![\"\"](\"https:\/\/www.52xt.com\/wp-content\/uploads\/2025\/01\/25060659401.png\")
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AI\u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1
\n\u200b\u6a21\u578b\u8bad\u7ec3-RAG-Agent-AI\u9879\u76ee\u5b9e\u6218-\u884c\u4e1a\u843d\u5730\u8bfe
\n40\u8282\u5927\u6a21\u578b\u8ba4\u77e5\u3001\u7b97\u6cd5\u3001\u4ee3\u7801\u3001\u884c\u4e1a\u843d\u5730\u8bfe<\/p>\n
![\"\"](\"https:\/\/www.52xt.com\/wp-content\/uploads\/2025\/01\/25060740202-scaled.jpg\")
<\/p>\n\u8bfe\u7a0b\u76ee\u5f55<\/strong><\/h3>\n
![\"\"](\"https:\/\/www.52xt.com\/wp-content\/uploads\/2025\/01\/25060812419-scaled.jpg\")
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<\/div>\n[10]-\u7b2c\u4e8c\u8bfe\uff1aNaive RAG\u4e0elangchain\u5b9e\u8df5.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[11]-\u7b2c\u4e09\u8bfe\uff1a\u9ad8\u7ea7RAG\uff08\u4e00\uff09\u5c42\u6b21\u7d22\u5f15\uff0c\u53e5\u5b50\u7a97\u53e3\uff0c\u5b50\u67e5\u8be2\uff0cHyDE.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[12]-\u7b2c\u56db\u8bfe\uff1a\u9ad8\u7ea7RAG\uff08\u4e8c\uff09\u63d0\u793a\u8bcd\u538b\u7f29\uff0c\u878d\u5408\uff0cllamainde.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[13]-\u7b2c\u4e94\u8bfe\uff1a\u6a21\u5757\u5316RAG\uff08\u4e00\uff09\u987a\u5e8f\u6a21\u5f0f\uff0c\u6761\u4ef6\u6a21\u5f0f\uff0c\u5206\u652f\u6a21\u5f0f.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[14]-\u7b2c\u516d\u8bfe\uff1a\u6a21\u5757\u5316RAG\uff08\u4e8c\uff09\u8fed\u4ee3\uff0c\u9012\u5f52\u68c0\u7d22\uff0cFLARE\uff0cToc.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[15]-\u7b2c\u4e03\u8bfe\uff1aEmbedding\u539f\u7406\uff1aword2vec\u3001CBOW.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[16]-\u7b2c\u516b\u8bfe\uff1aEmbedding\u6a21\u578b\u8bad\u7ec3\uff1allamaindex\u5fae\u8c03.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[17]-\u7b2c\u4e5d\u8bfe\uff1aEmbedding\u6a21\u578b\u8bc4\u4f30\uff1aMRR\u8bc4\u6d4b\uff0cMTEB\u8bc4\u6d4b.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[18]-\u7b2c\u5341\u8bfe\uff1aRerank\u6280\u672f\u539f\u7406\u4e0e\u5b9e\u8df5\uff08\u4e00\uff09\u4ea4\u53c9\u7f16\u7801\u4e0e\u53cc\u7f16\u7801.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[19]-\u7b2c\u5341\u4e00\u8bfe\uff1aRerank\u6a21\u578b\u5fae\u8c03\u4e0e\u5b9e\u8df5\uff08\u4e8c\uff09rankGPT.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[1]-\u7b2c\u4e00\u8bfe\uff1a\u4eba\u5de5\u667a\u80fd\u4ecb\u7ecd\uff1a\u8fed\u4ee3\u8def\u5f84\uff0c\u5927\u6a21\u578b\u8fdb\u5316\u6811\uff0c\u6280\u672f\u5206\u7c7b.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[20]-\u7b2c\u5341\u4e8c\u8bfe\uff1a\u5411\u91cf\u6570\u636e\u5e93\u7b80\u4ecb\u4e0e\u76f8\u4f3c\u6027\u6d4b\u91cf\uff1a\u6b27\u5f0f\u8ddd\u79bb\uff0c\u4f59\u5f26\u76f8\u4f3c\u5ea6.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[21]-\u7b2c\u5341\u4e09\u8bfe\uff1a\u76f8\u4f3c\u6027\u641c\u7d22\u7b97\u6cd5\uff1ak-means\uff0c\u8098\u90e8\u6cd5\u5219.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[22]-\u7b2c\u5341\u56db\u8bfe\uff1a\u8fd1\u4f3c\u90bb\u8fd1\u7b97\u6cd5\u4e0e\u8fc7\u6ee4\u5411\u91cf\uff1aPQ\u91cf\u5316\uff0cHNSW\uff0cLSH.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[23]-\u7b2c\u5341\u4e94\u8bfe\uff1a\u5411\u91cf\u6570\u636e\u5e93\u9009\u578b\uff1a\u4e13\u7528\u5411\u91cf\u6570\u636e\u5e93\uff0c\u4f20\u7edf\u6570\u636e\u5e93\u652f\u6301\u5411\u91cf.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[24]-\u7b2c\u5341\u516d\u8bfe\uff1a\u5411\u91cf\u6570\u636e\u5e93\u4ee3\u7801\u793a\u4f8b\uff1achroma\u4e0eqdrant\u4ee3\u7801.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[25]-\u7b2c\u5341\u4e03\u8bfe\uff1aRAG\u8bc4\u4f30\uff1a\u8bc4\u4f30\u6307\u6807\uff0cRAGAs\uff0cTruLens.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[26]-\u7b2c\u5341\u516b\u8bfe\uff1aRAG\u884c\u4e1a\u843d\u5730\uff1a\u5b9e\u8df5\u5fc3\u5f97\uff0c\u843d\u5730\u7ecf\u9a8c\uff0c\u4e1a\u52a1\u573a\u666f.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[27]-\u7b2c\u4e00\u8bfe\uff1aAgent\u539f\u7406\u7b80\u4ecb\uff1aplanning\u3001memory\u3001.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[28]-\u7b2c\u4e8c\u8bfe\uff1a\u63d0\u793a\u8bcd\u5de5\u7a0b\uff1a\u8f6f\u63d0\u793a\u8bcd\uff0cfewshot\uff0cCOT,TOT.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[29]-\u7b2c\u4e09\u8bfe\uff1aAgent\u5e73\u53f0\uff1a\u56fd\u5185\u5916\u4e3b\u6d41\u5e73\u53f0\uff0cCoze\u642d\u5efa\u667a\u80fd\u5ba2\u670d.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[2]-\u7b2c\u4e8c\u8bfe\uff1a\u67cf\u62c9\u56fe\u8868\u5f81\u5047\u8bf4\u4e0escaling law\uff1aKM\u7f29\u653e\u5b9a\u5f8b.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[30]-\u7b2c\u56db\u8bfe\uff1aAgent\u5de5\u5177\u4f7f\u7528\u4e0efunction call\uff1aMR.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[31]-\u7b2c\u4e94\u8bfe\uff1aAgent\u8bbe\u8ba1\u6a21\u5f0f\uff08\u4e00\uff09\uff1aFewshot\uff0cReAct.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[32]-\u7b2c\u516d\u8bfe\uff1aAgent\u8bbe\u8ba1\u6a21\u5f0f\uff08\u4e8c\uff09\uff1aREWOO\uff0cLLMComp.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[33]-\u7b2c\u4e03\u8bfe\uff1aAgent\u8bbe\u8ba1\u6a21\u5f0f\uff08\u4e09\uff09\uff1aReflexion\uff0cLAT.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[34]-\u7b2c\u516b\u8bfe\uff1aAgent\u6846\u67b6\uff1aSingle Agent\uff0cMulti.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[35]-\u7b2c\u4e5d\u8bfe\uff1aLangchain\u9879\u76ee\u539f\u7406\u4e0e\u5b9e\u6218.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[36]-\u7b2c\u5341\u8bfe\uff1aLanggraph\u9879\u76ee\u539f\u7406\u4e0e\u5b9e\u6218.mp4<\/a><\/div>\n<\/li>\n<\/div>\n[37]-\u7b2c\u5341\u4e00\u8bfe\uff1aLanggraph 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