ee\u6807 LLM \u8fd0\u884c\u793a\u4f8b\uff0c\u7136\u540e\u8ba1\u7b97\u8f93\u51fa\u7684\u8bc4\u5206\uff08\u6ce8\u610f\uff1a\u9700\u8981\u8bbe\u7f6e\u8bc4\u4f30\u5668\uff09\u3002\u63a5\u7740\uff0c\u6211\u4eec\u5411\u5143\u63d0\u793a LLM \u63d0\u4f9b\u8f93\u5165\u3001\u8f93\u51fa\u3001\u53c2\u8003\u8f93\u51fa\uff08\u5982\u679c\u6709\u7684\u8bdd\uff09\u53ca\u5f53\u524d\u63d0\u793a\u5728\u8fd9\u4e9b\u8f93\u51fa\u4e0a\u7684\u8bc4\u5206\uff0c\u5e76\u8981\u6c42 LLM \u7f16\u5199\u66f4\u597d\u7684\u63d0\u793a\u3002\u6b64\u8fc7\u7a0b\u4f1a\u5728\u5c0f\u6279\u91cf\u6570\u636e\u4e0a\u91cd\u590d\u8fdb\u884c\uff0c\u5e76\u5b9a\u671f\u5728\u4fdd\u7559\u7684\u5f00\u53d1\u96c6\uff08dev set\uff09\u4e0a\u8fdb\u884c\u8bc4\u4f30\uff0c\u4ee5\u4fdd\u7559\u5f97\u5206\u6700\u9ad8\u7684\u63d0\u793a\u3002<\/p>\n<p><strong>\u53cd\u601d\u5143\u63d0\u793a\uff08Meta-prompting with reflection\uff09<\/strong><\/p>\n<p>\u5728\u5143\u63d0\u793a\u7684\u57fa\u7840\u4e0a\uff0c\u63d0\u4f9b\u201c\u601d\u8003\u201d\u548c\u201c\u6279\u5224\u201d\u5de5\u5177\u3002\u8fd9\u4e9b\u5de5\u5177\u4ec5\u5141\u8bb8 LLM \u5728\u63d0\u4ea4\u63d0\u793a\u66f4\u65b0\u524d\u5148\u5728\u8349\u7a3f\u533a\u8bb0\u5f55\u601d\u8003\u5185\u5bb9\uff0c\u4ee5\u4fbf\u5229\u7528\u66f4\u591a\u7684\u8ba1\u7b97\u80fd\u529b\u5206\u6790\u4e4b\u524d\u7684\u63d0\u793a\uff0c\u5e76\u5728\u63d0\u4ea4\u6700\u7ec8\u7248\u672c\u524d\u53d1\u73b0\u6570\u636e\u4e2d\u7684\u9690\u85cf\u6a21\u5f0f\u3002<\/p>\n<p><strong>\u63d0\u793a\u68af\u5ea6\uff08Prompt Gradients\uff09<\/strong><br \/>\n\u53d7 Pryzant \u7b49\u4eba\u8bba\u6587\u300a<a href=\"https:\/\/arxiv.org\/abs\/2305.03495?ref=blog.langchain.dev\">Automatic Prompt Optimization<\/a>\u300b\u7684\u542f\u53d1\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5c06\u4f18\u5316\u8fc7\u7a0b\u62c6\u5206\u4e3a\u591a\u4e2a\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li>\u8bc4\u5206\u5f53\u524d\u63d0\u793a\u7684\u8f93\u51fa<\/li>\n<li>\u8ba9 LLM \u9488\u5bf9\u5931\u8d25\u793a\u4f8b\u751f\u6210\u5177\u4f53\u53cd\u9988\uff08\u5373\u201c\u68af\u5ea6\u201d\uff09<\/li>\n<li>\u6839\u636e\u8fd9\u4e9b\u201c\u68af\u5ea6\u201d\u63d0\u51fa\u63d0\u793a\u66f4\u65b0<\/li>\n<\/ol>\n<p>\u8be5\u65b9\u6cd5\u7684\u6838\u5fc3\u601d\u60f3\u662f\uff0c\u5728\u4fee\u6539\u524d\u5148\u6536\u96c6\u7ec6\u7c92\u5ea6\u7684\u53cd\u9988\uff0c\u53ef\u4ee5\u6bd4\u5143\u63d0\u793a\u65b9\u6cd5\u63d0\u4f9b\u66f4\u5177\u9488\u5bf9\u6027\u7684\u6539\u8fdb\u5efa\u8bae\u3002<\/p>\n<p><strong>\u8fdb\u5316\u4f18\u5316\uff08Evolutionary Optimization\uff09<\/strong><br \/>\n\u8fd9\u4e9b\u7b97\u6cd5\u6309\u201c\u4e16\u4ee3\u201d\u8fd0\u884c\uff0c\u6bcf\u4e00\u4ee3\u901a\u8fc7\u4e0d\u540c\u7684\u9636\u6bb5\u8fdb\u884c\u4f18\u5316\u3002\u5728\u6bcf\u4e00\u4ee3\u4e2d\uff0c\u7b97\u6cd5\u4f1a\u5bf9\u63d0\u793a\u5e94\u7528\u534a\u968f\u673a\u7684\u201c\u53d8\u5f02\u201d\uff08\u5728\u672c\u5b9e\u9a8c\u4e2d\uff0c\u8fd9\u4e9b\u53d8\u5f02\u7531 LLM \u751f\u6210\u4e0d\u540c\u7c7b\u578b\u7684\u63d0\u793a\u66f4\u65b0\uff09\uff0c\u7136\u540e\u4fdd\u7559\u8868\u73b0\u6700\u4f73\u7684\u63d0\u793a\u3002<\/p>\n<p>\u5728\u8fd9\u4e9b\u5b9e\u9a8c\u4e2d\uff0c\u6211\u4eec\u91c7\u7528\u4e86 Cui \u7b49\u4eba\u63d0\u51fa\u7684\u6700\u65b0\u6280\u672f\u00a0<a href=\"https:\/\/arxiv.org\/abs\/2402.11347?ref=blog.langchain.dev\">PhaseEvo<\/a>\uff0c\u5b83\u7ed3\u5408\u4e86\u201c\u6587\u672c\u68af\u5ea6\u201d\u65b9\u6cd5\u548c\u66f4\u5168\u5c40\u7684\u53d8\u5f02\u7b56\u7565\uff0c\u4ee5\u66f4\u5927\u8303\u56f4\u5730\u63a2\u7d22\u63d0\u793a\u7a7a\u95f4\uff0c\u4ece\u800c\u514b\u670d\u5c40\u90e8\u6700\u4f18\u95ee\u9898\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u6570\u636e\u96c6<\/h2>\n<p>\u6211\u4eec\u521b\u5efa\u4e86\u4e94\u4e2a\u6570\u636e\u96c6\u6765\u8fdb\u884c\u57fa\u51c6\u6d4b\u8bd5\uff1a<\/p>\n<ol>\n<li><strong>\u652f\u6301\u90ae\u4ef6\u5206\u914d 3<\/strong>\uff1a\u5bf9\u6bcf\u5c01\u6536\u5230\u7684\u7535\u5b50\u90ae\u4ef6\u8fdb\u884c\u5206\u7c7b\uff0c\u5e76\u5206\u914d\u7ed9 3 \u4f4d\u5904\u7406\u4eba\u5458\u4e4b\u4e00\u3002<\/li>\n<li><strong>\u652f\u6301\u90ae\u4ef6\u5206\u914d 10<\/strong>\uff1a\u4e0e\uff081\uff09\u7c7b\u4f3c\uff0c\u4f46\u589e\u52a0\u5230 10 \u4e2a\u5904\u7406\u4eba\u5458\uff0c\u4efb\u52a1\u66f4\u5177\u6311\u6218\u6027\uff0c\u56e0\u4e3a\u6bcf\u4f4d\u5904\u7406\u4eba\u5458\u7684\u201c\u9886\u57df\u4e13\u957f\u201d\u4e0d\u591f\u660e\u786e\u3002<\/li>\n<li><strong>\u591a\u8bed\u8a00\u6570\u5b66<\/strong>\uff1aLLM \u9700\u8981\u89e3\u7b54\u6570\u5b66\u5e94\u7528\u9898\uff0c\u5e76\u7528 5 \u79cd\u8bed\u8a00\u4e4b\u4e00\u62fc\u5199\u51fa\u7b54\u6848\u3002\u76ee\u6807\u8bed\u8a00\u7531\u9898\u76ee\u4e3b\u9898\u51b3\u5b9a\uff08\u4f53\u80b2\u2192\u97e9\u8bed\uff0c\u592a\u7a7a\u2192\u963f\u62c9\u4f2f\u8bed\uff0c\u70f9\u996a\u2192\u5fb7\u8bed\uff0c\u97f3\u4e50\u2192\u82f1\u8bed\uff0c\u91ce\u751f\u52a8\u7269\u2192\u4fc4\u8bed\uff09\u3002\u4f18\u5316\u5668\u9700\u4ece\u6570\u636e\u4e2d\u53d1\u73b0\u8fd9\u4e00\u9690\u85cf\u6a21\u5f0f\u3002<\/li>\n<li><strong>\u90ae\u4ef6\u52a9\u624b\uff08\u7b80\u5355\uff09<\/strong>\uff1a\u8fd9\u662f\u4e00\u4e2a\u5408\u6210\u6570\u636e\u96c6\uff0c\u7528\u4e8e\u6d4b\u8bd5\u63d0\u793a\u4f18\u5316\u662f\u5426\u5bf9 LLM \u5df2\u5177\u5907\u9886\u57df\u77e5\u8bc6\u7684\u4efb\u52a1\u6709\u5e2e\u52a9\u3002LLM \u9700\u8981\u5224\u65ad\u662f\u5426\u5e94\u5ffd\u7565\u3001\u56de\u590d\u6216\u901a\u77e5\u7528\u6237\u5904\u7406\u67d0\u5c01\u90ae\u4ef6\u3002<\/li>\n<li><strong>\u90ae\u4ef6\u52a9\u624b\uff08\u504f\u597d\uff09<\/strong>\uff1a\u4e0e\u4e0a\u4e00\u4e2a\u6570\u636e\u96c6\u7c7b\u4f3c\uff0c\u4f46\u4efb\u52a1\u89c4\u5219\u66f4\u9690\u853d\u3002\u6211\u4eec\u8bbe\u5b9a\u4e86\u4e00\u4f4d\u5fd9\u788c\u4e14\u201c\u53e4\u602a\u201d\u7684\u79d1\u6280\u5927\u4f6c\u4f5c\u4e3a\u90ae\u4ef6\u504f\u597d\u89c4\u5219\u7684\u5236\u5b9a\u8005\uff0c\u4ee5\u63d0\u4f9b\u5730\u9762\u4e8b\u5b9e\uff08ground truth\uff09\u6807\u7b7e\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>\u7ed3\u679c<\/h2>\n<p>\u6211\u4eec\u5728\u4e94\u4e2a\u6570\u636e\u96c6\u4e0a\u4f7f\u7528 OpenAI \u7684 GPT-4o \u548c O1\uff0c\u4ee5\u53ca <a href=\"https:\/\/www.kdjingpai.com\/de\/claudeanquanfubai\/\">Anthropic<\/a> \u7684 Claude-3.5-Sonnet \u4f5c\u4e3a\u5143\u63d0\u793a LLM \u8fdb\u884c\u4f18\u5316\u3002\u76ee\u6807 LLM \u662f GPT-4o-mini\uff08\u5373\uff0c\u6211\u4eec\u4f7f\u7528\u5176\u4ed6\u6a21\u578b\u6765\u4f18\u5316 GPT-4o-mini \u7684\u63d0\u793a\uff09\u3002<\/p>\n<p>\u4e0b\u56fe\u5c55\u793a\u4e86\u4e0d\u540c\u6570\u636e\u96c6\u548c\u7b97\u6cd5\u7684\u4f18\u5316\u6548\u679c\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-27047\" title=\"LangChain\u5b98\u65b9\u53d1\u5e03\uff1a\u63a2\u7d22\u63d0\u793a\u8bcd\u4f18\u5316-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/37cc9933defc99e.png\" alt=\"LangChain\u5b98\u65b9\u53d1\u5e03\uff1a\u63a2\u7d22\u63d0\u793a\u8bcd\u4f18\u5316-1\" width=\"2000\" height=\"600\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/37cc9933defc99e.png 2000w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/37cc9933defc99e-768x230.png 768w\" sizes=\"auto, (max-width: 2000px) 100vw, 2000px\" \/><br \/>\n\u6240\u6709\u6d4b\u8bd5\u6570\u636e\u96c6\u7684\u5e73\u5747\u76f8\u5bf9\u6539\u8fdb\u503c\uff0c100% \u4ee3\u8868\u51c6\u786e\u7387\u7ffb\u500d\uff0c200% \u4ee3\u8868\u51c6\u786e\u7387\u63d0\u5347\u81f3\u539f\u6765\u7684\u4e09\u500d\u3002<\/p>\n<p>\u4ece\u7ed3\u679c\u6765\u770b\uff0c<strong>Claude \u662f\u66f4\u7a33\u5b9a\u7684\u4f18\u5316\u5668\u6a21\u578b<\/strong>\uff0c\u6bd4 O1 \u66f4\u53ef\u9760\u3002\u6b64\u5916\uff0cO1 \u5728\u5904\u7406\u65f6\u95f4\u3001\u6210\u672c\u548c API \u53ef\u9760\u6027\u65b9\u9762\u5b58\u5728\u52a3\u52bf\uff08OpenAI \u7aef\u70b9\u6709\u65f6\u9519\u8bef\u5730\u6807\u8bb0\u8bf7\u6c42\u8fdd\u53cd ToS\uff09\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u76ee\u524d\u63a8\u8350 Claude-3.5-Sonnet \u4f5c\u4e3a\u63d0\u793a\u4f18\u5316\u7684\u9996\u9009\u6a21\u578b\u3002\u968f\u7740 O3 \u548c\u5176\u4ed6\u65b0\u6a21\u578b\u7684\u63a8\u51fa\uff0c\u6211\u4eec\u4f1a\u66f4\u65b0\u8fd9\u4e00\u5efa\u8bae\u3002<\/p>\n<h3>\u6211\u4eec\u7684\u53d1\u73b0<\/h3>\n<p>\u4e0a\u8ff0\u7ed3\u679c\u603b\u4f53\u652f\u6301\u73b0\u6709\u6587\u732e\u7684\u89c2\u70b9\uff0c\u5373\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u8f93\u5165\u63d0\u793a\u5de5\u7a0b\u65b9\u9762\u8868\u73b0\u4f18\u5f02\u3002\u8fd9\u4e9b\u5b9e\u9a8c\u8fd8\u63ed\u793a\u4e86 LLM \u4f55\u65f6\u4f1a\uff08\u6216\u4e0d\u4f1a\uff09\u6709\u6548\u3002<\/p>\n<ol>\n<li><strong>\u5143\u63d0\u793a\uff08Meta-prompting\uff09<\/strong>\u00a0\u5728<strong>\u53d1\u73b0\u89c4\u5219\u6216\u504f\u597d<\/strong>\u00a0\u4ee5\u53ca\u5176\u4ed6\u6e05\u6670\u7684\u6a21\u5f0f\u65f6\u5c24\u5176\u6709\u7528\uff0c\u7279\u522b\u662f\u5f53\u8fd9\u4e9b\u4fe1\u606f\u4e0d\u5c5e\u4e8e LLM \u7684\u539f\u59cb\u77e5\u8bc6\u9886\u57df\u65f6\u3002\u8fd9\u610f\u5473\u7740\u4f60\u53ef\u4ee5\u901a\u8fc7\u793a\u4f8b\u5b9a\u4e49\u6240\u9700\u7684\u884c\u4e3a\uff0c\u5e76\u4f9d\u9760\u4f18\u5316\u5668\u5c06\u8fd9\u4e9b\u884c\u4e3a\u8f6c\u6362\u5230\u5176\u4ed6 LLM \u4e0a\uff0c\u53ea\u8981\u5b83\u4eec\u80fd\u591f\u9075\u5faa\u5408\u7406\u7684\u6307\u4ee4\u3002\u8fd9\u4f7f\u5f97\u58f0\u660e\u5f0f\u8f93\u5165\u63d0\u793a\u7f16\u7a0b\u6a21\u578b\u6210\u4e3a\u53ef\u80fd\u3002<\/li>\n<li><strong>\u5143\u63d0\u793a\uff08\u901a\u8fc7\u6307\u4ee4\u5fae\u8c03\uff09<\/strong>\u00a0\u5728\u4f20\u8fbe\u504f\u597d\u4e2d\u7684<strong>\u7ec6\u5fae\u5dee\u522b<\/strong>\u00a0\u65b9\u9762\u7684\u4f5c\u7528\u8f83\u5c0f\uff0c\u4f8b\u5982\u5728\u7b80\u5355\u7684\u7535\u5b50\u90ae\u4ef6\u5206\u7c7b\u6570\u636e\u96c6\u4e2d\uff0c\u6240\u6709\u8f93\u5165\u63d0\u793a\u5fae\u8c03\u65b9\u6cd5\u7684\u8868\u73b0\u90fd\u4e0d\u5982\u5c11\u6837\u672c\uff08few-shot\uff09\u8f93\u5165\u63d0\u793a\u65b9\u6cd5\u3002\u5728\u8be5\u6570\u636e\u96c6\u4e2d\uff0c\u5206\u7c7b\u4e3b\u8981\u57fa\u4e8e\u6a21\u7cca\u89c4\u5219\u548c\u6761\u4ef6\u5224\u65ad\uff0c\u800c\u975e\u660e\u786e\u7684\u89c4\u5219\u3002<\/li>\n<li>\u7ed3\u5408<strong>\u5c11\u6837\u672c\u8f93\u5165\u63d0\u793a\u4e0e\u6307\u4ee4\u5fae\u8c03<\/strong>\u00a0\u53ef\u80fd\u5e26\u6765\u4e92\u8865\u7684\u63d0\u5347\u3002\u8fd9\u4e0e\u00a0<a href=\"https:\/\/arxiv.org\/abs\/2406.11695?ref=blog.langchain.dev\">Opsahl Ong \u7b49\u4eba<\/a>\u00a0\u548c\u00a0<a href=\"https:\/\/arxiv.org\/pdf\/2406.15708?ref=blog.langchain.dev\">Wan \u7b49\u4eba<\/a>\u00a0\u7684\u7814\u7a76\u7ed3\u8bba\u4e00\u81f4\u3002\u5c11\u6837\u672c\u793a\u4f8b\u80fd\u6bd4\u7b80\u5355\u6307\u4ee4\u4f20\u8fbe\u66f4\u591a\u4fe1\u606f\uff0c\u4f46\u65e0\u6cd5\u6db5\u76d6<strong>\u590d\u6742\u7684\u6761\u4ef6\u548c\u89c4\u5219<\/strong>\u00a0\uff0c\u8fd9\u4e9b\u53ef\u80fd\u662f\u4f01\u4e1a\u667a\u80fd\u4f53\uff08agents\uff09\u6240\u9700\u7684\u91cd\u8981\u90e8\u5206\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u901a\u8fc7\u53cd\u601d\uff08reflection\uff09\u3001\u201c\u6587\u672c\u68af\u5ea6\u201d\uff08text gradients\uff09\u6216\u8fdb\u5316\u7b97\u6cd5\uff08evolutionary algorithms\uff09\u8fdb\u884c\u8f93\u5165\u63d0\u793a\u4f18\u5316\uff0c\u53ef\u4ee5\u6839\u636e\u73b0\u6709\u6027\u80fd\u548c\u6570\u636e\u96c6\u7279\u5f81\u8fdb\u884c\u66f4\u6709\u9488\u5bf9\u6027\u7684\u6539\u8fdb\uff0c\u540c\u65f6\u63d0\u9ad8 Token \u6548\u7387\u3002<\/li>\n<li><strong>\u5143\u63d0\u793a\u65e0\u6cd5\u8d4b\u4e88\u6a21\u578b\u65b0\u7684\u80fd\u529b<\/strong>\u00a0\u3002\u4f8b\u5982\uff0c\u5728\u591a\u8bed\u8a00\u6570\u5b66\u6570\u636e\u96c6\u4e2d\uff0c\u5373\u4f7f\u5728\u4f18\u5316\u914d\u7f6e\u4e0b\uff0cGPT-4o-mini \u4ecd\u672a\u80fd\u7a81\u7834 65% \u7684\u901a\u8fc7\u7387\uff0c\u4e3b\u8981\u662f\u56e0\u4e3a\u63a8\u7406\u9519\u8bef\u3002\u867d\u7136\u4f18\u5316\u5668\u53ef\u4ee5\u6307\u5bfc\u6a21\u578b\u5982\u4f55\u00a0<strong>\u8868\u73b0<\/strong>\u00a0\uff08\u6709\u65f6\u901a\u8fc7\u793a\u4f8b\u63a8\u7406\u8def\u5f84\u53ef\u4ee5\u8bf1\u5bfc\u66f4\u597d\u7684<strong>\u601d\u8003\u65b9\u5f0f<\/strong>\u00a0\uff09\uff0c\u4f46\u5b83\u4eec\u65e0\u6cd5\u89e3\u9501\u66f4\u5f3a\u7684\u63a8\u7406\u80fd\u529b\u6216\u66f4\u590d\u6742\u7684\u7279\u5b9a\u9886\u57df\u77e5\u8bc6\u3002<\/li>\n<\/ol>\n<h3>\u8d85\u8d8a\u8bc4\u4f30<\/h3>\n<p>\u6211\u4eec\u4e00\u76f4\u5728\u6784\u5efa\u00a0LangSmith\u00a0\uff0c\u5e2e\u52a9\u56e2\u961f\u7cfb\u7edf\u6027\u5730\u8bc4\u4f30 LLM \u5e94\u7528\u3002\u826f\u597d\u7684\u8bc4\u4f30\u53ef\u4ee5\u8ba9\u4f60\u53d1\u73b0\u95ee\u9898\u5e76\u7406\u89e3\u7cfb\u7edf\u7684\u884c\u4e3a\u3002\u4f46\u8bc4\u4f30\u8fc7\u7a0b\u4e2d\u6784\u5efa\u7684\u6570\u636e\u96c6\u548c\u6307\u6807\u8fd8\u80fd\u89e3\u9501\u66f4\u91cd\u8981\u7684\u4ef7\u503c\uff1a\u901a\u8fc7\u4f18\u5316\u7cfb\u7edf\u6027\u5730\u63d0\u5347\u6a21\u578b\u8868\u73b0\u3002<\/p>\n<p>\u6211\u4eec\u5b9e\u9a8c\u4e2d\u7684\u6570\u636e\u96c6\u5728\u4f18\u5316\u8fc7\u7a0b\u4e2d\u8868\u73b0\u826f\u597d\uff0c\u56e0\u4e3a\u5b83\u4eec\u5177\u6709\u6e05\u6670\u7684\u3001<strong>\u53ef\u9a8c\u8bc1\u7684\u7ed3\u679c<\/strong>\u00a0\uff1a<\/p>\n<ul>\n<li>\u5177\u6709\u771f\u5b9e\u6807\u7b7e\u7684\u8def\u7531\u51b3\u7b56<\/li>\n<li>\u53ef\u9a8c\u8bc1\u7684\u6570\u5b66\u7b54\u6848<\/li>\n<li>\u53ef\u901a\u8fc7\u7a0b\u5e8f\u68c0\u67e5\u7684\u8bed\u8a00\u7ea6\u675f<\/li>\n<\/ul>\n<p>\u8fd9\u5f88\u91cd\u8981\uff0c\u56e0\u4e3a\u9488\u5bf9\u6a21\u7cca\u6216\u4e0d\u53ef\u9760\u7684\u6307\u6807\u8fdb\u884c\u4f18\u5316\uff0c\u5f80\u5f80\u4f1a\u4f7f\u8f93\u5165\u63d0\u793a\u53d8\u5f97\u66f4\u7cdf\u800c\u4e0d\u662f\u66f4\u597d\u3002\u5982\u679c LLM \u4ec5\u57fa\u4e8e\u6a21\u7cca\u6807\u51c6\u8bc4\u5224\u8f93\u51fa\uff0c\u5b83\u5c06\u503e\u5411\u4e8e\u4f18\u5316\u81ea\u8eab\u7684\u504f\u89c1\uff0c\u800c\u4e0d\u662f\u6ee1\u8db3\u4f60\u7684\u5b9e\u9645\u9700\u6c42\u3002<\/p>\n<p>\u5982\u679c\u4f60\u6b63\u5728 LangSmith \u4e2d\u8ffd\u8e2a\u5e94\u7528\u7a0b\u5e8f\u7684\u8868\u73b0\uff0c\u4f60\u5df2\u7ecf\u5728\u4e3a\u6709\u6548\u7684\u8f93\u5165\u63d0\u793a\u4f18\u5316\u5960\u5b9a\u57fa\u7840\u3002\u540c\u6837\u7684\u6570\u636e\u96c6\u4e0d\u4ec5\u80fd\u5e2e\u52a9\u4f60\u7406\u89e3\u5931\u8d25\u7684\u539f\u56e0\uff0c\u8fd8\u80fd\u63a8\u52a8\u7cfb\u7edf\u6027\u7684\u6539\u8fdb\u3002\u6570\u636e\u3001\u6307\u6807\u548c\u5b66\u4e60\u5f62\u6210\u95ed\u73af\u3002<\/p>\n<h3>\u8f93\u5165\u63d0\u793a\u4f18\u5316\u5373\u957f\u671f\u8bb0\u5fc6<\/h3>\n<p>\u4f18\u5316\u5373\u5b66\u4e60\uff0c\u56e0\u6b64\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u8f93\u5165\u63d0\u793a\u4f18\u5316\u89c6\u4e3a\u957f\u671f\u8bb0\u5fc6\u7684\u4e00\u79cd\u7279\u6b8a\u5f62\u5f0f\uff0c\u5b83\u80fd\u6355\u6349\u201c\u59cb\u7ec8\u542f\u7528\u201d\u7684\u884c\u4e3a\u6a21\u5f0f\u3002<\/p>\n<p>\u4f20\u7edf\u8bb0\u5fc6\u7cfb\u7edf\u5c06\u4fe1\u606f\u5b58\u50a8\u5728\u6570\u636e\u5e93\uff08\u5411\u91cf\u3001\u56fe\u6216\u5176\u4ed6\u683c\u5f0f\uff09\u4e2d\uff0c\u800c\u8f93\u5165\u63d0\u793a\u4f18\u5316\u76f4\u63a5\u5c06\u4fe1\u606f\u5b58\u50a8\u5728\u667a\u80fd\u4f53\u7684\u8f93\u5165\u63d0\u793a\u4e2d\uff0c\u4f7f\u5176\u59cb\u7ec8\u53ef\u7528\uff0c\u5e76\u5f71\u54cd\u6bcf\u4e2a\u51b3\u7b56\u3002\u8fd9\u79cd\u65b9\u6cd5\u7279\u522b\u9002\u7528\u4e8e\u5b58\u50a8\u6838\u5fc3\u6a21\u5f0f\uff0c\u4f8b\u5982\u884c\u4e3a\u89c4\u5219\u3001\u98ce\u683c\u504f\u597d\u548c\u5173\u952e\u4e2a\u6027\u7279\u5f81\u3002<\/p>\n<p>\u201c\u5b66\u4e60\u4e0e\u6539\u8fdb\u201d\u7684\u8fc7\u7a0b\u4e0e\u4f20\u7edf\u7684\u8f93\u5165\u63d0\u793a\u4f18\u5316\u6781\u4e3a\u76f8\u4f3c\uff0c\u53ea\u662f\u5728\u66f4\u65b0\u8c03\u5ea6\u65b9\u5f0f\u548c\u5b58\u50a8\u4f4d\u7f6e\u4e0a\u7565\u6709\u4e0d\u540c\u3002\u7528\u4e8e\u8f93\u5165\u63d0\u793a\u4f18\u5316\u548c\u5b66\u4e60\u7b97\u6cd5\u7684\u6280\u672f\uff0c\u4e5f\u53ef\u80fd\u9002\u7528\u4e8e\u8bb0\u5fc6\u7cfb\u7edf\u3002\u8fd9\u662f\u6211\u4eec\u6b63\u5728\u79ef\u6781\u7814\u7a76\u7684\u65b9\u5411\u3002<\/p>\n<h3>\u91cd\u8981\u6027<\/h3>\n<p>\u8fd9\u4e9b\u7ed3\u679c\u652f\u6301\u6211\u4eec\uff08\u4ee5\u53ca\u00a0DSPy\u00a0\u7b49\u7814\u7a76\u4eba\u5458\uff09\u7684\u89c2\u5bdf\uff1aLLM \u9a71\u52a8\u7684\u8f93\u5165\u63d0\u793a\u4f18\u5316\u53ef\u4ee5\u7cfb\u7edf\u6027\u5730\u6539\u8fdb\u8f93\u5165\u63d0\u793a\uff0c\u5e76\u81ea\u52a8\u5316\u5f53\u524d\u4ee5\u624b\u52a8\u8bd5\u9519\u4e3a\u4e3b\u7684\u8f93\u5165\u63d0\u793a\u5de5\u7a0b\u8fc7\u7a0b\u3002\u8ba9\u8fd9\u79cd\u65b9\u6cd5\u66f4\u5bb9\u6613\u88ab\u6240\u6709\u76f8\u5173\u65b9\u4f7f\u7528\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u6784\u5efa\u66f4\u4f18\u3001\u66f4\u5f3a\u7684\u7cfb\u7edf\u3002<\/p>\n<p>\u4f46\u8fd9\u5e76\u4e0d\u662f\u4e07\u80fd\u65b9\u6848\u3002\u6211\u4eec\u4f18\u5316\u540e\u7684\u8f93\u5165\u63d0\u793a\u5e76\u672a\u5728\u6d4b\u8bd5\u96c6\u4e0a\u8fbe\u5230\u6700\u4f18\uff0c\u4e14\u4e0d\u540c\u4efb\u52a1\u7684\u6539\u8fdb\u5e45\u5ea6\u5b58\u5728\u5dee\u5f02\u3002\u8fd9\u8868\u660e\uff0c\u8f93\u5165\u63d0\u793a\u4f18\u5316\u5e94\u8be5\u88ab\u89c6\u4e3a LLM \u5e94\u7528\u4f18\u5316\u5de5\u5177\u7bb1\u4e2d\u7684\u4e00\u79cd\u5de5\u5177\uff0c\u800c\u4e0d\u662f\u552f\u4e00\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u6211\u4eec\u8ba1\u5212\u5c06\u8fd9\u4e9b\u89c1\u89e3\u76f4\u63a5\u6574\u5408\u5230 LangSmith \u4e2d\uff0c\u5e2e\u52a9\u56e2\u961f\u8d85\u8d8a\u624b\u52a8\u8f93\u5165\u63d0\u793a\u5de5\u7a0b\u3002\u6211\u4eec\u7684\u76ee\u6807\u4e0d\u662f\u6d88\u9664\u4eba\u4e3a\u5224\u65ad\uff0c\u800c\u662f\u8ba9\u51b3\u7b56\u66f4\u52a0\u7cfb\u7edf\u5316\u548c\u6570\u636e\u9a71\u52a8\u3002<\/p>\n<h3>\u590d\u73b0\u5b9e\u9a8c<\/h3>\n<p>\u4f60\u53ef\u4ee5\u8fd0\u884c\u00a0<a href=\"https:\/\/github.com\/hinthornw\/promptimizer\/tree\/wfh\/blog_experiments?ref=blog.langchain.dev\">GitHub \u4ed3\u5e93<\/a>\u00a0\u4e2d\u7684\u00a0<code>all_sweeps.sh<\/code>\u00a0\u811a\u672c\u6765\u590d\u73b0\u8fd9\u4e9b\u5b9e\u9a8c\u3002<\/p>\n<h3>\u9644\u5f55<\/h3>\n<h4>\u8bad\u7ec3\u52a8\u6001<\/h4>\n<p>\u5728\u524d\u9762\u7684\u90e8\u5206\uff0c\u6211\u4eec\u4e3b\u8981\u8ba8\u8bba\u4e86<strong>\u6700\u7ec8<\/strong>\u00a0\u8f93\u5165\u63d0\u793a\u5728\u6d4b\u8bd5\u96c6\u4e0a\u7684\u8868\u73b0\u3002\u4e0b\u9762\uff0c\u6211\u4eec\u5c55\u793a\u5404\u4e2a\u6570\u636e\u96c6\u5728\u5f00\u53d1\u96c6\u4e0a\u7684\u8bad\u7ec3\u52a8\u6001\u56fe\u8868\u3002\u8fd9\u4e9b\u56fe\u8868\u5c55\u793a\u4e86\u4e0d\u540c\u7b97\u6cd5\u5982\u4f55\u62df\u5408\u6570\u636e\u96c6\uff0c\u5e76\u53ef\u7528\u4e8e\u5bf9\u6bd4\u6700\u7ec8\u5f97\u5206\uff0c\u4ee5\u63ed\u793a\u7b97\u6cd5\u662f\u5426\u4ee5\u4e0d\u7a33\u5b9a\u7684\u65b9\u5f0f<strong>\u8fc7\u62df\u5408<\/strong>\u00a0\u6570\u636e\uff0c\u4ece\u800c\u65e0\u6cd5\u5e26\u6765\u4e00\u81f4\u7684\u63d0\u5347\u3002<\/p>\n<p><strong>\u652f\u6301\u90ae\u4ef6\u8def\u7531\uff083 \u7c7b\uff09<\/strong><\/p>\n<p>\u5927\u591a\u6570\u4f18\u5316\u5668\u5728\u57fa\u7ebf\u8f93\u5165\u63d0\u793a\u7684\u57fa\u7840\u4e0a\u90fd\u6709\u6240\u6539\u8fdb\uff0c\u68af\u5ea6\u548c\u8fdb\u5316\u65b9\u6cd5\u8868\u73b0\u76f8\u4f3c\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cClaude \u5728\u6240\u6709\u65b9\u6cd5\u4e0a\u5747\u4f18\u4e8e GPT-4o\u3002\u7136\u800c\uff0c\u5728\u5f00\u53d1\u96c6\u4e2d\uff0cClaude \u548c GPT-4o \u5728\u4f7f\u7528\u5143\u63d0\u793a\u65b9\u6cd5\u65f6\u672a\u80fd\u660e\u663e\u6539\u8fdb\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-27049\" title=\"LangChain\u5b98\u65b9\u53d1\u5e03\uff1a\u63a2\u7d22\u63d0\u793a\u8bcd\u4f18\u5316-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/8c03ef8c6b7843a.png\" alt=\"LangChain\u5b98\u65b9\u53d1\u5e03\uff1a\u63a2\u7d22\u63d0\u793a\u8bcd\u4f18\u5316-2\" width=\"2000\" height=\"424\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/8c03ef8c6b7843a.png 2000w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/8c03ef8c6b7843a-768x163.png 768w\" sizes=\"auto, (max-width: 2000px) 100vw, 2000px\" \/><\/p>\n<p><strong>\u652f\u6301\u90ae\u4ef6\u8def\u7531\uff0810 \u7c7b\uff09<\/strong><\/p>\n<p>\u4f7f\u7528 GPT-4o \u8fdb\u884c\u7684\u5143\u63d0\u793a\u548c\u5143\u63d0\u793a+\u53cd\u601d\u8bbe\u7f6e\u672a\u80fd\u5b66\u4e60\u6570\u636e\u96c6\u4e2d\u7684\u5206\u7c7b\u89c4\u5219\u3002\u4e00\u4e2a\u5e38\u89c1\u7684\u6a21\u5f0f\u5f00\u59cb\u663e\u73b0\uff1a\u5982\u679c\u66f2\u7ebf\u4fdd\u6301\u5e73\u5766\uff0c\u5219\u8bf4\u660e\u7b97\u6cd5\u672a\u80fd\u5b66\u4e60\u3002\u5982\u679c\u66f2\u7ebf\u8fc5\u901f\u63a5\u8fd1\u6ee1\u5206\uff0c\u5219\u53ef\u80fd\u5b58\u5728\u8fc7\u62df\u5408\u3002\u6700\u597d\u7684\u6d4b\u8bd5\u96c6\u8868\u73b0\u5f80\u5f80\u6765\u81ea\u4e8e\u90a3\u4e9b\u5728\u5f00\u53d1\u96c6\u4e2d\u5448\u73b0\u7a33\u5b9a\u6539\u8fdb\u7684\u7b97\u6cd5\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-27048\" title=\"LangChain\u5b98\u65b9\u53d1\u5e03\uff1a\u63a2\u7d22\u63d0\u793a\u8bcd\u4f18\u5316-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e0f38dbb7f19186.png\" alt=\"LangChain\u5b98\u65b9\u53d1\u5e03\uff1a\u63a2\u7d22\u63d0\u793a\u8bcd\u4f18\u5316-3\" width=\"2000\" height=\"424\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e0f38dbb7f19186.png 2000w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e0f38dbb7f19186-768x163.png 768w\" sizes=\"auto, (max-width: 2000px) 100vw, 2000px\" \/><\/p>\n<p><strong>\u591a\u8bed\u8a00\u6570\u5b66\u6570\u636e\u96c6<\/strong><\/p>\n<p>\u8be5\u6570\u636e\u96c6\u7684\u8bad\u7ec3\u8868\u73b0<strong>\u4e0d\u8fde\u7eed<\/strong>\u00a0\uff0c\u56e0\u4e3a\u67d0\u4e9b\u8bbe\u7f6e\u76f4\u5230\u7b2c 2 \u6216 3 \u8f6e\uff08\u751a\u81f3\u66f4\u665a\uff09\u624d\u83b7\u5f97\u663e\u8457\u63d0\u5347\u3002\u8fd9\u51f8\u663e\u4e86\u8ddf\u8e2a<strong>\u7f16\u8f91\u5386\u53f2<\/strong>\u00a0\u7684\u91cd\u8981\u6027\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5173\u6ce8\u6700\u8fd1\u7684\u4e00\u4e24\u6b21\u5c1d\u8bd5\u3002LLM \u4f5c\u4e3a\u5143\u4f18\u5316\u5668\uff0c\u80fd\u591f\u6839\u636e\u7f16\u8f91\u5386\u53f2\u7ffb\u8bd1\u51fa\u66f4\u6709\u6548\u7684\u66f4\u65b0\u7b56\u7565\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-27050\" title=\"LangChain\u5b98\u65b9\u53d1\u5e03\uff1a\u63a2\u7d22\u63d0\u793a\u8bcd\u4f18\u5316-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/0631a56aa5e4a3f.png\" alt=\"LangChain\u5b98\u65b9\u53d1\u5e03\uff1a\u63a2\u7d22\u63d0\u793a\u8bcd\u4f18\u5316-4\" width=\"2000\" height=\"424\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/0631a56aa5e4a3f.png 2000w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/0631a56aa5e4a3f-768x163.png 768w\" sizes=\"auto, (max-width: 2000px) 100vw, 2000px\" \/><\/p>\n<h3>\u8f93\u5165\u63d0\u793a\u5bf9\u6bd4<\/h3>\n<p>\u867d\u7136\u6211\u4eec\u6700\u7ec8\u66f4\u5173\u5fc3\u4e0b\u6e38\u6307\u6807\uff0c\u800c\u4e0d\u662f\u8f93\u5165\u63d0\u793a\u7684\u5177\u4f53\u5185\u5bb9\uff0c\u4f46\u5206\u6790\u4f18\u5316\u5668\u5b66\u5230\u4e86\u54ea\u4e9b\u4fee\u6539\u5185\u5bb9\uff0c\u4ee5\u53ca\u54ea\u4e9b\u6539\u52a8\u5e26\u6765\u4e86\u63d0\u5347\uff0c\u4ecd\u7136\u5f88\u6709\u4ef7\u503c\u3002<\/p>\n<p>\u4ee5\u652f\u6301\u90ae\u4ef6 10 \u7c7b\u5206\u7c7b\u6570\u636e\u96c6\u4e3a\u4f8b\uff0c\u6bd4\u8f83\u56db\u79cd\u4e0d\u540c\u7684\u4f18\u5316\u7b97\u6cd5\uff1a<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-27051\" title=\"LangChain\u5b98\u65b9\u53d1\u5e03\uff1a\u63a2\u7d22\u63d0\u793a\u8bcd\u4f18\u5316-5\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/c714a8353568219.png\" alt=\"LangChain\u5b98\u65b9\u53d1\u5e03\uff1a\u63a2\u7d22\u63d0\u793a\u8bcd\u4f18\u5316-5\" width=\"1200\" height=\"1417\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/c714a8353568219.png 1200w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/c714a8353568219-768x907.png 768w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/p>\n<p>\u6240\u6709\u56db\u79cd\u7b97\u6cd5\u90fd\u5b66\u4f1a\u4e86\u4e3b\u8981\u7684\u5206\u7c7b\u89c4\u5219\u3002\u4f46\u68af\u5ea6\u65b9\u6cd5\u5728\u53d1\u73b0\u6a21\u7cca\u8fb9\u754c\u65b9\u9762\u8868\u73b0\u8f83\u5f31\uff0c\u800c\u5176\u4ed6\u65b9\u6cd5\u66f4\u503e\u5411\u4e8e\u5236\u5b9a\u201c\u4f18\u5148\u7ea7\u89c4\u5219\u201d\u6216\u6784\u5efa\u51b3\u7b56\u6811\u6765\u660e\u786e\u5206\u7c7b\u6807\u51c6\u3002<\/p>\n<p>\u5728\u76f8\u540c\u7b97\u6cd5\u4e0b\u6bd4\u8f83\u4e0d\u540c\u4f18\u5316\u5668\u6a21\u578b\uff0c\u4e5f\u53ef\u4ee5\u770b\u5230\u884c\u4e3a\u5dee\u5f02\u3002\u4f8b\u5982\uff0cO1 \u4f3c\u4e4e\u66f4\u503e\u5411\u4e8e\u7ed3\u5408\u4e0d\u540c\u6280\u672f\uff08\u5982\u5408\u6210\u5c11\u6837\u672c\u793a\u4f8b\u548c\u5206\u6b65\u6307\u4ee4\uff09\uff0c\u5e76\u4f7f\u7528\u5176\u7279\u6709\u7684\u5206\u9694\u7b26\uff08\u201c\u2014\u201d\uff09\u6765\u533a\u5206\u89c4\u5219\u96c6\u3002\u800c <a href=\"https:\/\/www.kdjingpai.com\/de\/claudeanquanfubai\/\">Claude<\/a> \u66f4\u7b80\u6d01\u76f4\u63a5\uff0c\u4f46\u540c\u6837\u5b66\u5230\u4e86\u4f18\u5148\u7ea7\u89c4\u5219\u548c\u9886\u57df\u6620\u5c04\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cGPT-4o \u751f\u6210\u7684\u4fe1\u606f\u5bc6\u5ea6\u6700\u4f4e\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-27052\" title=\"LangChain\u5b98\u65b9\u53d1\u5e03\uff1a\u63a2\u7d22\u63d0\u793a\u8bcd\u4f18\u5316-6\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/c413eae6f75c057.png\" alt=\"LangChain\u5b98\u65b9\u53d1\u5e03\uff1a\u63a2\u7d22\u63d0\u793a\u8bcd\u4f18\u5316-6\" width=\"1200\" height=\"2448\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/c413eae6f75c057.png 1200w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/c413eae6f75c057-768x1567.png 768w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1aKrish Maniar\u00a0\u548c William Fu-Hinthorn 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