{"id":27077,"date":"2025-02-26T16:54:55","date_gmt":"2025-02-26T08:54:55","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=27077"},"modified":"2025-02-26T16:54:55","modified_gmt":"2025-02-26T08:54:55","slug":"deepsearch-yu-deepr","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/deepsearch-yu-deepr\/","title":{"rendered":"DeepSearch \u4e0e DeepResearch \u7684\u8bbe\u8ba1\u548c\u5b9e\u73b0"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/84cdf5c0861a16c.png\" \/><\/p>\n<p>\u8fd9\u624d 2 \u6708\u4efd\uff0c\u6df1\u5ea6\u641c\u7d22\uff08Deep Search\uff09\u5c31\u5df2\u7ecf\u9690\u9690\u6210\u4e3a 2025 \u5e74\u7684\u65b0\u641c\u7d22\u6807\u51c6\u4e86\u3002\u50cf\u8c37\u6b4c\u548c OpenAI \u8fd9\u6837\u7684\u5de8\u5934\uff0c\u7eb7\u7eb7\u4eae\u51fa\u81ea\u5df1\u7684\u201cDeep Research\u201d\u4ea7\u54c1\uff0c\u52aa\u529b\u62a2\u5360\u8fd9\u6ce2\u6280\u672f\u6d6a\u6f6e\u7684\u5148\u673a\u3002\uff08\u6211\u4eec\u4e5f\u5f88\u81ea\u8c6a\uff0c\u5728\u540c\u4e00\u5929\u4e5f\u53d1\u5e03\u4e86\u5f00\u6e90\u7684<code>node-deepresearch<\/code>\uff09\u3002<\/p>\n<p><a href=\"https:\/\/www.kdjingpai.com\/perplexity-aizhiming\/\">Perplexity<\/a> \u7d27\u968f\u5176\u540e\uff0c\u4e5f\u63a8\u51fa\u4e86\u4ed6\u4eec\u7684 Deep Research\u3002\u800c\u9a6c\u65af\u514b\u7684 X AI \u5219\u66f4\u8fdb\u4e00\u6b65\uff0c\u76f4\u63a5\u628a\u6df1\u5ea6\u641c\u7d22\u529f\u80fd\u6574\u5408\u8fdb\u4e86\u4ed6\u4eec\u7684 <a href=\"https:\/\/www.kdjingpai.com\/grok\/\">Grok<\/a> 3 \u6a21\u578b\u91cc\uff0c\u672c\u8d28\u4e0a\u662f Deep Research \u7684\u4e00\u79cd\u53d8\u4f53\u3002<\/p>\n<p>\u5766\u767d\u8bf4\uff0c\u6df1\u5ea6\u641c\u7d22\u8fd9\u4e2a\u6982\u5ff5\u5e76\u4e0d\u7b97\u4ec0\u4e48\u521b\u65b0\uff0c\u5b83\u672c\u8d28\u4e0a\u5c31\u662f\u6211\u4eec\u53bb\u5e74\u5e38\u8bf4\u7684 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u6216\u8005\u591a\u8df3\u95ee\u7b54\u3002\u4f46\u5728\u4eca\u5e74\u4e00\u6708\u5e95\uff0c\u968f\u7740 <a href=\"https:\/\/www.kdjingpai.com\/deepseek-r1nenglixiang\/\">Deepseek-r1<\/a> \u7684\u53d1\u5e03\uff0c\u5b83\u83b7\u5f97\u4e86\u524d\u6240\u672a\u6709\u7684\u5173\u6ce8\u548c\u53d1\u5c55\u3002<\/p>\n<p>\u5c31\u5728\u4e0a\u5468\u672b\uff0c\u767e\u5ea6\u641c\u7d22\u548c\u817e\u8baf\u5fae\u4fe1\u641c\u7d22\u90fd\u5df2\u7ecf\u628a Deepseek-r1 \u6574\u5408\u5230\u4ed6\u4eec\u7684\u641c\u7d22\u5f15\u64ce\u91cc\u4e86\u3002AI \u5de5\u7a0b\u5e08\u4eec\u610f\u8bc6\u5230\uff0c<strong>\u901a\u8fc7\u628a\u957f\u671f\u7684\u601d\u8003\u548c\u63a8\u7406\u8fc7\u7a0b\u878d\u5165\u5230\u641c\u7d22\u7cfb\u7edf\u4e2d\uff0c\u80fd\u591f\u5b9e\u73b0\u6bd4\u4ee5\u5f80\u4efb\u4f55\u65f6\u5019\u90fd\u66f4\u7cbe\u51c6\u3001\u66f4\u6df1\u5165\u7684\u68c0\u7d22\u6548\u679c\u3002<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/191bfbf5ae8dabe.png\" alt=\"\" \/><\/p>\n<p>\u4f46\u8fd9\u79cd\u8f6c\u53d8\u4e3a\u4f55\u504f\u504f\u53d1\u751f\u5728\u5f53\u4e0b\uff1f\u6574\u4e2a 2024 \u5e74\uff0c\u201cDeep(Re)Search\u201d\u4f3c\u4e4e\u90fd\u672a\u5f15\u8d77\u592a\u591a\u5173\u6ce8\u3002\u8981\u77e5\u9053\uff0c\u65e9\u5728 2024 \u5e74\u521d\uff0c\u65af\u5766\u798f NLP \u5b9e\u9a8c\u5ba4\u5c31\u53d1\u5e03\u4e86 <a href=\"https:\/\/www.kdjingpai.com\/storm\/\">STORM<\/a> \u9879\u76ee\uff0c\u57fa\u4e8e\u7f51\u7edc\u7684\u957f\u7bc7\u62a5\u544a\u751f\u6210\u3002\u96be\u9053\u4ec5\u4ec5\u56e0\u4e3a\u201cDeep Search\u201d\u542c\u8d77\u6765\u6bd4\u591a\u8df3 QA\u3001RAG \u6216 STORM \u66f4\u65f6\u9ae6\u5417\uff1f\u4e0d\u8fc7\u8bf4\u5b9e\u8bdd\uff0c\u6709\u65f6\u5019\u4e00\u6b21\u6210\u529f\u7684\u54c1\u724c\u91cd\u5851\uff0c\u5c31\u80fd\u8ba9\u884c\u4e1a\u7a81\u7136\u63a5\u53d7\u90a3\u4e9b\u65e9\u5df2\u5b58\u5728\u7684\u4e1c\u897f\u3002<\/p>\n<p><strong>\u6211\u4eec\u8ba4\u4e3a\u771f\u6b63\u7684\u8f6c\u6298\u70b9\u662f OpenAI \u5728 2024 \u5e74 9 \u6708\u53d1\u5e03\u7684<\/strong><strong><code>o1-preview<\/code>\uff0c\u5b83\u5f15\u5165\u4e86\u201c\u63a8\u7406\u65f6\u8ba1\u7b97\u201d\uff08test-time compute\uff09\u7684\u6982\u5ff5\uff0c\u5e76\u6f5c\u79fb\u9ed8\u5316\u5730\u6539\u53d8\u4e86\u884c\u4e1a\u8ba4\u77e5\u3002<\/strong>\u6240\u8c13\u201c\u63a8\u7406\u65f6\u8ba1\u7b97\u201d\uff0c\u6307\u7684\u662f\u5728\u63a8\u7406\u9636\u6bb5\uff08\u5373\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u6700\u7ec8\u7ed3\u679c\u7684\u9636\u6bb5\uff09\u6295\u5165\u66f4\u591a\u8ba1\u7b97\u8d44\u6e90\uff0c\u800c\u975e\u96c6\u4e2d\u5728\u9884\u8bad\u7ec3\u6216\u540e\u8bad\u7ec3\u9636\u6bb5\u3002\u7ecf\u5178\u7684\u4f8b\u5b50\u5305\u62ec\u601d\u7ef4\u94fe\uff08Chain-of-Thought\uff0cCoT\uff09\u63a8\u7406\uff0c\u4ee5\u53ca\u8bf8\u5982<code>\"Wait\"<\/code> \u6ce8\u5165\uff08\u4e5f\u79f0\u9884\u7b97\u63a7\u5236\uff09\u7b49\u6280\u672f\uff0c\u8fd9\u4e9b\u6280\u672f\u8d4b\u4e88\u6a21\u578b\u66f4\u5e7f\u9614\u7684\u5185\u90e8\u601d\u8003\u7a7a\u95f4\uff0c\u4f8b\u5982\u8bc4\u4f30\u591a\u4e2a\u6f5c\u5728\u7b54\u6848\u3001\u8fdb\u884c\u66f4\u6df1\u5165\u7684\u89c4\u5212\uff0c\u4ee5\u53ca\u5728\u7ed9\u51fa\u6700\u7ec8\u7b54\u6848\u524d\u8fdb\u884c\u81ea\u6211\u53cd\u601d\u3002<\/p>\n<p>\u8fd9\u79cd\u201c\u63a8\u7406\u65f6\u8ba1\u7b97\u201d\u7406\u5ff5\uff0c\u4ee5\u53ca\u4e13\u6ce8\u4e8e\u63a8\u7406\u7684\u6a21\u578b\uff0c\u90fd\u5728\u5f15\u5bfc\u7528\u6237\u63a5\u53d7\u4e00\u79cd\u201c\u5ef6\u8fdf\u6ee1\u8db3\u201d\u7684\u89c2\u5ff5\uff1a<strong>\u7528\u66f4\u957f\u7684\u7b49\u5f85\u65f6\u95f4\uff0c\u6362\u53d6\u66f4\u9ad8\u8d28\u91cf\u3001\u66f4\u5177\u5b9e\u7528\u6027\u7684\u7ed3\u679c\u3002<\/strong> \u5c31\u50cf\u8457\u540d\u7684\u65af\u5766\u798f\u68c9\u82b1\u7cd6\u5b9e\u9a8c\uff0c\u90a3\u4e9b\u80fd\u591f\u62b5\u5236\u7acb\u5373\u5403\u6389\u4e00\u4e2a\u68c9\u82b1\u7cd6\u7684\u8bf1\u60d1\uff0c\u4ece\u800c\u83b7\u5f97\u7a0d\u540e\u4e24\u4e2a\u68c9\u82b1\u7cd6\u7684\u5b69\u5b50\uff0c\u5f80\u5f80\u80fd\u53d6\u5f97\u66f4\u597d\u7684\u957f\u671f\u6210\u5c31\u3002Deepseek-r1 \u8fdb\u4e00\u6b65\u5de9\u56fa\u4e86\u8fd9\u79cd\u7528\u6237\u4f53\u9a8c\uff0c\u65e0\u8bba\u4f60\u662f\u5426\u559c\u6b22\uff0c\u5927\u591a\u6570\u7528\u6237\u90fd\u5df2\u7ecf\u9ed8\u9ed8\u63a5\u53d7\u4e86\u8fd9\u4e00\u70b9\u3002<\/p>\n<p><strong>\u8fd9\u6807\u5fd7\u7740\u4e0e\u4f20\u7edf\u641c\u7d22\u9700\u6c42\u7684\u91cd\u5927\u80cc\u79bb\u3002<\/strong> \u8fc7\u53bb\uff0c\u5982\u679c\u4f60\u7684\u89e3\u51b3\u65b9\u6848\u65e0\u6cd5\u5728 200 \u6beb\u79d2\u5185\u7ed9\u51fa\u54cd\u5e94\uff0c\u90a3\u51e0\u4e4e\u7b49\u540c\u4e8e\u5931\u8d25\u3002\u4f46\u5728 2025 \u5e74\uff0c\u7ecf\u9a8c\u4e30\u5bcc\u7684\u641c\u7d22\u5f00\u53d1\u8005\u548c <a href=\"https:\/\/www.kdjingpai.com\/rag\/\">RAG<\/a> \u5de5\u7a0b\u5e08\u4eec\uff0c\u5c06 top-1 \u7cbe\u786e\u7387\u548c\u53ec\u56de\u7387\u7f6e\u4e8e\u5ef6\u8fdf\u4e4b\u524d\u3002\u7528\u6237\u5df2\u7ecf\u4e60\u60ef\u4e86\u66f4\u957f\u7684\u5904\u7406\u65f6\u95f4\uff1a\u53ea\u8981\u4ed6\u4eec\u80fd\u770b\u5230\u7cfb\u7edf\u5728\u52aa\u529b<code>&lt;thinking&gt;<\/code>\u3002<\/p>\n<p>\u5728 2025 \u5e74\uff0c\u5c55\u793a\u63a8\u7406\u8fc7\u7a0b\u5df2\u7ecf\u6210\u4e3a\u4e00\u79cd\u6807\u51c6\u505a\u6cd5\uff0c\u8bb8\u591a\u804a\u5929\u754c\u9762\u90fd\u4f1a\u5728\u4e13\u95e8\u7684 UI \u533a\u57df\u4e2d\u6e32\u67d3 <code>&lt;think&gt;<\/code> \u7684\u5185\u5bb9\u3002<\/p>\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u901a\u8fc7\u7814\u7a76\u6211\u4eec\u7684\u5f00\u6e90\u5b9e\u73b0\u6765\u8ba8\u8bba DeepSearch \u548c DeepResearch \u7684\u539f\u7406\u3002\u6211\u4eec\u5c06\u4ecb\u7ecd\u5173\u952e\u7684\u8bbe\u8ba1\u51b3\u7b56\uff0c\u5e76\u6307\u51fa\u6f5c\u5728\u7684\u6ce8\u610f\u4e8b\u9879\u3002<\/p>\n<h2>\u4ec0\u4e48\u662f Deep Search\uff1f<\/h2>\n<p><strong>DeepSearch \u7684\u6838\u5fc3\u7406\u5ff5\u662f\u901a\u8fc7\u5728\u641c\u7d22\u3001\u9605\u8bfb\u548c\u63a8\u7406\u4e09\u4e2a\u73af\u8282\u4e2d\u4e0d\u65ad\u5faa\u73af\u5f80\u590d\uff0c\u76f4\u5230\u627e\u5230\u6700\u4f18\u7b54\u6848\u3002<\/strong> \u641c\u7d22\u73af\u8282\u5229\u7528\u641c\u7d22\u5f15\u64ce\u63a2\u7d22\u4e92\u8054\u7f51\uff0c\u800c\u9605\u8bfb\u73af\u8282\u5219\u4e13\u6ce8\u4e8e\u5bf9\u7279\u5b9a\u7f51\u9875\u8fdb\u884c\u8be6\u5c3d\u7684\u5206\u6790\uff08\u4f8b\u5982\u4f7f\u7528 Jina Reader\uff09\u3002\u63a8\u7406\u73af\u8282\u5219\u8d1f\u8d23\u8bc4\u4f30\u5f53\u524d\u7684\u72b6\u6001\uff0c\u5e76\u51b3\u5b9a\u662f\u5e94\u8be5\u5c06\u539f\u59cb\u95ee\u9898\u62c6\u89e3\u4e3a\u66f4\u5c0f\u7684\u5b50\u95ee\u9898\uff0c\u8fd8\u662f\u5c1d\u8bd5\u5176\u4ed6\u7684\u641c\u7d22\u7b56\u7565\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/e44b1aaece295af.png\" alt=\"DeepSearch - \u6301\u7eed\u641c\u7d22\u3001\u9605\u8bfb\u7f51\u9875\u3001\u63a8\u7406\uff0c\u76f4\u5230\u627e\u5230\u7b54\u6848\uff08\u6216\u8d85\u51fa token \u9884\u7b97\uff09\u3002\" \/> DeepSearch &#8211; \u6301\u7eed\u641c\u7d22\u3001\u9605\u8bfb\u7f51\u9875\u3001\u63a8\u7406\uff0c\u76f4\u5230\u627e\u5230\u7b54\u6848\uff08\u6216\u8d85\u51fa <a href=\"https:\/\/www.kdjingpai.com\/tokenization\/\">token<\/a> \u9884\u7b97\uff09\u3002<\/p>\n<p>\u4e0e 2024 \u5e74\u7684 RAG \u7cfb\u7edf\u4e0d\u540c\uff0cRAG \u4e00\u822c\u53ea\u8fd0\u884c\u4e00\u6b21\u641c\u7d22-\u751f\u6210\u8fc7\u7a0b\uff0cDeepSearch \u6267\u884c\u591a\u6b21\u8fed\u4ee3\uff0c\u9700\u8981\u660e\u786e\u7684\u505c\u6b62\u6761\u4ef6\u3002\u8fd9\u4e9b\u6761\u4ef6\u53ef\u4ee5\u662f\u57fa\u4e8e token \u4f7f\u7528\u9650\u5236\uff0c\u6216\u8005\u5931\u8d25\u5c1d\u8bd5\u7684\u6b21\u6570\u3002<\/p>\n<p>\u5728 search.jina.ai \u5c1d\u8bd5 DeepSearch\uff0c\u89c2\u5bdf <code>&lt;thinking&gt;<\/code>\u4e2d\u7684\u5185\u5bb9\uff0c\u770b\u770b\u4f60\u662f\u5426\u80fd\u53d1\u73b0\u5faa\u73af\u53d1\u751f\u7684\u4f4d\u7f6e\u3002<\/p>\n<p>\u6362\u4e2a\u89d2\u5ea6\u6765\u770b\uff0c<strong>DeepSearch \u53ef\u4ee5\u88ab\u89c6\u4f5c\u4e00\u4e2a\u914d\u5907\u4e86\u5404\u7c7b\u7f51\u7edc\u5de5\u5177\uff08\u6bd4\u5982\u641c\u7d22\u5f15\u64ce\u548c\u7f51\u9875\u9605\u8bfb\u5668\uff09\u7684 LLM Agent\u3002<\/strong>\u8fd9\u4e2a Agent \u901a\u8fc7\u5206\u6790\u5f53\u524d\u7684\u89c2\u5bdf\u7ed3\u679c\u4ee5\u53ca\u8fc7\u5f80\u7684\u64cd\u4f5c\u8bb0\u5f55\uff0c\u6765\u51b3\u5b9a\u4e0b\u4e00\u6b65\u7684\u884c\u52a8\u65b9\u5411\uff1a\u662f\u76f4\u63a5\u7ed9\u51fa\u7b54\u6848\uff0c\u8fd8\u662f\u7ee7\u7eed\u5728\u7f51\u7edc\u4e0a\u63a2\u7d22\u3002\u8fd9\u5c31\u6784\u5efa\u4e86\u4e00\u79cd\u72b6\u6001\u673a\u67b6\u6784\uff0c\u5176\u4e2d LLM \u8d1f\u8d23\u63a7\u5236\u72b6\u6001\u95f4\u7684\u8f6c\u6362\u3002<\/p>\n<p>\u5728\u6bcf\u4e00\u4e2a\u51b3\u7b56\u70b9\uff0c\u4f60\u90fd\u6709\u4e24\u79cd\u53ef\u9009\u65b9\u6848\uff1a\u4f60\u53ef\u4ee5\u7cbe\u5fc3\u8bbe\u8ba1\u63d0\u793a\u8bcd\uff0c\u8ba9\u6807\u51c6\u7684\u751f\u6210\u6a21\u578b\u4ea7\u751f\u7279\u5b9a\u7684\u64cd\u4f5c\u6307\u4ee4\uff1b\u6216\u8005\uff0c\u4e5f\u53ef\u4ee5\u5229\u7528\u50cf Deepseek-r1 \u8fd9\u6837\u4e13\u95e8\u7684\u63a8\u7406\u6a21\u578b\uff0c\u6765\u81ea\u7136\u800c\u7136\u5730\u63a8\u5bfc\u51fa\u4e0b\u4e00\u6b65\u5e94\u8be5\u91c7\u53d6\u7684\u884c\u52a8\u3002\u7136\u800c\uff0c\u5373\u4f7f\u4f7f\u7528\u4e86 r1\uff0c\u4f60\u4e5f\u9700\u8981\u5b9a\u671f\u4e2d\u65ad\u5b83\u7684\u751f\u6210\u8fc7\u7a0b\uff0c\u5c06\u5de5\u5177\u7684\u8f93\u51fa\u7ed3\u679c\uff08\u6bd4\u5982\u641c\u7d22\u7ed3\u679c\u3001\u7f51\u9875\u5185\u5bb9\uff09\u6ce8\u5165\u5230\u4e0a\u4e0b\u6587\u4e4b\u4e2d\uff0c\u5e76\u63d0\u793a\u5b83\u7ee7\u7eed\u5b8c\u6210\u63a8\u7406\u8fc7\u7a0b\u3002<\/p>\n<p>\u5f52\u6839\u7ed3\u5e95\uff0c\u8fd9\u4e9b\u90fd\u53ea\u662f\u5b9e\u73b0\u7ec6\u8282\u800c\u5df2\u3002\u65e0\u8bba\u4f60\u662f\u7cbe\u5fc3\u8bbe\u8ba1\u63d0\u793a\u8bcd\uff0c\u8fd8\u662f\u76f4\u63a5\u4f7f\u7528\u63a8\u7406\u6a21\u578b\uff0c<strong>\u5b83\u4eec\u90fd\u9075\u5faa DeepSearch \u7684\u6838\u5fc3\u8bbe\u8ba1\u539f\u5219\uff1a\u641c\u7d22\u3001\u9605\u8bfb\u548c\u63a8\u7406<\/strong><strong>\u7684\u6301\u7eed\u5faa\u73af\u3002<\/strong><\/p>\n<h2>\u90a3 DeepResearch \u53c8\u662f\u4ec0\u4e48\u5462\uff1f<\/h2>\n<p>DeepResearch \u662f\u5728 DeepSearch \u7684\u57fa\u7840\u4e0a\uff0c\u589e\u52a0\u4e86\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u6846\u67b6\uff0c\u7528\u4e8e\u751f\u6210\u957f\u7bc7\u7684\u7814\u7a76\u62a5\u544a\u3002\u5b83\u7684\u5de5\u4f5c\u6d41\u7a0b\u4e00\u822c\u4ece\u521b\u5efa\u76ee\u5f55\u5f00\u59cb\uff0c\u7136\u540e\u7cfb\u7edf\u6027\u5730\u5c06 DeepSearch \u5e94\u7528\u4e8e\u62a5\u544a\u7684\u6bcf\u4e00\u4e2a\u6240\u9700\u90e8\u5206\uff1a\u4ece\u5f15\u8a00\u5230\u76f8\u5173\u5de5\u4f5c\u3001\u518d\u5230\u65b9\u6cd5\u8bba\uff0c\u76f4\u81f3\u6700\u540e\u7684\u7ed3\u8bba\u3002\u62a5\u544a\u7684\u6bcf\u4e2a\u7ae0\u8282\u90fd\u662f\u901a\u8fc7\u5c06\u7279\u5b9a\u7684\u7814\u7a76\u95ee\u9898\u8f93\u5165\u5230 DeepSearch \u4e2d\u6765\u751f\u6210\u7684\u3002\u6700\u540e\u5c06\u6240\u6709\u7ae0\u8282\u6574\u5408\u5230\u4e00\u4e2a\u63d0\u793a\u8bcd\u4e2d\uff0c\u4ee5\u63d0\u9ad8\u62a5\u544a\u6574\u4f53\u53d9\u8ff0\u7684\u8fde\u8d2f\u6027\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/0f2dd99e2b7767d.png\" alt=\"DeepSearch \u4f5c\u4e3a DeepResearch \u7684\u57fa\u7840\u6784\u5efa\u5757\u3002\u901a\u8fc7 DeepSearch \u8fed\u4ee3\u6784\u5efa\u6bcf\u4e2a\u7ae0\u8282\uff0c\u7136\u540e\u5728\u751f\u6210\u6700\u7ec8\u957f\u62a5\u544a\u524d\u6539\u8fdb\u6574\u4f53\u8fde\u8d2f\u6027\u3002\" \/> DeepSearch \u4f5c\u4e3a DeepResearch \u7684\u57fa\u7840\u6784\u5efa\u5757\u3002\u901a\u8fc7 DeepSearch \u8fed\u4ee3\u6784\u5efa\u6bcf\u4e2a\u7ae0\u8282\uff0c\u7136\u540e\u5728\u751f\u6210\u6700\u7ec8\u957f\u62a5\u544a\u524d\u6539\u8fdb\u6574\u4f53\u8fde\u8d2f\u6027\u3002<\/p>\n<p>\u5728 2024 \u5e74\uff0c\u6211\u4eec\u5185\u90e8\u4e5f\u505a\u8fc7 &#8220;Research&#8221; \u9879\u76ee\uff0c\u5f53\u65f6\u4e3a\u4e86\u4fdd\u8bc1\u62a5\u544a\u7684\u8fde\u8d2f\u6027\uff0c\u6211\u4eec\u91c7\u7528\u4e86\u6bd4\u8f83\u7b28\u7684\u529e\u6cd5\uff0c\u6bcf\u6b21\u8fed\u4ee3\u90fd\u4f1a\u628a\u6240\u6709\u7ae0\u8282\u90fd\u8003\u8651\u8fdb\u53bb\uff0c\u8fdb\u884c\u591a\u6b21\u8fde\u8d2f\u6027\u6539\u8fdb\u3002\u4f46\u73b0\u5728\u770b\u6765\uff0c\u8fd9\u79cd\u505a\u6cd5\u6709\u4e9b\u7528\u529b\u8fc7\u731b\u4e86\uff0c\u56e0\u4e3a\u5982\u4eca\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5df2\u7ecf\u62e5\u6709\u4e86\u8d85\u957f\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u5b8c\u5168\u53ef\u4ee5\u4e00\u6b21\u6027\u5b8c\u6210\u8fde\u8d2f\u6027\u4fee\u8ba2\uff0c\u6548\u679c\u53cd\u800c\u66f4\u597d\u3002<\/p>\n<p>\u4f46\u6211\u4eec\u6700\u7ec8\u8fd8\u662f\u6ca1\u6709\u53d1\u5e03 \u201cResearch\u201d 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\u7684\u4ea7\u54c1\u7b56\u7565\u201d\u3002\u7ed3\u679c\u5374\u8ba9\u4eba\u5931\u671b\uff0c\u62a5\u544a\u5185\u5bb9\u5e73\u5eb8\uff0c\u7f3a\u4e4f\u4eae\u70b9\uff0c\u6ca1\u6709\u7ed9\u6211\u4eec\u5e26\u6765\u4efb\u4f55\u201c\u554a\u54c8\u201d\u7684\u60ca\u559c\u3002\u5176\u6b21\uff0c\u641c\u7d22\u7ed3\u679c\u7684\u53ef\u9760\u6027\u4e5f\u5f88\u5dee\uff0c\u5e7b\u89c9\u95ee\u9898\u4e25\u91cd\u3002\u6700\u540e\uff0c\u6574\u4f53\u53ef\u8bfb\u6027\u4e5f\u5f88\u7cdf\u7cd5\uff0c\u5404\u4e2a\u90e8\u5206\u4e4b\u95f4\u5b58\u5728\u5927\u91cf\u7684\u91cd\u590d\u5197\u4f59\u3002\u603b\u800c\u8a00\u4e4b\uff0c\u5c31\u662f\u6beb\u65e0\u4ef7\u503c\u3002\u800c\u4e14\u62a5\u544a\u7bc7\u5e45\u5197\u957f\uff0c\u8bfb\u8d77\u6765\u65e2\u6d6a\u8d39\u65f6\u95f4\u53c8\u6beb\u65e0\u6536\u83b7\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u8fd9\u4e2a\u9879\u76ee\u4e5f\u4e3a\u6211\u4eec\u79ef\u7d2f\u4e86\u5b9d\u8d35\u7684\u7ecf\u9a8c\uff0c\u5e76\u50ac\u751f\u4e86\u4e00\u4e9b\u5b50\u4ea7\u54c1\uff1a<\/p>\n<p>\u6bd4\u5982\uff0c<strong>\u6211\u4eec\u6df1\u523b\u8ba4\u8bc6\u5230\u641c\u7d22\u7ed3\u679c\u53ef\u9760\u6027\uff0c\u4ee5\u53ca\u5728\u6bb5\u843d\u751a\u81f3\u53e5\u5b50\u7ea7\u522b\u8fdb\u884c\u4e8b\u5b9e\u6838\u67e5\u7684\u91cd\u8981\u6027\uff0c\u8fd9\u76f4\u63a5\u4fc3\u4f7f\u6211\u4eec\u540e\u6765\u5f00\u53d1\u4e86 g.jina.ai \u7aef\u70b9\u3002<\/strong>\u6211\u4eec\u8fd8\u610f\u8bc6\u5230\u4e86\u67e5\u8be2\u6269\u5c55\u7684\u4ef7\u503c\uff0c\u5e76\u5f00\u59cb\u6295\u5165\u7cbe\u529b\u8bad\u7ec3\u5c0f\u578b\u8bed\u8a00\u6a21\u578b\uff08SLM\uff09\u6765\u8fdb\u884c\u67e5\u8be2\u6269\u5c55\u3002\u6700\u540e\uff0c\u6211\u4eec\u975e\u5e38\u559c\u6b22 ReSearch \u8fd9\u4e2a\u540d\u5b57\uff0c\u5b83\u65e2\u5de7\u5999\u5730\u8868\u8fbe\u4e86\u91cd\u5851\u641c\u7d22\u7684\u7406\u5ff5\uff0c\u53c8\u662f\u4e00\u4e2a\u53cc\u5173\u8bed\u3002\u4e0d\u7528\u5b9e\u5728\u53ef\u60dc\uff0c\u6240\u4ee5\u6700\u7ec8\u628a\u5b83\u7528\u5728\u4e86 2024 \u5e74\u7684\u5e74\u9274\u4e0a\u3002<\/p>\n<p>2024 \u5e74\u590f\u5b63\uff0c\u6211\u4eec\u7684\u201c\u7814\u7a76\u201d\u9879\u76ee\u5219\u91c7\u7528\u4e86\u201c\u6e10\u8fdb\u5f0f\u201d\u65b9\u6cd5\uff0c\u4e13\u6ce8\u4e8e\u751f\u6210\u7bc7\u5e45\u8f83\u957f\u7684\u62a5\u544a\u3002\u5b83\u9996\u5148\u540c\u6b65\u751f\u6210\u62a5\u544a\u7684\u76ee\u5f55\uff08TOC\uff09\uff0c\u7136\u540e\u540c\u6b65\u751f\u6210\u6240\u6709\u7ae0\u8282\u7684\u5185\u5bb9\u3002\u6700\u540e\uff0c\u518d\u4ee5\u5f02\u6b65\u7684\u65b9\u5f0f\u5bf9\u6bcf\u4e2a\u7ae0\u8282\u8fdb\u884c\u6e10\u8fdb\u5f0f\u4fee\u8ba2\uff0c\u6bcf\u6b21\u4fee\u8ba2\u90fd\u4f1a\u8003\u8651\u5230\u62a5\u544a\u7684\u6574\u4f53\u5185\u5bb9\u3002\u5728\u4e0a\u9762\u7684\u6f14\u793a\u89c6\u9891\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u7684\u67e5\u8be2\u662f\u201cJina AI \u7684\u7ade\u54c1\u5206\u6790\u201d\u3002<\/p>\n<h2>DeepSearch vs DeepResearch<\/h2>\n<p>\u5f88\u591a\u4eba\u5bb9\u6613\u628a DeepSearch \u548c DeepResearch \u6df7\u4e3a\u4e00\u8c08\u3002\u4f46\u5728\u6211\u4eec\u770b\u6765\uff0c\u5b83\u4eec\u89e3\u51b3\u7684\u662f\u5b8c\u5168\u4e0d\u540c\u7684\u95ee\u9898\u3002<strong>DeepSearch \u662f DeepResearch \u7684\u6784\u5efa\u6a21\u5757\uff0c\u662f\u540e\u8005\u8d56\u4ee5\u8fd0\u8f6c\u7684\u6838\u5fc3\u5f15\u64ce\u3002<\/strong><\/p>\n<p>DeepResearch \u7684\u91cd\u5fc3\u662f\u64b0\u5199\u9ad8\u8d28\u91cf\u3001\u53ef\u8bfb\u6027\u5f3a\u7684\u957f\u7bc7\u7814\u7a76\u62a5\u544a\u3002<strong>\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u641c\u7d22\u4fe1\u606f\uff0c\u66f4\u662f\u4e00\u9879\u7cfb\u7edf\u5de5\u7a0b<\/strong>\uff0c\u9700\u8981\u6574\u5408\u6709\u6548\u7684\u53ef\u89c6\u5316\u5143\u7d20\uff08\u5982\u56fe\u8868\u3001\u8868\u683c\uff09\uff0c\u91c7\u7528\u5408\u7406\u7684\u7ae0\u8282\u7ed3\u6784\uff0c\u786e\u4fdd\u5b50\u7ae0\u8282\u4e4b\u95f4\u903b\u8f91\u987a\u7545\uff0c\u5168\u6587\u672f\u8bed\u4e00\u81f4\uff0c\u907f\u514d\u4fe1\u606f\u5197\u4f59\uff0c\u5e76\u8fd0\u7528\u6d41\u7545\u7684\u8fc7\u6e21\u53e5\u8854\u63a5\u4e0a\u4e0b\u6587\u3002\u8fd9\u4e9b\u8981\u7d20\u4e0e\u5e95\u5c42\u7684\u641c\u7d22\u529f\u80fd\u5e76\u6ca1\u6709\u76f4\u63a5\u5173\u8054\uff0c\u56e0\u6b64\u6211\u4eec\u66f4\u5c06 DeepSearch \u4f5c\u4e3a\u516c\u53f8\u53d1\u5c55\u91cd\u70b9\u3002<\/p>\n<p>\u603b\u7ed3 DeepSearch \u548c DeepResearch \u7684\u533a\u522b\uff0c\u8be6\u89c1\u4e0b\u8868\u3002\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c<strong>DeepSearch \u548c DeepResearch \u90fd\u79bb\u4e0d\u5f00\u957f\u4e0a\u4e0b\u6587\u548c\u63a8\u7406\u6a21\u578b\uff0c\u4f46\u539f\u56e0\u7565\u6709\u4e0d\u540c\u3002<\/strong><\/p>\n<p>DeepResearch \u751f\u6210\u957f\u62a5\u544a\u9700\u8981\u957f\u4e0a\u4e0b\u6587\uff0c\u8fd9\u5f88\u597d\u7406\u89e3\u3002\u800c DeepSearch \u867d\u7136\u770b\u8d77\u6765\u662f\u641c\u7d22\u5de5\u5177\uff0c\u4f46\u4e3a\u4e86\u89c4\u5212\u540e\u7eed\u64cd\u4f5c\uff0c\u5b83\u4e5f\u9700\u8981\u8bb0\u4f4f\u4e4b\u524d\u7684\u641c\u7d22\u5c1d\u8bd5\u548c\u7f51\u9875\u5185\u5bb9\uff0c\u6240\u4ee5\u957f\u4e0a\u4e0b\u6587\u540c\u6837\u4e0d\u53ef\u6216\u7f3a\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/45c4417730d5537.png\" alt=\"\" \/><\/p>\n<h2>\u4e86\u89e3 DeepSearch \u5b9e\u73b0<\/h2>\n<p>\u5f00\u6e90\u94fe\u63a5\uff1ahttps:\/\/github.com\/jina-ai\/node-DeepResearch<\/p>\n<p>DeepResearch \u7684\u6838\u5fc3\u5728\u4e8e\u5176\u5faa\u73af\u63a8\u7406\u673a\u5236\u3002\u4e0e\u5927\u591a\u6570 RAG \u7cfb\u7edf\u8bd5\u56fe\u4e00\u6b65\u5230\u4f4d\u5730\u56de\u7b54\u95ee\u9898\u4e0d\u540c\uff0c\u6211\u4eec\u91c7\u7528\u4e86\u4e00\u79cd\u8fed\u4ee3\u5faa\u73af\u7684\u65b9\u5f0f\u3002\u5b83\u4f1a\u6301\u7eed\u641c\u7d22\u4fe1\u606f\u3001\u9605\u8bfb\u76f8\u5173\u6765\u6e90\u5e76\u8fdb\u884c\u63a8\u7406\uff0c\u76f4\u5230\u627e\u5230\u7b54\u6848\u6216\u8017\u5c3d token \u9884\u7b97\u3002\u4ee5\u4e0b\u662f\u8fd9\u4e2a\u5927\u578b while \u5faa\u73af\u7684\u7cbe\u7b80\u9aa8\u67b6\uff1a<\/p>\n<pre><code>\/\/\u00a0\u4e3b\u63a8\u7406\u5faa\u73af\r\nwhile\u00a0(tokenUsage\u00a0&lt;\u00a0tokenBudget\u00a0&amp;&amp;\u00a0badAttempts\u00a0&lt;=\u00a0maxBadAttempts)\u00a0{\r\n\u00a0\u00a0\/\/\u00a0\u8ffd\u8e2a\u8fdb\u5ea6\r\n\u00a0\u00a0step++;\u00a0totalStep++;<\/code><\/pre>\n<p>\/\/\u00a0\u4ece\u00a0gaps\u00a0\u961f\u5217\u4e2d\u83b7\u53d6\u5f53\u524d\u95ee\u9898\uff0c\u5982\u679c\u6ca1\u6709\u5219\u4f7f\u7528\u539f\u59cb\u95ee\u9898<br \/>\nconst currentQuestion = gaps.length &gt; 0 ? gaps.shift() : question;\/<\/p>\n<p>\/ \u6839\u636e\u5f53\u524d\u4e0a\u4e0b\u6587\u548c\u5141\u8bb8\u7684\u64cd\u4f5c\u751f\u6210\u63d0\u793a\u8bcd<\/p>\n<p>system\u00a0=\u00a0getPrompt(diaryContext,\u00a0allQuestions,\u00a0allKeywords,<br \/>\nallowReflect,\u00a0allowAnswer,\u00a0allowRead,\u00a0allowSearch,\u00a0allowCoding,<br \/>\nbadContext, allKnowledge, unvisitedURLs);\/<\/p>\n<p>\/ \u8ba9 LLM \u51b3\u5b9a\u4e0b\u4e00\u6b65\u884c\u52a8<\/p>\n<p>const\u00a0result\u00a0=\u00a0await\u00a0LLM.generateStructuredResponse(system,\u00a0messages,\u00a0schema);<br \/>\nthisStep = result.object;\/<\/p>\n<p>\/ \u6267\u884c\u6240\u9009\u7684\u884c\u52a8\uff08\u56de\u7b54\u3001\u53cd\u601d\u3001\u641c\u7d22\u3001\u8bbf\u95ee\u3001\u7f16\u7801\uff09<\/p>\n<p>if\u00a0(thisStep.action\u00a0===\u00a0&#8216;answer&#8217;)\u00a0{<br \/>\n\/\/\u00a0\u5904\u7406\u56de\u7b54\u884c\u52a8&#8230;<br \/>\n}\u00a0else\u00a0if\u00a0(thisStep.action\u00a0===\u00a0&#8216;reflect&#8217;)\u00a0{<br \/>\n\/\/\u00a0\u5904\u7406\u53cd\u601d\u884c\u52a8&#8230;<br \/>\n}\u00a0\/\/\u00a0&#8230;\u00a0\u5176\u4ed6\u884c\u52a8\u4f9d\u6b64\u7c7b\u63a8<br \/>\n}\u4e3a\u4e86\u4fdd\u8bc1\u8f93\u51fa\u7684\u7a33\u5b9a\u6027\u548c\u7ed3\u6784\u5316\uff0c\u6211\u4eec\u91c7\u53d6\u4e86\u4e00\u4e2a\u5173\u952e\u63aa\u65bd\uff1a<strong>\u5728\u6bcf\u4e2a\u6b65\u9aa4\u4e2d\uff0c\u6709\u9009\u62e9\u5730\u7981\u7528\u67d0\u4e9b\u64cd\u4f5c\u3002<\/strong><\/p>\n<p>\u6bd4\u5982\uff0c\u5f53\u5185\u5b58\u91cc\u6ca1\u6709 URL \u65f6\uff0c\u6211\u4eec\u4f1a\u7981\u6b62 \u201cvisit\u201d \u64cd\u4f5c\uff1b\u5982\u679c\u4e0a\u6b21\u7684\u56de\u7b54\u88ab\u62d2\u7edd\uff0c\u6211\u4eec\u4f1a\u963b\u6b62 Agent \u7acb\u5373\u91cd\u590d \u201canswer\u201d \u64cd\u4f5c\u3002\u8fd9\u79cd\u7ea6\u675f\u673a\u5236\u80fd\u5f15\u5bfc Agent \u6cbf\u7740\u6b63\u786e\u7684\u65b9\u5411\u524d\u8fdb\uff0c\u907f\u514d\u5728\u539f\u5730\u6253\u8f6c\u3002<\/p>\n<h3>\u7cfb\u7edf\u63d0\u793a\u8bcd<\/h3>\n<p>\u5728\u7cfb\u7edf\u63d0\u793a\u8bcd\u7684\u8bbe\u8ba1\u4e0a\uff0c\u6211\u4eec\u4f7f\u7528 XML \u6807\u7b7e\u6765\u5b9a\u4e49\u5404\u4e2a\u90e8\u5206\uff0c\u8fd9\u6837\u53ef\u4ee5\u751f\u6210\u66f4\u5065\u58ee\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\u548c\u751f\u6210\u5185\u5bb9\u3002\u540c\u65f6\uff0c\u6211\u4eec\u53d1\u73b0\u76f4\u63a5\u5728 JSON Schema \u7684 <code>description<\/code> \u5b57\u6bb5\u4e2d\u52a0\u5165\u5b57\u6bb5\u7ea6\u675f\uff0c\u6548\u679c\u66f4\u597d\u3002\u8bda\u7136\uff0c\u50cf DeepSeek-R1 \u8fd9\u6837\u7684\u63a8\u7406\u6a21\u578b\uff0c\u7406\u8bba\u4e0a\u53ef\u4ee5\u81ea\u52a8\u751f\u6210\u5927\u90e8\u5206\u63d0\u793a\u8bcd\u3002\u4f46\u8003\u8651\u5230\u4e0a\u4e0b\u6587\u957f\u5ea6\u7684\u9650\u5236\uff0c\u4ee5\u53ca\u6211\u4eec\u5bf9 Agent \u884c\u4e3a\u7684\u7cbe\u7ec6\u63a7\u5236\u9700\u6c42\uff0c\u8fd9\u79cd\u663e\u5f0f\u5730\u7f16\u5199\u63d0\u793a\u8bcd\u7684\u65b9\u5f0f\u5728\u5b9e\u8df5\u4e2d\u66f4\u53ef\u9760\u3002<\/p>\n<pre><code>function\u00a0getPrompt(params...)\u00a0{\r\n\u00a0\u00a0const\u00a0sections\u00a0=\u00a0[];<\/code><\/pre>\n<p>\/\/\u00a0\u6dfb\u52a0\u5305\u542b\u7cfb\u7edf\u6307\u4ee4\u7684\u00a0Header<br \/>\nsections.push(&#8220;\u4f60\u662f\u4e00\u4e2a\u9ad8\u7ea7 AI \u7814\u7a76\u52a9\u7406\uff0c\u64c5\u957f\u591a\u6b65\u9aa4\u63a8\u7406&#8230;&#8221;);<\/p>\n<p>\/\/ \u6dfb\u52a0\u5df2\u79ef\u7d2f\u7684\u77e5\u8bc6\u7247\u6bb5\uff08\u5982\u679c\u5b58\u5728\uff09<\/p>\n<p>if\u00a0(knowledge?.length)\u00a0{<br \/>\nsections.push(&#8220;&lt;knowledge&gt;[\u77e5\u8bc6\u6761\u76ee]&lt;\/knowledge&gt;&#8221;);<br \/>\n}\/\/ \u6dfb\u52a0\u4e4b\u524d\u884c\u52a8\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f<\/p>\n<p>if\u00a0(context?.length)\u00a0{<br \/>\nsections.push(&#8220;&lt;context&gt;[\u884c\u52a8\u5386\u53f2\u8bb0\u5f55]&lt;\/context&gt;&#8221;);<br \/>\n}<\/p>\n<p>\/\/ \u6dfb\u52a0\u5931\u8d25\u7684\u5c1d\u8bd5\u548c\u5b66\u4e60\u5230\u7684\u7b56\u7565<\/p>\n<p>if\u00a0(badContext?.length)\u00a0{<br \/>\nsections.push(&#8220;&lt;bad-attempts&gt;[\u5931\u8d25\u7684\u5c1d\u8bd5]&lt;\/bad-attempts&gt;&#8221;);<br \/>\nsections.push(&#8220;&lt;learned-strategy&gt;[\u6539\u8fdb\u7b56\u7565]&lt;\/learned-strategy&gt;&#8221;);<br \/>\n}<\/p>\n<p>\/\/ \u6839\u636e\u5f53\u524d\u72b6\u6001\u5b9a\u4e49\u53ef\u7528\u7684\u884c\u52a8\u9009\u9879<\/p>\n<p>sections.push(&#8220;&lt;actions&gt;[\u53ef\u7528\u884c\u52a8\u5b9a\u4e49]&lt;\/actions&gt;&#8221;);<\/p>\n<p>\/\/ \u6dfb\u52a0\u54cd\u5e94\u683c\u5f0f\u6307\u4ee4<\/p>\n<p>sections.push(&#8220;\u8bf7\u4ee5\u6709\u6548\u7684 JSON \u683c\u5f0f\u54cd\u5e94\uff0c\u5e76\u4e25\u683c\u5339\u914d JSON schema\u3002&#8221;);<\/p>\n<p>return sections.join(&#8220;nn&#8221;);<\/p>\n<p>}<\/p>\n<p><span style=\"font-size: 20px; font-weight: bold;\">\u904d\u5386\u77e5\u8bc6\u7a7a\u767d\u95ee\u9898<\/span><\/p>\n<p>\u5728 DeepSearch \u4e2d\uff0c<strong>\u201c\u77e5\u8bc6\u7a7a\u767d\u95ee\u9898\u201d\u6307\u7684\u662f\u5728\u56de\u7b54\u6838\u5fc3\u95ee\u9898\u4e4b\u524d\uff0cAgent \u9700\u8981\u5148\u8865\u8db3\u7684\u77e5\u8bc6\u7f3a\u53e3\u3002<\/strong>Agent \u4e0d\u4f1a\u76f4\u63a5\u5c1d\u8bd5\u56de\u7b54\u539f\u59cb\u95ee\u9898\uff0c\u800c\u662f\u4f1a\u8bc6\u522b\u5e76\u89e3\u51b3\u90a3\u4e9b\u80fd\u591f\u6784\u5efa\u5fc5\u8981\u77e5\u8bc6\u57fa\u7840\u7684\u5b50\u95ee\u9898\u3002<\/p>\n<p>\u8fd9\u79cd\u5904\u7406\u65b9\u5f0f\u975e\u5e38\u4f18\u96c5\u3002<\/p>\n<pre><code>\/\/\u00a0\u5728\u201c\u53cd\u601d\u884c\u52a8\u201d\u4e2d\u8bc6\u522b\u51fa\u77e5\u8bc6\u7a7a\u767d\u95ee\u9898\u540e\r\nif\u00a0(newGapQuestions.length\u00a0&gt;\u00a00)\u00a0{\r\n\u00a0\u00a0\/\/\u00a0\u5c06\u65b0\u95ee\u9898\u6dfb\u52a0\u5230\u961f\u5217\u7684\u5934\u90e8\r\n\u00a0\u00a0gaps.push(...newGapQuestions);<\/code><\/pre>\n<p>\/\/\u00a0\u59cb\u7ec8\u5c06\u539f\u59cb\u95ee\u9898\u6dfb\u52a0\u5230\u961f\u5217\u7684\u5c3e\u90e8<br \/>\ngaps.push(originalQuestion);<br \/>\n}<\/p>\n<p>\u5b83\u521b\u5efa\u4e86\u4e00\u4e2a\u5e26\u8f6e\u8f6c\u673a\u5236\u7684 FIFO\uff08\u5148\u8fdb\u5148\u51fa\uff09\u961f\u5217\uff0c\u9075\u5faa\u4ee5\u4e0b\u89c4\u5219\uff1a<\/p>\n<ol>\n<li>\u65b0\u7684\u77e5\u8bc6\u7a7a\u767d\u95ee\u9898\u4f1a\u88ab\u4f18\u5148\u63a8\u5230\u961f\u5217\u5934\u90e8\u3002<\/li>\n<li>\u539f\u59cb\u95ee\u9898\u59cb\u7ec8\u4f4d\u4e8e\u961f\u5217\u5c3e\u90e8\u3002<\/li>\n<li>\u7cfb\u7edf\u5728\u6bcf\u4e2a\u6b65\u9aa4\u90fd\u4ece\u961f\u5217\u5934\u90e8\u63d0\u53d6\u95ee\u9898\u8fdb\u884c\u5904\u7406\u3002<\/li>\n<\/ol>\n<p>\u8fd9\u79cd\u8bbe\u8ba1\u7684\u7cbe\u5999\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u4e3a\u6240\u6709\u95ee\u9898\u7ef4\u62a4\u4e86\u4e00\u4e2a\u5171\u4eab\u7684\u4e0a\u4e0b\u6587\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5f53\u4e00\u4e2a\u77e5\u8bc6\u7a7a\u767d\u95ee\u9898\u88ab\u89e3\u51b3\u540e\uff0c\u83b7\u5f97\u7684\u77e5\u8bc6\u53ef\u4ee5\u7acb\u5373\u5e94\u7528\u4e8e\u6240\u6709\u540e\u7eed\u95ee\u9898\uff0c\u6700\u7ec8\u4e5f\u4f1a\u5e2e\u52a9\u6211\u4eec\u89e3\u51b3\u6700\u521d\u7684\u539f\u59cb\u95ee\u9898\u3002<\/p>\n<h4>FIFO \u961f\u5217 vs \u9012\u5f52<\/h4>\n<p>\u9664\u4e86 FIFO \u961f\u5217\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u91c7\u7528\u9012\u5f52\u7684\u65b9\u5f0f\uff0c\u8fd9\u5176\u5b9e\u5bf9\u5e94\u4e8e\u6df1\u5ea6\u4f18\u5148\u641c\u7d22\u7b56\u7565\u3002\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u201c\u77e5\u8bc6\u7a7a\u767d\u201d\u95ee\u9898\uff0c\u9012\u5f52\u90fd\u4f1a\u521b\u5efa\u4e00\u4e2a\u5168\u65b0\u7684\u8c03\u7528\u6808\uff0c\u62e5\u6709\u72ec\u7acb\u7684\u4e0a\u4e0b\u6587\u3002\u7cfb\u7edf\u5fc5\u987b\u5f7b\u5e95\u89e3\u51b3\u6bcf\u4e00\u4e2a\u77e5\u8bc6\u7a7a\u767d\u95ee\u9898\uff08\u53ca\u5176\u6240\u6709\u6f5c\u5728\u7684\u5b50\u95ee\u9898\uff09\u4e4b\u540e\uff0c\u624d\u80fd\u8fd4\u56de\u5230\u7236\u95ee\u9898\u3002<\/p>\n<p>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u4e00\u4e2a\u7b80\u5355\u7684 3 \u5c42\u6df1\u5ea6\u77e5\u8bc6\u7a7a\u767d\u95ee\u9898\u9012\u5f52\uff0c\u5706\u5708\u5185\u7684\u6570\u5b57\u6807\u6ce8\u4e86\u89e3\u51b3\u95ee\u9898\u7684\u987a\u5e8f\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5728\u9012\u5f52\u6a21\u5f0f\u4e0b\uff0c\u7cfb\u7edf\u5fc5\u987b\u5148\u5b8c\u5168\u89e3\u51b3 Q1\uff08\u53ca\u5176\u53ef\u80fd\u884d\u751f\u7684\u5b50\u95ee\u9898\uff09\uff0c\u624d\u80fd\u7ee7\u7eed\u5904\u7406\u5176\u4ed6\u95ee\u9898\uff01\u8fd9\u4e0e\u961f\u5217\u65b9\u6cd5\u5f62\u6210\u9c9c\u660e\u5bf9\u6bd4\uff0c\u961f\u5217\u65b9\u6cd5\u4f1a\u5728\u5904\u7406\u4e86 3 \u4e2a\u77e5\u8bc6\u7a7a\u767d\u95ee\u9898\u4e4b\u540e\uff0c\u5c31\u4f1a\u91cd\u65b0\u56de\u5230 Q1\u3002<\/p>\n<p>\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u6211\u4eec\u53d1\u73b0\u9012\u5f52\u65b9\u6cd5\u5f88\u96be\u63a7\u5236\u9884\u7b97\u3002\u56e0\u4e3a\u5b50\u95ee\u9898\u53ef\u80fd\u4f1a\u7ee7\u7eed\u884d\u751f\u65b0\u7684\u5b50\u95ee\u9898\uff0c\u6ca1\u6709\u660e\u786e\u7684\u6307\u5bfc\u539f\u5219\uff0c\u5f88\u96be\u786e\u5b9a\u5e94\u8be5\u4e3a\u5b83\u4eec\u5206\u914d\u591a\u5c11 Token \u9884\u7b97\u3002\u8ddf\u590d\u6742\u7684\u9884\u7b97\u63a7\u5236\u548c\u53ef\u80fd\u51fa\u73b0\u7684\u5ef6\u8fdf\u8fd4\u56de\u95ee\u9898\u6bd4\u8d77\u6765\uff0c\u9012\u5f52\u5e26\u6765\u7684\u6e05\u6670\u4e0a\u4e0b\u6587\u9694\u79bb\u4f18\u52bf\u5c31\u663e\u5f97\u6709\u70b9\u5fae\u4e0d\u8db3\u9053\u4e86\u3002\u76f8\u53cd\uff0cFIFO \u961f\u5217\u7684\u8bbe\u8ba1\u5219\u5f88\u597d\u5730\u5e73\u8861\u4e86\u6df1\u5ea6\u548c\u5e7f\u5ea6\uff0c\u786e\u4fdd\u7cfb\u7edf\u4e0d\u65ad\u79ef\u7d2f\u77e5\u8bc6\uff0c\u9010\u6b65\u6539\u8fdb\uff0c\u5e76\u6700\u7ec8\u56de\u5230\u539f\u59cb\u95ee\u9898\uff0c\u800c\u4e0d\u662f\u6df1\u9677\u4e8e\u6f5c\u5728\u7684\u65e0\u9650\u9012\u5f52\u6ce5\u6f6d\u91cc\u3002<\/p>\n<h3>\u67e5\u8be2\u91cd\u5199<\/h3>\n<p>\u6211\u4eec\u9047\u5230\u7684\u4e00\u4e2a\u9887\u6709\u610f\u601d\u7684\u6311\u6218\uff0c\u662f\u5982\u4f55\u6709\u6548\u5730\u91cd\u5199\u7528\u6237\u7684\u641c\u7d22\u67e5\u8be2\uff1a<\/p>\n<pre><code>\/\/\u00a0\u5728\u641c\u7d22\u884c\u4e3a\u5904\u7406\u5668\u4e2d\r\nif\u00a0(thisStep.action\u00a0===\u00a0'search')\u00a0{\r\n\u00a0\u00a0\/\/\u00a0\u641c\u7d22\u8bf7\u6c42\u53bb\u91cd\r\n\u00a0\u00a0const\u00a0uniqueRequests\u00a0=\u00a0await\u00a0dedupQueries(thisStep.searchRequests,\u00a0existingQueries);<\/code><\/pre>\n<p>\/\/\u00a0\u5c06\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u91cd\u5199\u4e3a\u66f4\u6709\u6548\u7684\u641c\u7d22\u8868\u8fbe\u5f0f<br \/>\nconst optimizedQueries = await rewriteQuery(uniqueRequests);<\/p>\n<p>\/\/ \u786e\u4fdd\u4e0d\u91cd\u590d\u4e4b\u524d\u7684\u641c\u7d22<\/p>\n<p>const newQueries = await dedupQueries(optimizedQueries, allKeywords);<\/p>\n<p>\/\/ \u6267\u884c\u641c\u7d22\u5e76\u5b58\u50a8\u7ed3\u679c<\/p>\n<p>for\u00a0(const\u00a0query\u00a0of\u00a0newQueries)\u00a0{<br \/>\nconst\u00a0results\u00a0=\u00a0await\u00a0searchEngine(query);<br \/>\nif\u00a0(results.length\u00a0&gt;\u00a00)\u00a0{<br \/>\nstoreResults(results);<br \/>\nallKeywords.push(query);<br \/>\n}<br \/>\n}<br \/>\n}<\/p>\n<p>\u6211\u4eec\u53d1\u73b0\uff0c<strong>\u67e5\u8be2\u91cd\u5199\u7684\u91cd\u8981\u6027\u8fdc\u8d85\u9884\u671f\uff0c\u751a\u81f3\u53ef\u4ee5\u8bf4\u662f\u51b3\u5b9a\u641c\u7d22\u7ed3\u679c\u8d28\u91cf\u7684\u6700\u5173\u952e\u56e0\u7d20\u4e4b\u4e00\u3002<\/strong>\u4e00\u4e2a\u4f18\u79c0\u7684\u67e5\u8be2\u91cd\u5199\u5668\uff0c\u4e0d\u4ec5\u80fd\u5c06\u7528\u6237\u7684\u81ea\u7136\u8bed\u8a00\u8f6c\u5316\u4e3a\u66f4\u9002\u5408 <a href=\"https:\/\/www.kdjingpai.com\/bm25\/\">BM25<\/a> \u7b97\u6cd5\u5904\u7406\u7684\u5173\u952e\u8bcd\u5f62\u5f0f\uff0c\u8fd8\u80fd\u6269\u5c55\u67e5\u8be2\uff0c\u4ece\u800c\u8986\u76d6\u4e0d\u540c\u8bed\u8a00\u3001\u8bed\u8c03\u548c\u5185\u5bb9\u683c\u5f0f\u4e0b\u7684\u66f4\u591a\u6f5c\u5728\u7b54\u6848\u3002<\/p>\n<p>\u5728\u67e5\u8be2\u53bb\u91cd\u65b9\u9762\uff0c\u6211\u4eec\u6700\u521d\u5c1d\u8bd5\u8fc7\u57fa\u4e8e LLM \u7684\u65b9\u6848\uff0c\u4f46\u53d1\u73b0\u96be\u4ee5\u7cbe\u786e\u63a7\u5236\u76f8\u4f3c\u5ea6\u9608\u503c\uff0c\u6548\u679c\u5e76\u4e0d\u7406\u60f3\u3002\u6700\u7ec8\uff0c\u6211\u4eec\u9009\u62e9\u4e86 <code>jina-embeddings-v3<\/code>\u3002\u5b83\u5728\u8bed\u4e49\u6587\u672c\u76f8\u4f3c\u5ea6\u4efb\u52a1\u4e0a\u7684\u51fa\u8272\u8868\u73b0\uff0c\u8ba9\u6211\u4eec\u5f97\u4ee5\u8f7b\u677e\u5b9e\u73b0\u8de8\u8bed\u8a00\u53bb\u91cd\uff0c\u800c\u4e14\u4e0d\u5fc5\u62c5\u5fc3\u975e\u82f1\u8bed\u67e5\u8be2\u88ab\u8bef\u5224\u8fc7\u6ee4\u3002\u8bf4\u6765\u4e5f\u5de7\uff0c\u6700\u7ec8\u53d1\u6325\u5173\u952e\u4f5c\u7528\u7684\uff0c\u5c45\u7136\u662f Embedding \u6a21\u578b\u3002\u4e00\u5f00\u59cb\u6211\u4eec\u4e5f\u6ca1\u6253\u7b97\u628a\u5b83\u7528\u4e8e\u5185\u5b58\u68c0\u7d22\uff0c\u4f46\u610f\u5916\u5730\u53d1\u73b0\u5b83\u5728\u53bb\u91cd\u4efb\u52a1\u4e0a\u8868\u73b0\u5f97\u975e\u5e38\u9ad8\u6548\u3002<\/p>\n<h3>\u722c\u53d6\u7f51\u9875\u5185\u5bb9<\/h3>\n<p>\u7f51\u9875\u6293\u53d6\u548c\u5185\u5bb9\u5904\u7406\u4e5f\u662f\u81f3\u5173\u91cd\u8981\u7684\u4e00\u73af\uff0c\u6211\u4eec\u5728\u6b64\u4f7f\u7528\u4e86 <a href=\"https:\/\/www.kdjingpai.com\/reader-api\/\">Jina Reader<\/a> API\u3002\u9664\u4e86\u5b8c\u6574\u7684\u7f51\u9875\u5185\u5bb9\uff0c\u6211\u4eec\u8fd8\u4f1a\u6536\u96c6\u641c\u7d22\u5f15\u64ce\u8fd4\u56de\u7684\u6458\u8981\u7247\u6bb5\uff0c\u4f5c\u4e3a\u540e\u7eed\u63a8\u7406\u7684\u8f85\u52a9\u4fe1\u606f\u3002\u8fd9\u4e9b\u7247\u6bb5\u53ef\u4ee5\u770b\u4f5c\u662f\u5bf9\u7f51\u9875\u5185\u5bb9\u7684\u7cbe\u7b80\u6982\u62ec\u3002<\/p>\n<pre><code>\/\/\u00a0\u8bbf\u95ee\u884c\u4e3a\u5904\u7406\u5668\r\nasync\u00a0function\u00a0handleVisitAction(URLs)\u00a0{\r\n\u00a0\u00a0\/\/\u00a0\u89c4\u8303\u5316\u5e76\u8fc7\u6ee4\u5df2\u8bbf\u95ee\u8fc7\u7684\u00a0URL\r\n\u00a0\u00a0const\u00a0uniqueURLs\u00a0=\u00a0normalizeAndFilterURLs(URLs);<\/code><\/pre>\n<p>\/\/\u00a0\u5e76\u884c\u5904\u7406\u6bcf\u4e2a\u00a0URL<br \/>\nconst\u00a0results\u00a0=\u00a0await\u00a0Promise.all(uniqueURLs.map(async\u00a0url\u00a0=&gt;\u00a0{<br \/>\ntry\u00a0{<br \/>\n\/\/\u00a0\u83b7\u53d6\u5e76\u63d0\u53d6\u5185\u5bb9<br \/>\nconst content = await readUrl(url);<\/p>\n<p>\/\/ \u5b58\u50a8\u4e3a\u77e5\u8bc6<\/p>\n<p>addToKnowledge(`What is in ${url}?`, content, [url], &#8216;url&#8217;);<\/p>\n<p>return {url, success: true};<\/p>\n<p>}\u00a0catch\u00a0(error)\u00a0{<br \/>\nreturn\u00a0{url,\u00a0success:\u00a0false};<br \/>\n}\u00a0finally\u00a0{<br \/>\nvisitedURLs.push(url);<br \/>\n}<br \/>\n}));<\/p>\n<p>\/\/ \u6839\u636e\u7ed3\u679c\u66f4\u65b0\u65e5\u5fd7<\/p>\n<p>updateDiaryWithVisitResults(results);<br \/>\n}<\/p>\n<p>\u4e3a\u4e86\u65b9\u4fbf\u8ffd\u8e2a\uff0c\u6211\u4eec\u5bf9 URL \u8fdb\u884c\u4e86\u89c4\u8303\u5316\uff0c\u5e76\u9650\u5236\u4e86\u6bcf\u4e2a\u6b65\u9aa4\u8bbf\u95ee\u7684 URL \u6570\u91cf\uff0c\u4ee5\u63a7\u5236\u4ee3\u7406\u7684\u5185\u5b58\u5360\u7528\u3002<\/p>\n<h3>\u5185\u5b58\u7ba1\u7406<\/h3>\n<p>\u591a\u6b65\u63a8\u7406\u7684\u4e00\u4e2a\u5173\u952e\u6311\u6218\u662f\u5982\u4f55\u6709\u6548\u7ba1\u7406\u4ee3\u7406\u5185\u5b58\u3002\u6211\u4eec\u8bbe\u8ba1\u7684\u5185\u5b58\u7cfb\u7edf\u533a\u5206\u4e86\u4ec0\u4e48\u7b97\u4f5c&#8221;\u8bb0\u5fc6&#8221;\uff0c\u4ec0\u4e48\u7b97\u4f5c&#8221;\u77e5\u8bc6&#8221;\u3002\u4f46\u65e0\u8bba\u5982\u4f55\uff0c\u5b83\u4eec\u90fd\u662f LLM \u63d0\u793a\u8bcd\u4e0a\u4e0b\u6587\u7684\u4e00\u90e8\u5206\uff0c\u7528\u4e0d\u540c\u7684 XML \u6807\u7b7e\u5206\u9694\uff1a<\/p>\n<pre><code>\/\/\u00a0\u6dfb\u52a0\u77e5\u8bc6\u6761\u76ee\r\nfunction\u00a0addToKnowledge(question,\u00a0answer,\u00a0references,\u00a0type)\u00a0{\r\n\u00a0\u00a0allKnowledge.push({\r\n\u00a0\u00a0\u00a0\u00a0question:\u00a0question,\r\n\u00a0\u00a0\u00a0\u00a0answer:\u00a0answer,\r\n\u00a0\u00a0\u00a0\u00a0references:\u00a0references,\r\n\u00a0\u00a0\u00a0\u00a0type:\u00a0type,\u00a0\u00a0\/\/\u00a0'qa',\u00a0'url',\u00a0'coding',\u00a0'side-info'\r\n\u00a0\u00a0\u00a0\u00a0updated:\u00a0new\u00a0Date().toISOString()\r\n\u00a0\u00a0});\r\n}<\/code><\/pre>\n<p>\/\/\u00a0\u8bb0\u5f55\u6b65\u9aa4\u5230\u65e5\u5fd7<br \/>\nfunction\u00a0addToDiary(step,\u00a0action,\u00a0question,\u00a0result,\u00a0evaluation)\u00a0{<br \/>\ndiaryContext.push(`<br \/>\n\u7b2c\u00a0${step}\u00a0\u6b65\uff0c\u4f60\u5bf9\u95ee\u9898\uff1a\u201c${question}\u201d\u00a0\u91c7\u53d6\u4e86\u00a0**${action}**\u00a0\u884c\u52a8\u3002<br \/>\n[\u8be6\u60c5\u4e0e\u7ed3\u679c]<br \/>\n[\u8bc4\u4f30\uff08\u5982\u6709\uff09]<br \/>\n`);<br \/>\n}<\/p>\n<p>\u8003\u8651\u5230 2025 \u5e74 LLM \u7684\u8d85\u957f\u4e0a\u4e0b\u6587\u8d8b\u52bf\uff0c\u6211\u4eec\u9009\u62e9\u653e\u5f03\u5411\u91cf\u6570\u636e\u5e93\uff0c\u8f6c\u800c\u91c7\u7528\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u7684\u65b9\u6cd5\u3002Agent \u7684\u8bb0\u5fc6\u7531\u4e0a\u4e0b\u6587\u7a97\u53e3\u5185\u7684\u4e09\u90e8\u5206\u7ec4\u6210\uff1a\u83b7\u5f97\u7684\u77e5\u8bc6\u3001\u8bbf\u95ee\u8fc7\u7684\u7f51\u7ad9\u4ee5\u53ca\u5931\u8d25\u5c1d\u8bd5\u7684\u65e5\u5fd7\u3002\u8fd9\u79cd\u65b9\u6cd5\u8ba9 Agent \u80fd\u591f\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u76f4\u63a5\u8bbf\u95ee\u5b8c\u6574\u7684\u5386\u53f2\u8bb0\u5f55\u548c\u77e5\u8bc6\u72b6\u6001\uff0c\u65e0\u9700\u989d\u5916\u7684\u68c0\u7d22\u6b65\u9aa4\u3002<\/p>\n<h3>\u7b54\u6848\u8bc4\u4f30<\/h3>\n<p><strong>\u6211\u4eec\u8fd8\u53d1\u73b0\uff0c\u7b54\u6848\u751f\u6210\u548c\u8bc4\u4f30\u653e\u5728\u4e0d\u540c\u7684\u63d0\u793a\u8bcd\u4e2d\u5b8c\u6210\u6548\u679c\u66f4\u597d\u3002<\/strong>\u5728\u6211\u4eec\u7684\u5b9e\u73b0\u4e2d\uff0c\u5f53\u6536\u5230\u65b0\u95ee\u9898\u65f6\uff0c\u6211\u4eec\u9996\u5148\u786e\u5b9a\u8bc4\u4f30\u6807\u51c6\uff0c\u7136\u540e\u9010\u4e00\u8fdb\u884c\u8bc4\u4f30\u3002\u8bc4\u4f30\u5668\u4f1a\u53c2\u8003\u5c11\u91cf\u793a\u4f8b\u6765\u8fdb\u884c\u4e00\u81f4\u6027\u8bc4\u4f30\uff0c\u8fd9\u6bd4\u81ea\u6211\u8bc4\u4f30\u66f4\u53ef\u9760\u3002<\/p>\n<pre><code>\/\/\u00a0\u72ec\u7acb\u8bc4\u4f30\u9636\u6bb5\r\nasync\u00a0function\u00a0evaluateAnswer(question,\u00a0answer,\u00a0metrics,\u00a0context)\u00a0{\r\n\u00a0\u00a0\/\/\u00a0\u6839\u636e\u95ee\u9898\u7c7b\u578b\u786e\u5b9a\u8bc4\u4f30\u6807\u51c6\r\n\u00a0\u00a0const\u00a0evaluationCriteria\u00a0=\u00a0await\u00a0determineEvaluationCriteria(question);<\/code><\/pre>\n<p>\/\/\u00a0\u9010\u4e00\u8bc4\u4f30\u6bcf\u4e2a\u6807\u51c6<br \/>\nconst\u00a0results\u00a0=\u00a0[];<br \/>\nfor\u00a0(const\u00a0criterion\u00a0of\u00a0evaluationCriteria)\u00a0{<br \/>\nconst\u00a0result\u00a0=\u00a0await\u00a0evaluateSingleCriterion(criterion,\u00a0question,\u00a0answer,\u00a0context);<br \/>\nresults.push(result);<br \/>\n}<\/p>\n<p>\/\/ \u5224\u65ad\u7b54\u6848\u662f\u5426\u901a\u8fc7\u6574\u4f53\u8bc4\u4f30<\/p>\n<p>return\u00a0{<br \/>\npass:\u00a0results.every(r\u00a0=&gt;\u00a0r.pass),<br \/>\nthink:\u00a0results.map(r\u00a0=&gt;\u00a0r.reasoning).join(&#8216;n&#8217;)<br \/>\n};<br \/>\n}<\/p>\n<p><span style=\"font-size: 20px; font-weight: bold;\">\u9884\u7b97\u63a7\u5236<\/span><\/p>\n<p><strong>\u9884\u7b97\u63a7\u5236\u5e76\u975e\u4ec5\u4ec5\u4e3a\u4e86\u8282\u7701\u6210\u672c\uff0c\u800c\u662f\u8981\u786e\u4fdd\u7cfb\u7edf\u5728\u9884\u7b97\u8017\u5c3d\u524d\u5145\u5206\u5904\u7406\u95ee\u9898\uff0c\u907f\u514d\u8fc7\u65e9\u8fd4\u56de\u7b54\u6848\u3002<\/strong>\u81ea DeepSeek-R1 \u53d1\u5e03\u4ee5\u6765\uff0c\u6211\u4eec\u5bf9\u9884\u7b97\u63a7\u5236\u7684\u601d\u8def\u5df2\u7ecf\u4ece\u5355\u7eaf\u7684\u8282\u7701\u9884\u7b97\u8f6c\u5411\u4e86\u9f13\u52b1\u66f4\u6df1\u5165\u7684\u601d\u8003\uff0c\u529b\u6c42\u9ad8\u8d28\u91cf\u7684\u7b54\u6848\u3002<\/p>\n<p>\u5728\u6211\u4eec\u7684\u5b9e\u73b0\u4e2d\uff0c\u6211\u4eec\u660e\u786e\u8981\u6c42\u7cfb\u7edf\u5728\u5c1d\u8bd5\u56de\u7b54\u4e4b\u524d\u8bc6\u522b\u77e5\u8bc6\u7f3a\u53e3\u3002<\/p>\n<pre><code>if\u00a0(thisStep.action\u00a0===\u00a0'reflect'\u00a0&amp;&amp;\u00a0thisStep.questionsToAnswer)\u00a0{\r\n\u00a0\u00a0\/\/\u00a0\u5f3a\u5236\u6df1\u5165\u63a8\u7406\uff0c\u6dfb\u52a0\u5b50\u95ee\u9898\r\n\u00a0\u00a0gaps.push(...newGapQuestions);\r\n\u00a0\u00a0gaps.push(question);\u00a0\u00a0\/\/\u00a0\u522b\u5fd8\u4e86\u539f\u59cb\u95ee\u9898\r\n}\r\n<\/code><\/pre>\n<p>\u901a\u8fc7\u7075\u6d3b\u542f\u7528\u548c\u7981\u7528\u67d0\u4e9b\u64cd\u4f5c\uff0c\u6211\u4eec\u53ef\u4ee5\u5f15\u5bfc\u7cfb\u7edf\u8fd0\u7528\u80fd\u591f\u52a0\u6df1\u63a8\u7406\u7684\u5de5\u5177\u3002<\/p>\n<pre><code>\/\/\u00a0\u5728\u56de\u7b54\u5931\u8d25\u540e\r\nallowAnswer\u00a0=\u00a0false;\u00a0\u00a0\/\/\u00a0\u5f3a\u5236\u4ee3\u7406\u8fdb\u884c\u641c\u7d22\u6216\u53cd\u601d\r\n<\/code><\/pre>\n<p>\u4e3a\u4e86\u907f\u514d\u5728\u65e0\u6548\u8def\u5f84\u4e0a\u6d6a\u8d39 token\uff0c\u6211\u4eec\u9650\u5236\u4e86\u5931\u8d25\u5c1d\u8bd5\u7684\u6b21\u6570\u3002\u5f53\u63a5\u8fd1\u9884\u7b97\u4e0a\u9650\u65f6\uff0c\u6211\u4eec\u4f1a\u542f\u52a8\u201c\u91ce\u517d\u6a21\u5f0f\u201d\uff0c\u786e\u4fdd\u65e0\u8bba\u5982\u4f55\u90fd\u7ed9\u51fa\u4e00\u4e2a\u7b54\u6848\uff0c\u907f\u514d\u7a7a\u624b\u800c\u5f52\u3002<\/p>\n<pre><code>\/\/\u00a0\u542f\u52a8\u91ce\u517d\u6a21\u5f0f\r\nif\u00a0(!thisStep.isFinal\u00a0&amp;&amp;\u00a0badAttempts\u00a0&gt;=\u00a0maxBadAttempts)\u00a0{\r\n\u00a0\u00a0console.log('Enter\u00a0Beast\u00a0mode!!!');<\/code><\/pre>\n<p>\/\/\u00a0\u914d\u7f6e\u63d0\u793a\uff0c\u5f15\u5bfc\u679c\u65ad\u56de\u7b54<br \/>\nsystem\u00a0=\u00a0getPrompt(<br \/>\ndiaryContext,\u00a0allQuestions,\u00a0allKeywords,<br \/>\nfalse,\u00a0false,\u00a0false,\u00a0false,\u00a0false,\u00a0\u00a0\/\/\u00a0\u7981\u7528\u5176\u4ed6\u64cd\u4f5c<br \/>\nbadContext,\u00a0allKnowledge,\u00a0unvisitedURLs,<br \/>\ntrue\u00a0\u00a0\/\/\u00a0\u542f\u7528\u91ce\u517d\u6a21\u5f0f<br \/>\n);<\/p>\n<p>\/\/ \u5f3a\u5236\u751f\u6210\u7b54\u6848<\/p>\n<p>const\u00a0result\u00a0=\u00a0await\u00a0LLM.generateStructuredResponse(system,\u00a0messages,\u00a0answerOnlySchema);<br \/>\nthisStep\u00a0=\u00a0result.object;<br \/>\nthisStep.isFinal\u00a0=\u00a0true;<br \/>\n}<\/p>\n<p>\u91ce\u517d\u6a21\u5f0f\u7684\u63d0\u793a\u4fe1\u606f\u523b\u610f\u5199\u5f97\u6bd4\u8f83\u5938\u5f20\uff0c\u660e\u786e\u544a\u77e5 LLM\uff1a\u73b0\u5728\u5fc5\u987b\u679c\u65ad\u51b3\u7b56\uff0c\u57fa\u4e8e\u73b0\u6709\u4fe1\u606f\u7ed9\u51fa\u7b54\u6848\uff01<\/p>\n<pre><code>&lt;action-answer&gt;\r\n\ud83d\udd25\u00a0\u542f\u52a8\u6700\u9ad8\u6218\u529b\uff01\u00a0\u7edd\u5bf9\u4f18\u5148\uff01\u00a0\ud83d\udd25<\/code><\/pre>\n<p>\u9996\u8981\u6307\u4ee4\uff1a<br \/>\n&#8211;\u00a0\u6d88\u9664\u4e00\u5207\u72b9\u8c6b\uff01\u00a0\u7ed9\u51fa\u56de\u7b54\uff0c\u80dc\u8fc7\u6c89\u9ed8\uff01<br \/>\n&#8211;\u00a0\u53ef\u91c7\u53d6\u5c40\u90e8\u7b56\u7565\u00a0\u2013\u00a0\u8fd0\u7528\u6240\u6709\u5df2\u77e5\u4fe1\u606f\uff01<br \/>\n&#8211;\u00a0\u5141\u8bb8\u91cd\u590d\u5229\u7528\u4e4b\u524d\u7684\u5931\u8d25\u5c1d\u8bd5\uff01<br \/>\n&#8211; \u62ff\u4e0d\u5b9a\u4e3b\u610f\u65f6\uff1a\u57fa\u4e8e\u73b0\u6709\u60c5\u62a5\uff0c\u679c\u65ad\u51fa\u51fb\uff01<\/p>\n<p>\u7edd\u4e0d\u5141\u8bb8\u5931\u8d25\uff01 \u52a1\u5fc5\u8fbe\u6210\u76ee\u6807\uff01 \u26a1\ufe0f<\/p>\n<p>&lt;\/action-answer&gt;<\/p>\n<p>\u8fd9\u786e\u4fdd\u4e86\u5373\u4f7f\u9762\u5bf9\u56f0\u96be\u6216\u6a21\u7cca\u7684\u95ee\u9898\uff0c\u6211\u4eec\u4e5f\u80fd\u7ed9\u51fa\u4e00\u4e2a\u53ef\u7528\u7684\u7b54\u6848\uff0c\u800c\u4e0d\u662f\u4e00\u65e0\u6240\u83b7\u3002<\/p>\n<h2>\u7ed3\u8bba<\/h2>\n<p>DeepSearch \u53ef\u4ee5\u8bf4\u662f\u641c\u7d22\u6280\u672f\u5728\u5e94\u5bf9\u590d\u6742\u67e5\u8be2\u65b9\u9762\u7684\u4e00\u6b21\u91cd\u8981\u7a81\u7834\u3002\u5b83\u5c06\u6574\u4e2a\u6d41\u7a0b\u62c6\u89e3\u4e3a\u72ec\u7acb\u7684\u641c\u7d22\u3001\u9605\u8bfb\u548c\u63a8\u7406\u6b65\u9aa4\uff0c\u514b\u670d\u4e86\u4f20\u7edf\u5355\u8f6e RAG \u6216\u591a\u8df3\u95ee\u7b54\u7cfb\u7edf\u8bf8\u591a\u5c40\u9650\u3002<\/p>\n<p>\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u4e5f\u5728\u4e0d\u65ad\u53cd\u601d\uff1a\u7ad9\u5728 2025 \u5e74\u7684\u65f6\u95f4\u8282\u70b9\uff0c\u9762\u5bf9 DeepSeek-R1 \u53d1\u5e03\u540e\u6574\u4e2a\u641c\u7d22\u884c\u4e1a\u7684\u5267\u53d8\uff0c\u672a\u6765\u7684\u641c\u7d22\u6280\u672f\u5e95\u5ea7\u5e94\u8be5\u662f\u4ec0\u4e48\u6837\u7684\uff1f\u73b0\u5728\u6d8c\u73b0\u4e86\u54ea\u4e9b\u65b0\u7684\u9700\u6c42\uff1f\u54ea\u4e9b\u9700\u6c42\u5df2\u7ecf\u8fc7\u65f6\uff1f\u54ea\u4e9b\u9700\u6c42\u5176\u5b9e\u662f\u4f2a\u9700\u6c42\uff1f<\/p>\n<p>\u56de\u987e DeepSearch \u7684\u6574\u4e2a\u5b9e\u73b0\u8fc7\u7a0b\uff0c\u6211\u4eec\u8ba4\u771f\u603b\u7ed3\u51fa\u4e86\uff1a\u54ea\u4e9b\u662f\u610f\u6599\u4e4b\u4e2d\u3001\u5fc5\u4e0d\u53ef\u5c11\u7684\u8981\u7d20\uff0c\u54ea\u4e9b\u662f\u5f53\u521d\u60f3\u5f53\u7136\u3001\u5b9e\u9645\u4e0a\u5e76\u4e0d\u9700\u8981\u7684\uff0c\u4ee5\u53ca\u54ea\u4e9b\u662f\u5b8c\u5168\u6ca1\u9884\u6599\u5230\u3001\u6700\u7ec8\u5374\u53d8\u5f97\u81f3\u5173\u91cd\u8981\u7684\u3002<\/p>\n<p>\u9996\u5148\uff0c<strong>\u4e00\u4e2a\u80fd\u751f\u6210\u89c4\u8303\u683c\u5f0f\u8f93\u51fa\uff08\u6bd4\u5982 JSON Schema\uff09\u7684\u957f\u4e0a\u4e0b\u6587 LLM \u662f\u975e\u5e38\u5fc5\u8981\u7684<\/strong>\u3002\u4e5f\u8bb8\u8fd8\u9700\u8981\u4e00\u4e2a\u63a8\u7406\u6a21\u578b\uff0c\u63d0\u5347\u884c\u52a8\u63a8\u7406\u548c\u67e5\u8be2\u6269\u5c55\u7684\u80fd\u529b\u3002<\/p>\n<p><strong>\u67e5\u8be2\u6269\u5c55\u4e5f\u7edd\u5bf9\u662f\u521a\u9700<\/strong>\uff0c\u65e0\u8bba\u662f\u4f7f\u7528 SLM\u3001LLM\uff0c\u8fd8\u662f\u4e13\u95e8\u7684\u63a8\u7406\u6a21\u578b\u6765\u5b9e\u73b0\uff0c\u90fd\u662f\u7ed5\u4e0d\u5f00\u7684\u73af\u8282\u3002\u4f46\u505a\u4e86\u8fd9\u4e2a\u9879\u76ee\u540e\uff0c\u6211\u4eec\u53d1\u73b0 SLM \u53ef\u80fd\u4e0d\u592a\u9002\u5408\u8fd9\u4e2a\u4efb\u52a1\uff0c\u56e0\u4e3a\u67e5\u8be2\u62d3\u5c55\u5fc5\u987b\u662f\u5929\u751f\u652f\u6301\u591a\u8bed\u8a00\u7684\uff0c\u800c\u4e14\u4e0d\u80fd\u4ec5\u4ec5\u5c40\u9650\u4e8e\u7b80\u5355\u7684\u540c\u4e49\u8bcd\u66ff\u6362\u6216\u5173\u952e\u8bcd\u63d0\u53d6\u3002\u5b83\u5f97\u8db3\u591f\u5168\u9762\uff0c\u5177\u5907\u6db5\u76d6\u591a\u8bed\u8a00\u7684 Token \u57fa\u7840\uff08\u8fd9\u6837\u89c4\u6a21\u5f88\u5bb9\u6613\u8fbe\u5230 3 \u4ebf\u53c2\u6570\uff09\uff0c\u8fd8\u5f97\u8db3\u591f\u667a\u80fd\uff0c\u80fd\u591f\u8df3\u51fa\u601d\u7ef4\u5b9a\u52bf\u3002\u6240\u4ee5\uff0c\u5355\u9760 SLM \u8fdb\u884c\u67e5\u8be2\u6269\u5c55\u53ef\u80fd\u662f\u884c\u4e0d\u901a\u7684\u3002<\/p>\n<p><strong>\u7f51\u9875\u641c\u7d22\u548c\u7f51\u9875\u9605\u8bfb\u80fd\u529b\uff0c\u6beb\u65e0\u7591\u95ee\u662f\u91cd\u4e2d\u4e4b\u91cd<\/strong>\uff0c\u5e78\u597d\u6211\u4eec\u7684 [Reader (r.jina.ai)] \u8868\u73b0\u975e\u5e38\u51fa\u8272\uff0c\u4e0d\u4ec5\u529f\u80fd\u5f3a\u5927\uff0c\u800c\u4e14\u6709\u826f\u597d\u7684\u6269\u5c55\u6027\uff0c\u8fd9\u4e5f\u6fc0\u53d1\u6211\u5bf9\u5982\u4f55\u6539\u8fdb\u6211\u4eec\u7684\u641c\u7d22\u7aef\u70b9\uff08<code>s.jina.ai<\/code>\uff09\u7684\u8bf8\u591a\u7075\u611f\uff0c\u5728\u4e0b\u4e00\u6b21\u8fed\u4ee3\u4e2d\u53ef\u4ee5\u91cd\u70b9\u4f18\u5316\u3002<\/p>\n<p><strong>\u5411\u91cf\u6a21\u578b\u662f\u6709\u7528\u7684\uff0c\u4f46\u7528\u5230\u7684\u5730\u65b9\u5b8c\u5168\u51fa\u4e4e\u610f\u6599\u3002<\/strong> \u6211\u4eec\u672c\u6765\u4ee5\u4e3a\u5b83\u4f1a\u7528\u4e8e\u5185\u5b58\u68c0\u7d22\uff0c\u6216\u8005\u914d\u5408\u5411\u91cf\u6570\u636e\u5e93\u6765\u538b\u7f29\u4e0a\u4e0b\u6587\uff0c\u4f46\u4e8b\u5b9e\u8bc1\u660e\u90fd\u4e0d\u9700\u8981\u3002\u6700\u7ec8\uff0c\u6211\u4eec\u53d1\u73b0\u5c06\u5411\u91cf\u6a21\u578b\u7528\u4e8e\u53bb\u91cd\u6548\u679c\u6700\u597d\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a STS\uff08\u8bed\u4e49\u6587\u672c\u76f8\u4f3c\u5ea6\uff09\u4efb\u52a1\u3002\u7531\u4e8e\u67e5\u8be2\u548c\u77e5\u8bc6\u7f3a\u53e3\u7684\u6570\u91cf\u901a\u5e38\u5728\u6570\u767e\u4e2a\u8303\u56f4\u5185\uff0c\u4e0d\u9700\u8981\u52a8\u7528\u5411\u91cf\u6570\u636e\u5e93\uff0c\u76f4\u63a5\u5728\u5185\u5b58\u4e2d\u8ba1\u7b97\u4f59\u5f26\u76f8\u4f3c\u5ea6\u5c31\u5b8c\u5168\u8db3\u591f\u4e86\u3002<\/p>\n<p><strong>\u6211\u4eec\u6ca1\u6709\u91c7\u7528 Reranker \u6a21\u578b<\/strong>\uff0c\u4f46\u4ece\u7406\u8bba\u4e0a\u8bb2\uff0c\u5b83\u53ef\u4ee5\u6839\u636e\u67e5\u8be2\u3001URL \u6807\u9898\u548c\u6458\u8981\u7247\u6bb5\u6765\u8f85\u52a9\u5224\u65ad\u54ea\u4e9b URL \u5e94\u8be5\u4f18\u5148\u8bbf\u95ee\u3002\u5bf9\u4e8e Embeddings \u548c Reranker \u6a21\u578b\u6765\u8bf4\uff0c\u591a\u8bed\u8a00\u80fd\u529b\u662f\u57fa\u672c\u8981\u6c42\uff0c\u56e0\u4e3a\u67e5\u8be2\u548c\u95ee\u9898\u90fd\u662f\u591a\u8bed\u8a00\u7684\u3002\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u5bf9 Embeddings \u548c Reranker \u6a21\u578b\u6709\u4e00\u5b9a\u5e2e\u52a9\uff0c\u4f46\u5e76\u975e\u51b3\u5b9a\u6027\u7684\u56e0\u7d20\u3002\u6211\u4eec\u6ca1\u6709\u9047\u5230\u4efb\u4f55\u7531\u5411\u91cf\u4f7f\u7528\u5bfc\u81f4\u7684\u95ee\u9898\uff0c\u8fd9\u53ef\u80fd\u5f97\u76ca\u4e8e <code>jina-embeddings-v3<\/code> \u4f18\u79c0\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u8fbe\u5230\u4e86 8192 token\uff09\u3002\u7efc\u5408\u6765\u770b\uff0c<code>jina-embeddings-v3<\/code> \u548c <code>jina-reranker-v2-base-multilingual<\/code> \u4ecd\u7136\u662f\u6211\u7684\u9996\u9009\uff0c\u5b83\u4eec\u5177\u5907\u591a\u8bed\u8a00\u652f\u6301\u3001SOTA \u6027\u80fd\uff0c\u4ee5\u53ca\u826f\u597d\u7684\u957f\u4e0a\u4e0b\u6587\u5904\u7406\u80fd\u529b\u3002<\/p>\n<p><strong>Agent \u6846\u67b6\u6700\u7ec8\u88ab\u8bc1\u660e\u662f\u4e0d\u5fc5\u8981\u7684\u3002<\/strong> \u5728\u7cfb\u7edf\u8bbe\u8ba1\u4e0a\uff0c\u6211\u4eec\u66f4\u503e\u5411\u4e8e\u8d34\u8fd1 LLM \u7684\u539f\u751f\u80fd\u529b\uff0c\u907f\u514d\u5f15\u5165\u4e0d\u5fc5\u8981\u7684\u62bd\u8c61\u5c42\u3002Vercel AI SDK \u5728\u9002\u914d\u4e0d\u540c LLM \u4f9b\u5e94\u5546\u65b9\u9762\u63d0\u4f9b\u4e86\u5f88\u5927\u7684\u4fbf\u5229\uff0c\u6781\u5927\u5730\u51cf\u5c11\u4e86\u5f00\u53d1\u5de5\u4f5c\u91cf\uff0c\u53ea\u9700\u4fee\u6539\u4e00\u884c\u4ee3\u7801\u5373\u53ef\u5728 <a href=\"https:\/\/www.kdjingpai.com\/geminibardgubu\/\">Gemini<\/a> Studio\u3001OpenAI \u548c Google Vertex AI \u4e4b\u95f4\u5207\u6362\u3002\u4ee3\u7406\u5185\u5b58\u7ba1\u7406\u662f\u6709\u610f\u4e49\u7684\uff0c\u4f46\u4e3a\u6b64\u5f15\u5165\u4e13\u95e8\u7684\u6846\u67b6\u8fd8\u503c\u5f97\u5546\u69b7\u3002\u6211\u4e2a\u4eba\u8ba4\u4e3a\uff0c\u8fc7\u5ea6\u4f9d\u8d56\u6846\u67b6\u53ef\u80fd\u4f1a\u5728 LLM \u548c\u5f00\u53d1\u8005\u4e4b\u95f4\u7b51\u8d77\u4e00\u9053\u5c4f\u969c\uff0c\u5176\u63d0\u4f9b\u7684\u8bed\u6cd5\u7cd6\u53ef\u80fd\u4f1a\u6210\u4e3a\u5f00\u53d1\u8005\u7684\u8d1f\u62c5\u3002\u8bb8\u591a LLM\/RAG \u6846\u67b6\u5df2\u7ecf\u9a8c\u8bc1\u4e86\u8fd9\u4e00\u70b9\u3002\u62e5\u62b1 LLM \u7684\u539f\u751f\u80fd\u529b\uff0c\u907f\u514d\u88ab\u6846\u67b6\u675f\u7f1a\uff0c\u624d\u662f\u66f4\u660e\u667a\u7684\u9009\u62e9\u3002<\/p>\n<p>\u672c\u7bc7\u6587\u7ae0\u6765\u6e90\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7: Jina AI<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd9\u624d 2 \u6708\u4efd\uff0c\u6df1\u5ea6\u641c\u7d22\uff08Deep Search\uff09\u5c31\u5df2\u7ecf\u9690\u9690\u6210\u4e3a 2025 \u5e74\u7684\u65b0\u641c\u7d22\u6807\u51c6\u4e86\u3002\u50cf\u8c37\u6b4c\u548c OpenAI \u8fd9\u6837\u7684\u5de8\u5934\uff0c\u7eb7\u7eb7\u4eae\u51fa\u81ea\u5df1\u7684\u201cDeep Research\u201d\u4ea7\u54c1\uff0c\u52aa\u529b\u62a2\u5360\u8fd9\u6ce2\u6280\u672f\u6d6a\u6f6e\u7684\u5148\u673a\u3002\uff08\u6211\u4eec\u4e5f\u5f88\u81ea\u8c6a\uff0c\u5728\u540c\u4e00\u5929\u4e5f\u53d1\u5e03\u4e86&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-27077","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/27077","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=27077"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/27077\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=27077"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=27077"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=27077"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}