{"id":10021554,"date":"2026-11-11T09:24:21","date_gmt":"2026-11-11T01:24:21","guid":{"rendered":"https:\/\/itmax.cn\/?p=10021554"},"modified":"2026-11-11T09:24:35","modified_gmt":"2026-11-11T01:24:35","slug":"deeptutor-20261111","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10021554","title":{"rendered":"RAG \u53ea\u7ba1\u7b54\u6848\u4ece\u54ea\u6765\uff0c\u4e0d\u7ba1\u4f60\u5b66\u4f1a\u6ca1\u6709\uff5c\u6e2f\u5927 DeepTutor \u6211\u8fd8\u6ca1\u88c5\uff0c\u5148\u628a\u4e09\u5c42\u8bb0\u5fc6\u62c6\u5f00\u4e86"},"content":{"rendered":"
\"DeepTutor
DeepTutor\uff1a58,003<\/code> star\uff0cv1.7.2<\/code> \u4e8e 11 \u6708 6 \u65e5\u53d1\u5e03\uff0c\u8fd1\u56db\u5468 1,010<\/code> \u6b21\u63d0\u4ea4\uff08\u56fe\u6e90\uff1a\u81ea\u7ed8\u5c01\u9762\uff09<\/figcaption><\/figure>\n

\u4e0a\u4e2a\u6708\u6211\u5199\u8fc7 PageIndex\uff0c\u5f53\u65f6\u662f\u628a\u5b83\u5f53\u72ec\u7acb\u5de5\u5177\u62c6\u7684\uff1a\u6811\u72b6\u7d22\u5f15\u3001vectorless \u68c0\u7d22\uff0c\u5199\u5f97\u633a\u8d77\u52b2\u3002\u5199\u5b8c\u6ca1\u51e0\u5929\uff0c\u6211\u5728\u6e2f\u5927 HKUDS \u56e2\u961f\u53e6\u4e00\u4e2a\u4ed3\u5e93\u7684\u66f4\u65b0\u65e5\u5fd7\u91cc\u53c8\u649e\u89c1\u4e86\u5b83\u2014\u2014v1.5.15 \u7684\u4e00\u6761\u8bb0\u5f55\u5199\u7740\u300cPageIndex OSS you host yourself\u300d\uff0c\u518d\u5f80\u4e0b\u7ffb\uff0cLightRAG\u3001GraphRAG\u3001WeKnora \u5168\u90fd\u6392\u7740\u961f\u51fa\u73b0\u5728\u540c\u4e00\u4e2a\u77e5\u8bc6\u5e93\u91cc\u3002<\/p>\n

\u8fd9\u4e2a\u4ed3\u5e93\u53eb DeepTutor\uff0c\u628a\u6211\u5199\u8fc7\u7684\u51e0\u4e2a\u68c0\u7d22\u9879\u76ee\u5168\u6536\u7f16\u6210\u4e86\u5b83\u81ea\u5df1\u7684\u53ef\u9009\u9879\u3002<\/p>\n

\u6211\u76ef\u7740\u5b83\u770b\u4e86\u4e00\u5468\uff0c\u8d8a\u770b\u8d8a\u89c9\u5f97\u8fd9\u4e8b\u4e0d\u592a\u4e00\u6837\u3002\u5e02\u9762\u4e0a\u77e5\u8bc6\u5e93\u5de5\u5177\u5df2\u7ecf\u5377\u70c2\u4e86\uff1a\u4e0a\u4f20 PDF\u3001\u5207\u5757\u3001\u5411\u91cf\u5316\u3001\u95ee\u7b54\uff0c\u5927\u5bb6\u6bd4\u7684\u8fd8\u662f\u300c\u7b54\u6848\u635e\u5f97\u51c6\u4e0d\u51c6\u300d\u3002\u4f46\u6709\u4e00\u4e2a\u73af\u8282\u6240\u6709\u4eba\u90fd\u5728\u7ed5\u2014\u2014\u6211\u5230\u5e95\u5b66\u4f1a\u4e86\u6ca1\u6709<\/strong>\u3002\u6211\u6512\u4e86\u4e09\u5e74\u591a\u7684\u6280\u672f PDF \u548c\u4f1a\u8bae\u8bb0\u5f55\uff0cRAG \u5de5\u5177\u6362\u4e86\u597d\u51e0\u4e2a\uff0c\u6bcf\u6b21\u90fd\u662f\u540c\u4e00\u4e2a\u5267\u672c\uff1a\u95ee\u4e00\u53e5\u7b54\u4e00\u53e5\uff0c\u7b54\u5b8c\u6563\u573a\u3002\u4e0a\u5468\u521a\u95ee\u9519\u7684\u95ee\u9898\uff0c\u8fd9\u5468\u539f\u6837\u518d\u9519\u4e00\u904d\uff0c\u5b83\u6839\u672c\u4e0d\u77e5\u9053\u6211\u54ea\u91cc\u8584\u5f31\u3002<\/p>\n

DeepTutor \u505a\u7684\u5c31\u662f\u8865\u8fd9\u4e00\u6bb5\u3002\u5b83\u662f\u6e2f\u5927 HKUDS \u56e2\u961f\uff08\u5c31\u662f\u505a LightRAG \u90a3\u62e8\u4eba\uff09\u53bb\u5e74 12 \u6708\u5e95\u624d\u6b63\u5f0f\u53d1\u5e03\u7684\u5f00\u6e90\u5b66\u4e60\u5de5\u4f5c\u53f0\uff0cApache-2.0 \u534f\u8bae\uff0c\u5230\u4eca\u5929\u6512\u4e86 58,003 \u4e2a star\u30017,062 \u4e2a fork\uff0c\u4e00\u5171\u53d1\u4e86 90 \u4e2a\u7248\u672c\uff0c\u6700\u8fd1\u4e00\u6b21 v1.7.2 \u662f 11 \u6708 6 \u65e5\u521a\u51fa\u7684\u3002\u8fd1\u56db\u5468 1,010 \u6b21\u63d0\u4ea4\uff0c\u8fed\u4ee3\u901f\u5ea6\u662f\u6309\u5929\u7b97\u7684\u3002<\/p>\n

\u4e11\u8bdd\u5728\u524d\uff1a\u8fd9\u6b21\u6211\u6ca1\u88c5\u3002\u5b83\u8981\u4e48\u63a5\u4f60\u7684\u5927\u6a21\u578b API\uff0c\u8981\u4e48\u5f15\u5bfc\u4f60\u914d\u4e00\u5806\u670d\u52a1\uff0c\u6211\u5728\u8c03\u7814\u9636\u6bb5\u5c31\u628a\u5b89\u88c5\u811a\u672c\u3001\u6587\u6863\u548c\u9ad8\u9891 issue \u9010\u6bb5\u5bf9\u5b8c\u4e86\uff0c\u4e0b\u9762\u6240\u6709\u547d\u4ee4\u548c\u9884\u671f\u8f93\u51fa\u90fd\u6765\u81ea\u5b98\u65b9 README \u548c\u6587\u6863\u7ad9 deeptutor.info\uff0c\u6211\u6ca1\u66ff\u5b83\u4eec\u8dd1\u8fc7\u4e00\u904d\u3002\u60f3\u6284\u4f5c\u4e1a\u7684\uff0c\u88c5\u4e4b\u524d\u81ea\u5df1\u518d\u6838\u4e00\u773c\u3002<\/p>\n

\u6559\u3001\u7ec3\u3001\u8bb0\u662f\u4e00\u6761\u6d41\u6c34\u7ebf\uff0c\u4e0d\u662f\u4e09\u4e2a\u6807\u7b7e\u9875<\/h2>\n

\u5148\u628a\u5b83\u7684\u80fd\u529b\u644a\u5f00\u770b\u3002DeepTutor \u7684\u754c\u9762\u5206\u4e09\u5927\u5757\uff1aHome \u662f\u804a\u5929\u3001\u4efb\u52a1\u677f\u3001\u65e5\u5386\u548c\u5b66\u4e60\u7b14\u8bb0\u672c\uff1bLearning \u662f\u4e66\u3001\u638c\u63e1\u8def\u5f84\u3001\u6c89\u6d78\u5f0f\u9605\u8bfb\u548c\u7ec3\u4e60\uff1bResources \u662f\u77e5\u8bc6\u4e2d\u5fc3\u3001\u6536\u85cf\u3001\u5b66\u4e60\u65e5\u5fd7\u548c\u9898\u5e93\u3002\u542c\u7740\u50cf\u53c8\u4e00\u4e2a\u529f\u80fd\u5806\u780c\u7684\u5927\u800c\u5168\uff0c\u4f46\u6211\u62c6\u5b8c\u53d1\u73b0\u5b83\u7684\u80fd\u529b\u5176\u5b9e\u662f\u6309\u300c\u6559\u2014\u7ec3\u2014\u8bb0\u300d\u4e00\u6761\u7ebf\u7ec4\u7ec7\u7684\uff0c\u6bcf\u4e00\u73af\u90fd\u6709\u4e1c\u897f\u63a5\u4f4f\u4e0a\u4e00\u73af\u3002<\/p>\n

\u6559<\/strong>\u8fd9\u4e00\u73af\u91cc\u6700\u6709\u610f\u601d\u7684\u662f Book\uff1a\u4f60\u9009\u4e00\u6279\u8d44\u6599\uff0c\u5b83\u5148\u7ed9\u4f60\u4e00\u4e2a\u7ae0\u8282\u5927\u7eb2\u8ba9\u4f60\u5ba1\uff0c\u901a\u8fc7\u4e4b\u540e\u628a\u5185\u5bb9\u7f16\u8bd1\u6210\u4e00\u672c\u300c\u6d3b\u4e66\u300d\u2014\u2014\u6bcf\u4e00\u7ae0\u662f\u53ef\u7f16\u8f91\u7684\u7c7b\u578b\u5316\u5757\uff0c\u6587\u5b57\u3001\u6d4b\u9a8c\u3001\u95ea\u5361\u3001\u65f6\u95f4\u7ebf\u3001\u4ea4\u4e92\u56fe\u8868\u6df7\u6392\uff0c\u6bcf\u9875\u8fd8\u6709\u81ea\u5df1\u7684\u9875\u5185\u95ee\u7b54\u3002\u4e0d\u662f\u628a PDF \u8f6c\u4e2a\u683c\u5f0f\u7cca\u5f04\u4f60\uff0c\u662f\u91cd\u65b0\u7ec4\u7ec7\u8fc7\u3001\u80fd\u968f\u65f6\u63d0\u95ee\u7684\u5b66\u4e60\u6750\u6599\u3002<\/p>\n

\u7ec3<\/strong>\u8fd9\u4e00\u73af\u662f Mastery Path \u548c Practice\u3002\u524d\u8005\u628a\u4e00\u4e2a\u5b66\u4e60\u76ee\u6807\u62c6\u6210\u77e5\u8bc6\u70b9\u5730\u56fe\uff0c\u8fc7\u5173\u4e86\u624d\u653e\u884c\u4e0b\u4e00\u7ad9\uff0c\u6ca1\u638c\u63e1\u5c31\u7ee7\u7eed\u7ec3\uff0c\u6bcf\u4e2a\u77e5\u8bc6\u70b9\u6302\u7740\u300c\u638c\u63e1\u8bc1\u636e\u300d\uff1b\u540e\u8005\u628a\u505a\u8fc7\u7684\u9898\u6c89\u6dc0\u6210\u9898\u5e93\uff0c\u7b54\u9519\u7684\u3001 recall \u8bc4\u5206\u4f4e\u7684\u81ea\u52a8\u6392\u4e0b\u4e00\u6b21\u590d\u4e60\u65f6\u95f4\u3002\u6d4b\u9a8c\u7ed3\u679c\u8fd8\u80fd\u5bfc\u51fa\u6210 Anki \u5361\u7247\u2014\u2014\u6587\u4ef6\u5bfc\u5165 Anki \u540e\u8fdb\u4e00\u4e2a DeepTutor::<\/code> \u524d\u7f00\u7684\u724c\u7ec4\uff0c\u91cd\u590d\u5bfc\u5165\u4f1a\u66f4\u65b0\u5df2\u6709\u5361\u7247\u800c\u4e0d\u662f\u5806\u91cd\u590d\u7684\u3002<\/p>\n

\u6c89\u6d78\u5f0f\u9605\u8bfb\u4e5f\u5f52\u5728\u7ec3\u8fd9\u4e00\u73af\uff1a\u6587\u6863\u3001\u7f51\u9875\u3001\u89c6\u9891\u3001\u97f3\u9891\u90fd\u80fd\u5f53\u300c\u966a\u7740\u8bfb\u300d\u7684\u7d20\u6750\uff0c\u5bf9\u8bdd\u9010\u6761\u6302\u5728\u51fa\u5904\u4e0a\uff0c\u5f15\u7528\u7cbe\u786e\u5230\u9875\u7801\u548c\u65f6\u95f4\u6233\uff0c\u6807\u6ce8\u548c\u8fdb\u5ea6\u8ddf\u7740\u6e90\u8d70\u3002B \u7ad9\u548c YouTube \u7684\u89c6\u9891\u94fe\u63a5\u8d34\u8fdb\u53bb\uff0c\u54ea\u4e00\u79d2\u6ca1\u542c\u61c2\u5c31\u95ee\u54ea\u4e00\u79d2\u2014\u2014\u5bf9\u8ddf\u7f51\u8bfe\u81ea\u5b66\u7684\u4eba\uff0c\u8fd9\u4e2a\u6bd4\u5355\u7eaf\u95ee\u7b54\u5b9e\u7528\u5f97\u591a\u3002\u4e66\u8fd9\u8fb9\u540c\u6837\u6709\u4fdd\u517b\u5de5\u5177\uff0cdeeptutor book health<\/code> \u4f1a\u6807\u8bb0\u6e90\u6587\u4ef6\u6f02\u79fb\uff0cdeeptutor book refresh-fingerprints<\/code> \u5237\u65b0\u57fa\u7ebf\uff0c\u8d44\u6599\u66f4\u65b0\u540e\u4e66\u4e0d\u4f1a\u9759\u9ed8\u70c2\u6389\u3002<\/p>\n

\u8bb0<\/strong>\u8fd9\u4e00\u73af\u5c31\u662f\u4e09\u5c42\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u4e0b\u9762\u5355\u72ec\u8bf4\u3002<\/p>\n

\u54ea\u51e0\u4e2a\u662f\u771f\u672c\u4e8b\uff0c\u54ea\u51e0\u4e2a\u8fd8\u6bdb\u7cd9\uff1f\u6211\u7684\u5224\u65ad\uff1a\u591a\u5f15\u64ce\u77e5\u8bc6\u5e93\u3001kb eval\u3001\u4e09\u5c42\u8bb0\u5fc6\u8fd9\u4e09\u6837\u662f\u5b9e\u6253\u5b9e\u7684\u5de5\u7a0b\u6d3b\uff1bBook \u548c\u89c6\u9891\u5b66\u4e60\u8fd9\u7c7b\u751f\u6210\u5bc6\u96c6\u7684\u529f\u80fd\uff0c\u8d28\u91cf\u5b8c\u5168\u8ddf\u7740\u4f60\u63a5\u7684\u6a21\u578b\u8d70\uff0c\u6a21\u578b\u4e0d\u884c\u5b83\u5c31\u662f\u6602\u8d35\u7684\u73a9\u5177\uff1bPartners\uff08\u7ed9\u6bcf\u4e2a\u4f34\u4fa3\u5f0f\u52a9\u624b\u72ec\u7acb\u4eba\u683c\u548c IM \u901a\u9053\uff0c\u80fd\u63a5\u98de\u4e66\u3001Telegram\u3001\u9489\u9489\u3001QQ \u7b49\u5341\u51e0\u4e2a\u6e20\u9053\uff09\u8bbe\u8ba1\u5f88\u82b1\u54e8\uff0c\u4f46\u5bf9\u5355\u4eba\u5b66\u4e60\u573a\u666f\u5c5e\u4e8e\u9526\u4e0a\u6dfb\u82b1\uff0c\u522b\u4e3a\u5b83\u88c5\u8fd9\u5957\u4e1c\u897f\u3002<\/p>\n

\u77e5\u8bc6\u5e93\u4e0d\u662f\u4e00\u4e2a\u4eba\u7684\u821e\u53f0\uff0ckb eval \u624d\u662f<\/h2>\n

\u5b83\u77e5\u8bc6\u4e2d\u5fc3\u7684\u8bbe\u8ba1\u6211\u5f88\u5c11\u5728\u540c\u7c7b\u9879\u76ee\u91cc\u89c1\u5230\uff1a\u4e00\u4e2a\u77e5\u8bc6\u5e93\u7ed1\u5b9a\u4e00\u4e2a\u68c0\u7d22\u5f15\u64ce\uff0cLlamaIndex \u662f\u9ed8\u8ba4\uff08\u5411\u91cf\u52a0 BM25 \u6df7\u5408\uff0c\u53ef\u9009 cross-encoder \u91cd\u6392\uff09\uff0c\u5f80\u4e0b\u662f PageIndex\u3001GraphRAG\u3001LightRAG\u3001WeKnora\uff0c\u751a\u81f3\u80fd\u76f4\u63a5\u8fde\u817e\u8baf IMA \u7684\u5e93\u3001MarginNote 4 \u7684\u5b66\u4e60\u6570\u636e\u3001\u4e00\u4e2a Obsidian vault \u6216\u8005 Kiwix \u7684 ZIM \u79bb\u7ebf\u6863\u6848\u3002\u6211\u7684\u51e0\u4e2a\u68c0\u7d22\u5de5\u5177\u4e0d\u7528\u4e8c\u9009\u4e00\uff0c\u5efa\u51e0\u4e2a\u5e93\u6328\u4e2a\u8bd5\u3002<\/p>\n

\u4f46\u771f\u6b63\u8ba9\u6211\u773c\u775b\u4e00\u4eae\u7684\u662f\u8fd9\u4e2a\u547d\u4ee4\uff1a<\/p>\n

deeptutor kb eval <\u77e5\u8bc6\u5e93\u540d> --dataset qa.jsonl --top-k 5 --save baseline.json\n<\/code><\/pre>\n
qa.jsonl \u6bcf\u884c\u4e00\u4e2a JSON \u5bf9\u8c61\uff0c\u5199\u4f60\u7684\u95ee\u9898\u548c\u7406\u60f3\u60c5\u51b5\u4e0b\u5e94\u8be5\u53ec\u56de\u7684\u6bb5\u843d\uff1a<\/p>\n
{"query": "Why do transformers scale attention?", "gold": ["Scaling keeps the dot products from growing with the dimension."]}\n<\/code><\/pre>\n
\u8dd1\u5b8c\u8f93\u51fa Recall@k\u3001Precision@k\u3001nDCG@k\u3001MRR\u3001MAP\u3001Hit@k \u4e00\u6574\u6392\u4fe1\u606f\u68c0\u7d22\u6307\u6807\uff0c\u7eaf\u51fd\u6570\u8ba1\u7b97\uff0c\u6ca1\u6709\u6a21\u578b\u5f53\u88c1\u5224\u3002\u6362\u4e2a\u5f15\u64ce\u91cd\u5efa\u7d22\u5f15\uff0c\u518d\u8dd1\u4e00\u904d\u5b58\u6210\u7b2c\u4e8c\u4efd\u62a5\u544a\uff0cdeeptutor kb eval-diff baseline.json candidate.json<\/code> \u76f4\u63a5\u5bf9\u6bd4\u6bcf\u4e2a\u6307\u6807\u3001\u6bcf\u4e2a\u7528\u4f8b\u7684\u6da8\u8dcc\u3002<\/p>\n
\u8fd9\u4e2a\u8bbe\u8ba1\u6233\u4e2d\u4e86\u6211\u4e00\u4e2a\u8001\u6bdb\u75c5\uff1a\u6bcf\u6b21\u6362\u68c0\u7d22\u65b9\u6848\uff0c\u6211\u5fc3\u91cc\u90fd\u6ca1\u5e95\uff0c\u5168\u9760\u804a\u51e0\u53e5\u7684\u4f53\u611f\u4e0b\u7ed3\u8bba\u3002\u73b0\u5728\u6709\u57fa\u7ebf\u4e86\u3002\u5b98\u65b9\u6587\u6863\u8fd8\u7559\u4e86\u4e00\u53e5\u633a\u6e05\u9192\u7684\u8bdd\u2014\u2014\u8bed\u4e49\u7b49\u4ef7\u5b83\u4e0d\u5224\uff0c\u53ea\u7b97\u6587\u672c\u91cd\u5408\u3002\u8fd9\u6b63\u662f\u5b83\u8bda\u5b9e\u7684\u5730\u65b9\u3002<\/p>\n
\u8bb0\u5fc6\u4e0d\u8fdb\u5411\u91cf\u5e93\uff0c\u5168\u644a\u5728\u6587\u4ef6\u91cc<\/h2>\n
\u4e09\u5c42\u8bb0\u5fc6\u662f\u6211\u8ba4\u4e3a\u8fd9\u4e2a\u9879\u76ee\u6700\u503c\u94b1\u3001\u4e5f\u6700\u80fd\u770b\u51fa\u53d6\u820d\u7684\u8bbe\u8ba1\u3002<\/p>\n
L1 \u662f\u539f\u59cb\u5c42\uff1a\u5de5\u4f5c\u533a\u955c\u50cf\u52a0\u4e00\u4efd\u53ea\u8ffd\u52a0\u7684\u4e8b\u4ef6\u8f68\u8ff9\uff0c\u6309\u5929\u5b58 jsonl\uff1bL2 \u662f\u4e2d\u95f4\u5c42\uff1a\u6bcf\u4e2a\u5b66\u4e60\u573a\u666f\u63d0\u70bc\u51fa\u7684\u53d7\u63a7\u4e8b\u5b9e\uff0cMarkdown \u6587\u4ef6\uff0c\u5e26\u6307\u56de L1 \u7684\u5f15\u7528\uff1bL3 \u662f\u9876\u5c42\uff1a\u8de8\u573a\u666f\u7684\u7efc\u5408\u7406\u89e3\uff0c\u4e5f\u8bb0\u5f55\u5b83\u7531\u54ea\u4e9b L2 \u6c47\u6210\u3002\u4e09\u8005\u90fd\u80fd\u5728 Memory Graph \u91cc\u53ef\u89c6\u5316\uff0c\u6bcf\u6761\u7efc\u5408\u7ed3\u8bba\u90fd\u80fd\u70b9\u5f00\u770b\u8bc1\u636e\u94fe\u3002<\/p>\n
\u4ee3\u4ef7\u662f\u4ec0\u4e48\uff1f\u5b83\u4e0d\u662f<\/strong>\u5411\u91cf\u8bb0\u5fc6\u3002mem0 \u90a3\u7c7b\u65b9\u6848\u628a\u8bb0\u5fc6\u57cb\u8fdb\u5411\u91cf\u5e93\uff0c\u68c0\u7d22\u65f6\u8bed\u4e49\u6a21\u7cca\u5339\u914d\uff0c\u4ec0\u4e48\u90fd\u300c\u8bb0\u5f97\u4f4f\u300d\u4e00\u70b9\uff1bDeepTutor \u7684\u8bb0\u5fc6\u662f\u663e\u5f0f\u6587\u4ef6\uff0c\u574f\u5904\u662f\u67e5\u5168\u7387\u9760 L2\/L3 \u7684\u6574\u7406\u9884\u7b97\u2014\u2014\u5b98\u65b9\u7ba1\u8fd9\u4e2a\u53eb consolidator \u7684 Update \/ Audit \/ Dedup \u9884\u7b97\uff0c\u5f97\u81ea\u5df1\u5728\u8bbe\u7f6e\u91cc\u8c03\u3002\u8bb0\u5fc6\u6ca1\u6574\u7406\uff0c\u5b83\u5c31\u771f\u4e0d\u77e5\u9053\u3002<\/p>\n
\u4f46\u6211\u7ad9\u5b83\u8fd9\u8fb9\u3002\u5b66\u4e60\u573a\u666f\u91cc\u8bb0\u9519\u6bd4\u5fd8\u6389\u66f4\u7cdf\uff1a\u5b83\u628a\u6211\u4e0a\u6b21\u7b54\u9519\u7684\u9898\u8bb0\u6210\u300c\u5df2\u638c\u63e1\u300d\uff0c\u6211\u8fde\u53cd\u9a73\u7684\u673a\u4f1a\u90fd\u6ca1\u6709\u3002\u6587\u4ef6\u644a\u5f00\u3001\u53ef\u4ee5\u624b\u52a8\u6539\u3001\u6709\u8bc1\u636e\u94fe\uff0c\u9519\u4e86\u80fd\u7ea0\u6b63\u2014\u2014\u8fd9\u662f\u9ed1\u76d2\u5411\u91cf\u5e93\u7ed9\u4e0d\u4e86\u7684\u3002\u540c\u56e2\u961f\u505a\u8fc7 LightRAG \u7684\u4eba\uff0c\u628a\u300c\u53ef\u5ba1\u8ba1\u300d\u8fd9\u4e2a\u6267\u5ff5\u5e26\u8fdb\u4e86\u4ea7\u54c1\uff0c\u6211\u80fd\u770b\u51fa\u6765\u3002<\/p>\n
\u56db\u6761\u5b89\u88c5\u8def\uff0c\u5751\u5404\u4e0d\u76f8\u540c<\/h2>\n
\u5b98\u65b9\u7ed9\u4e86\u56db\u6761\u8def\uff0c\u6211\u9010\u6761\u5bf9\u5b8c\uff0c\u5404\u81ea\u7684\u95e8\u69db\u548c\u5751\u5148\u5217\u6e05\u695a\u3002\u786c\u4ef6\u65b9\u9762\u5b98\u65b9\u6ca1\u6709\u7ed9\u6574\u673a\u914d\u7f6e\u8868\u2014\u2014\u8fd9\u4e0d\u5947\u602a\uff0cDeepTutor \u672c\u8eab\u4e0d\u8dd1\u6a21\u578b\uff0c\u5927\u6a21\u578b\u8981\u4e48\u63a5\u4e91\u7aef API \u8981\u4e48\u53e6\u8d77\u672c\u5730\u670d\u52a1\uff0c\u6240\u4ee5\u5b83\u5bf9 GPU \u96f6\u8981\u6c42\u3002\u4e0b\u9762\u4e24\u6863\u662f\u6211\u7684\u63a8\u7b97\uff1a\u6700\u4f4e\u53ef\u7528 4 \u6838 CPU\u30018GB \u5185\u5b58\u300110GB \u78c1\u76d8\uff08\u672c\u4f53\u52a0 Docker \u955c\u50cf\u7684\u91cf\u7ea7\uff09\uff0c\u5efa\u8bae\u914d\u7f6e 8 \u6838\u300116GB \u5185\u5b58\u2014\u2014\u8981\u540c\u65f6\u8dd1\u672c\u5730\u6a21\u578b\u670d\u52a1\u6216\u5927\u77e5\u8bc6\u5e93\u7d22\u5f15\uff0c\u5185\u5b58\u522b\u7701\u3002<\/p>\n
\u684c\u9762\u7248<\/strong>\uff08\u9884\u89c8\u72b6\u6001\uff09\uff1aRelease \u9875\u76f4\u63a5\u4e0b dmg \u6216 exe\uff0cPython \u548c Node \u90fd\u6253\u5728\u91cc\u9762\uff0c\u4e0d\u7528\u78b0\u7ec8\u7aef\u3002\u5751\u662f Windows \u7248\u672a\u7b7e\u540d\uff0cSmartScreen \u4f1a\u62e6\uff0c\u5f97\u70b9\u300c\u66f4\u591a\u4fe1\u606f\u300d\u518d\u8fd0\u884c\u3002<\/p>\n
Docker<\/strong>\uff0c\u5b98\u65b9\u4e3b\u63a8\u7684\u6700\u5feb\u8def\u5f84\uff1a<\/p>\n
docker run --rm --name deeptutor \\\n  -p 127.0.0.1:3782:3782 \\\n  -v deeptutor-data:\/app\/data \\\n  ghcr.io\/hkuds\/deeptutor:latest\n<\/code><\/pre>\n
\u8d77\u6765\u4e4b\u540e\u5f00 http:\/\/127.0.0.1:3782<\/code>\uff0c\u6570\u636e\u548c\u8bbe\u7f6e\u5b58\u547d\u540d\u5377\u3002<\/p>\n
PyPI<\/strong> \u5168\u91cf\u7248\u8981 Python 3.11\u20133.14 \u52a0 Node.js 20.9 \u4ee5\u4e0a\uff1a<\/p>\n
mkdir -p my-deeptutor && cd my-deeptutor\npython -m pip install -U "deeptutor[full]"\ndeeptutor init     # \u4ea4\u4e92\u5f0f\u5411\u5bfc\uff1a\u7aef\u53e3\u3001\u6a21\u578b\u3001\u53ef\u9009\u7684 embedding \u548c\u641c\u7d22\ndeeptutor start    # \u524d\u540e\u7aef\u4e00\u8d77\u8d77\n<\/code><\/pre>\n
\u7eaf CLI<\/strong> \u6700\u8f7b\uff0cpip install -U deeptutor<\/code> \u88c5\u6838\u5fc3\u5305\uff0cdeeptutor init --cli<\/code> \u521d\u59cb\u5316\u540e deeptutor chat<\/code> \u76f4\u63a5\u7528\uff0c\u4e0d\u9700\u8981 Node\u3002<\/p>\n
\u591a\u7528\u6237\u90e8\u7f72\u7684\u8d26\u4e5f\u987a\u4fbf\u7b97\u6e05\u3002\u8ba4\u8bc1\u9ed8\u8ba4\u662f\u5173\u7684\uff0c\u5355\u7528\u6237\u6a21\u5f0f\uff1b\u6253\u5f00 auth \u4e4b\u540e\u4e00\u4e2a\u6570\u636e\u76ee\u5f55\u91cc\u80fd\u540c\u65f6\u88c5\u4e0b\u7ba1\u7406\u5458\u5de5\u4f5c\u533a\u3001\u9694\u79bb\u7684\u6bcf\u7528\u6237\u5de5\u4f5c\u533a\u548c\u4f34\u4fa3\u52a9\u624b\u5de5\u4f5c\u533a\u3002\u7ba1\u7406\u5458\u5efa\u7684\u672c\u5730\u8d26\u53f7\u5206 Standard\u3001Learner\u3001Custom \u4e09\u6863\uff1aLearner \u89d2\u8272\u9501\u6b7b\u5b66\u4e60\u7c7b\u80fd\u529b\u4e4b\u5916\u7684\u4e1c\u897f\uff0c\u914d\u81ea\u9002\u5e94\u753b\u50cf\uff0c\u8bbe\u5907\u51ed\u8bc1\u53ef\u64a4\u9500\u3001\u5e26\u8fc7\u671f\u65f6\u95f4\u548c\u6bcf\u65e5\u9650\u989d\uff1b\u5bb6\u957f\u89d2\u8272\u80fd\u770b\u62a5\u544a\u3001\u5ba1\u6750\u6599\u3001\u91cd\u7f6e\u51ed\u8bc1\u3002\u7ed9\u5bb6\u91cc\u5b69\u5b50\u642d\u73af\u5883\u65f6\u8fd9\u4e2a\u5206\u5c42\u633a\u5173\u952e\u2014\u2014\u6a21\u578b API key \u53ea\u5728\u7ba1\u7406\u5458\u624b\u91cc\uff0c\u5b69\u5b50\u90a3\u8fb9\u7684\u8d26\u53f7\u62ff\u4e0d\u5230\u539f\u59cb\u51ed\u8bc1\u3002<\/p>\n
\u4e00\u6761\u5bb9\u6613\u8e29\u7684\u7248\u672c\u5751\uff1a\u4ece 1.6.15 \u6216\u66f4\u65e9\u7248\u672c\u5347\u7ea7\u5230 1.7.x\uff0c\u5b98\u65b9\u660e\u786e\u8981\u6c42\u5148\u505c\u670d\u52a1\u3001\u5907\u4efd\u8fd0\u884c\u76ee\u5f55\u3001\u5378\u8f7d\u65e7\u7684 deeptutor-cli<\/code> \u5305\u518d\u88c5\u65b0\u5bb6\u65cf\u2014\u2014\u8fd9\u4e2a\u8de8\u7248\u672c\u5347\u7ea7\u540e\u9762\u4f1a\u8bb2\u5230\u5b83\u51fa\u8fc7\u7684\u4e8b\u6545\u3002<\/p>\n
\u4ece\u4e00\u6761 Docker \u547d\u4ee4\u5230\u7b2c\u4e00\u9053\u9519\u9898<\/h2>\n
\u6211\u6ca1\u771f\u8dd1\uff0c\u4e0b\u9762\u8fd9\u4e2a\u6700\u5c0f\u6d41\u7a0b\u662f\u6211\u7167\u5b98\u65b9\u6587\u6863\u9010\u884c\u6838\u8fc7\u7684\uff0c\u80fd\u7167\u7740\u8d70\uff1a<\/p>\n
\u7b2c\u4e00\u6b65\uff0cDocker \u4e00\u6761\u547d\u4ee4\u8d77\u670d\u52a1\uff0c\u5f00 127.0.0.1:3782<\/code>\uff0c\u754c\u9762\u5c31\u7eea\u3002<\/p>\n
\u7b2c\u4e8c\u6b65\uff0cSettings \u2192 Providers \u914d\u6a21\u578b\u3002\u8fd9\u4e00\u6b65\u51b3\u5b9a\u6574\u4e2a\u7cfb\u7edf\u7684\u6210\u8272\u2014\u2014\u5b83\u81ea\u5df1\u4e0d\u5e26\u6a21\u578b\uff0cOpenAI\u3001Claude\u3001Gemini\u3001\u901a\u4e49\u3001\u667a\u8c31\u3001\u672c\u5730 Ollama \u5168\u90fd\u80fd\u63a5\uff0c\u8fd8\u6709\u4e2a\u5b9e\u9a8c\u6027\u7684 Codex OAuth\uff0c\u7528\u4f60\u5df2\u6709\u7684 ChatGPT \u8ba2\u9605\u76f4\u63a5\u767b\uff0c\u4e0d\u7528 API key\u3002\u786e\u8ba4\u914d\u7f6e\u662f\u5426\u5065\u5eb7\u6709\u4e00\u6761\u4e13\u95e8\u547d\u4ee4\uff1a<\/p>\n
deeptutor doctor --online --format json\n<\/code><\/pre>\n
\u5b83\u4f1a\u63a2\u6d4b\u8fd0\u884c\u65f6\u548c\u4f60\u914d\u7684\u6a21\u578b\u7aef\u70b9\uff0cJSON \u8f93\u51fa\u91cc\u9010\u9879\u7ed9\u7ed3\u8bba\u3002\u8d77\u4e0d\u6765\u7684\u65f6\u5019\u5148\u8dd1\u5b83\uff0c\u522b\u778e\u731c\u3002<\/p>\n
\u7b2c\u4e09\u6b65\uff0c\u5efa\u4e00\u4e2a\u5b66\u4e60\u5de5\u4f5c\u533a\uff0c\u628a\u4e00\u4efd\u6559\u6750 PDF \u62d6\u8fdb\u77e5\u8bc6\u4e2d\u5fc3\u5efa\u5e93\uff0c\u9009\u4e2a\u68c0\u7d22\u5f15\u64ce\uff08\u7b2c\u4e00\u6b21\u5efa\u8bae\u9ed8\u8ba4 LlamaIndex\uff09\uff0c\u7b49\u7d22\u5f15\u5b8c\u6210\u3002<\/p>\n
\u7b2c\u56db\u6b65\uff0c\u8d70\u4e00\u4e2a\u5b8c\u6574\u95ed\u73af\uff1a\u8ba9\u5b83\u5728\u804a\u5929\u91cc\u8bb2\u4e00\u9053\u4f60\u4e0d\u4f1a\u7684\u9898\uff1b\u8ffd\u95ee\u4e24\u8f6e\u4e4b\u540e\u8ba9\u5b83\u56f4\u7ed5\u8fd9\u4e2a\u77e5\u8bc6\u70b9\u51fa\u4e09\u9053\u53d8\u5f0f\u9898\u8fdb\u7ec3\u4e60\uff1b\u7b54\u9519\u7684\u4f1a\u8fdb\u9898\u5e93\u5e76\u6392\u590d\u4e60\u8ba1\u5212\uff1b\u6700\u540e\u6253\u5f00 Memory Graph \u770b\u5b83\u8bb0\u4e86\u4f60\u4ec0\u4e48\u3002\u56db\u6b65\u8d70\u5b8c\uff0c\u5b83\u548c\u666e\u901a\u804a\u5929\u6846\u7684\u5dee\u522b\u4e0d\u7528\u6211\u8bf4\u3002<\/p>\n
\u60f3\u8981\u673a\u5668\u53ef\u8bfb\u7684\u8f93\u51fa\uff0cCLI \u652f\u6301 NDJSON \u6d41\u5f0f\u4e8b\u4ef6\uff0c\u5b98\u65b9\u6587\u6863\u7ed9\u7684\u4f1a\u8bdd\u7eed\u63a5\u5199\u6cd5\u662f\u8fd9\u6837\uff1a<\/p>\n
SID=$(deeptutor run deep_research "Survey 2026 papers on RAG" \\\n  --config mode=report --config depth=standard --format json \\\n  | jq -r 'select(.type=="done").session_id')\ndeeptutor run deep_question "Quiz me on that survey" --session "$SID" --format json\n<\/code><\/pre>\n
\u540c\u4e00\u4efd session id \u8de8\u8f6e\u6b21\u63a5\u7eed\uff0c\u4ed3\u5e93\u6839\u76ee\u5f55\u8fd8\u5e26\u7740\u4e00\u4efd SKILL.md \u8ba9\u522b\u7684\u7a0b\u5e8f\u80fd\u7167\u7740\u9a71\u52a8\u5b83\u2014\u2014\u8fd9\u662f\u628a\u300c\u88ab\u81ea\u52a8\u5316\u8c03\u7528\u300d\u5f53\u4e00\u7b49\u516c\u6c11\u8bbe\u8ba1\u7684\u8def\u6570\u3002\u51ed\u8bc1\u5b89\u5168\u4e0a\u4e5f\u7559\u4e86\u5fc3\u773c\uff1aAPI key \u4ece\u4e0d\u7ecf\u8fc7\u6a21\u578b\u4fa7\uff0c\u914d\u7f6e\u53d8\u66f4\u65f6\u5b83\u53ea\u6253\u5f00\u5bf9\u5e94\u7684\u8868\u5355\u8ba9\u4f60\u81ea\u5df1\u586b\uff1bCodex OAuth \u7684\u4ee4\u724c\u653e\u5728\u591a\u5bb9\u5668\u90e8\u7f72\u91cc exec \u6c99\u7bb1\u591f\u4e0d\u5230\u7684\u76ee\u5f55\uff0c\u4e5f\u4e0d\u78b0\u4f60\u672c\u673a\u7684 Codex \u767b\u5f55\u6001\u3002<\/p>\n
\u4e00\u5343\u6b21\u63d0\u4ea4\u5806\u51fa\u6765\u7684\u7a33\u5b9a\u6027\u503a<\/h2>\n
open issue \u6211\u7ffb\u5230 190 \u4e2a\uff0c\u52a0\u4e0a\u7b2c\u4e09\u65b9\u6587\u7ae0\u91cc\u7684\u5b9e\u6d4b\u53cd\u9988\uff0c\u5751\u4e3b\u8981\u96c6\u4e2d\u5728\u56db\u7c7b\u3002<\/p>\n
\u7b2c\u4e00\u7c7b\u662f\u5347\u7ea7\u4e8b\u6545\uff0c\u4e5f\u662f\u6211\u6700\u60f3\u63d0\u9192\u7684\u4e00\u6761\uff1aissue #2330\uff0c\u5e94\u7528\u5185\u66f4\u65b0\u5668\u53ea\u5347\u7ea7\u6838\u5fc3\u5305\uff0c\u4ece 1.6.x \u5347\u5230 1.7.x \u540e\u6240\u6709\u529f\u80fd\u6a21\u5757\u90fd\u6ca1\u88c5\u4e0a\uff0cDeepTutor \u76f4\u63a5\u8d77\u4e0d\u6765\u3002\u8fd9\u4e2a issue \u76ee\u524d\u8fd8\u5f00\u7740\u3002\u6240\u4ee5\u8de8\u5927\u7248\u672c\u5347\u7ea7\u8bf7\u8001\u8001\u5b9e\u5b9e\u6309\u5b98\u65b9\u8fc1\u79fb\u624b\u518c\u8d70\uff0c\u522b\u4fe1\u754c\u9762\u91cc\u90a3\u4e2a\u4e00\u952e\u66f4\u65b0\u3002<\/p>\n
\u7b2c\u4e8c\u7c7b\u662f\u77e5\u8bc6\u5e93\u7684\u89e3\u6790\u76f2\u533a\uff1aissue #431\uff0811 \u4e2a\u8ddf\u5e16\uff09\u626b\u63cf\u7248 PDF \u8fdb\u77e5\u8bc6\u5e93\u62a5\u300cSkipped empty document\u300d\u2014\u2014\u626b\u63cf\u4ef6\u662f\u7eaf\u56fe\u7247\uff0c\u6587\u672c\u62bd\u53d6\u5f15\u64ce\u62bd\u4e0d\u51fa\u5b57\u3002\u8981\u7528\u626b\u63cf\u4ef6\uff0c\u5f97\u5728\u8bbe\u7f6e\u91cc\u628a\u89e3\u6790\u5f15\u64ce\u6362\u6210 MinerU \u8fd9\u7c7b\u652f\u6301 OCR \u7684\uff0c\u5b98\u65b9\u6587\u6863\u5199\u660e\u4e86 Text-only \u548c\u90e8\u5206\u5f15\u64ce\u4e0d\u5e72\u8fd9\u6d3b\u3002<\/p>\n
\u7b2c\u4e09\u7c7b\u662f\u6743\u9650\u4e0e\u4f53\u9a8c\u7684\u6bdb\u8fb9\uff1aissue #1228\uff0cLearner \u8d26\u53f7\u8bbf\u95ee\u8bfe\u7a0b\u63a5\u53e3\u76f4\u63a5 403\uff0c\u754c\u9762\u8fd8\u628a\u5b83\u4f2a\u88c5\u6210\u300c\u7a7a\u5217\u8868\u300d\u2014\u2014\u5b69\u5b50\u770b\u5230\u7684\u662f\u6ca1\u8bfe\uff0c\u5b9e\u9645\u662f\u6ca1\u6743\u9650\uff0c\u8fd9\u79cd\u8bef\u5bfc\u6027\u7684\u9759\u9ed8\u5931\u8d25\u633a\u4f24\u4eba\u3002issue #451 \u6709\u7528\u6237\u95ee\u600e\u4e48\u5173\u6389\u5468\u671f\u6027\u7684\u5927\u6a21\u578b\u5065\u5eb7\u68c0\u67e5\u7701 token\uff0c\u8bf4\u660e\u540e\u53f0\u6084\u6084\u82b1\u94b1\u8fd9\u4ef6\u4e8b\u771f\u5b9e\u5b58\u5728\u3002\u53e6\u5916\u7b2c\u4e09\u65b9\u6587\u7ae0\u53cd\u590d\u63d0\u9192\uff1a\u9ed8\u8ba4\u4e0d\u5f00\u767b\u5f55\u9a8c\u8bc1\uff0c\u7b2c\u4e00\u4e2a\u6ce8\u518c\u7684\u7528\u6237\u81ea\u52a8\u6210\u4e3a\u7ba1\u7406\u5458\u2014\u2014\u6253\u7b97\u90e8\u7f72\u7ed9\u5bb6\u4eba\u7528\u7684\u8bdd\uff0c\u5148\u5f00 auth \u518d\u6ce8\u518c\u3002<\/p>\n
\u7b2c\u56db\u7c7b\u662f\u6a21\u578b\u4f9d\u8d56\u7684\u8d64\u88f8\u73b0\u5b9e\u3002\u4e00\u5bb6\u56fd\u5916\u79d1\u6280\u5a92\u4f53\u7528\u672c\u5730 3B \u5c0f\u6a21\u578b\u5b9e\u6d4b\uff1a\u590d\u5229\u8ba1\u7b97\u9898\u6b65\u9aa4\u5168\u5bf9\u3001\u6570\u5b57\u5168\u9519\uff0c\u4e09\u9053\u7ec3\u4e60\u9519\u4e24\u9053\uff1bB \u7ad9\u6709 UP \u4e3b\u6d4b\u4e94\u6bb5\u77e5\u8bc6\u5e93\uff0c\u4e09\u9053\u7b54\u6848\u6545\u610f\u4e0d\u5728\u5e93\u91cc\u7684\u9898\uff0c\u4e2d\u6587\u53ec\u56de\u53ea\u6709 0.4\uff0c\u6362\u82f1\u6587\u6d4b\u8bd5\u53ec\u56de\u53cd\u800c\u865a\u9ad8\u5230 0.6\u2014\u2014\u68c0\u7d22\u53ea\u6bd4\u5b57\u9762\u91cd\u5408\u3002\u8fd8\u6709\u535a\u4e3b\u62b1\u6028 init \u662f\u7eaf\u4ea4\u4e92\u5f0f\u5411\u5bfc\uff0c\u7aef\u53e3\u51b2\u7a81\u53ea\u80fd\u624b\u6539\u914d\u7f6e\u6587\u4ef6\uff0c\u6ca1\u6709\u4efb\u4f55\u547d\u4ee4\u884c\u53c2\u6570\u80fd\u8df3\u8fc7\uff1b\u4e2d\u6587\u56de\u7b54\u9ed8\u8ba4\u4f1a\u6f02\u6210\u82f1\u6587\uff0c\u6a21\u578b\u8f93\u51fa\u8bed\u8a00\u8981\u81ea\u5df1\u5355\u72ec\u8bbe\u7f6e\u3002<\/p>\n
\u8fd9\u4e9b\u5751\u6ca1\u6709\u4e00\u6761\u662f\u6211\u7f16\u7684\uff0c\u6bcf\u6761\u90fd\u6709\u7f16\u53f7\u6216\u51fa\u5904\u3002\u5408\u8d77\u6765\u770b\u89c4\u5f8b\u4e5f\u6e05\u695a\uff1a\u8fed\u4ee3\u592a\u5feb\uff08\u56db\u5468 1,010 \u6b21\u63d0\u4ea4\u3001\u51e0\u4e4e\u4e24\u4e09\u5929\u4e00\u4e2a\u7248\u672c\uff09\u7684\u4ee3\u4ef7\u5c31\u662f\u7a33\u5b9a\u6027\u503a\uff0c\u529f\u80fd\u5148\u884c\uff0c\u503a\u6162\u6162\u8fd8\u3002<\/p>\n
\u88c5\u5b83\u4e4b\u524d\uff0c\u5148\u60f3\u6e05\u695a\u6a21\u578b\u94b1\u548c\u4f60\u7684\u8010\u5fc3<\/h2>\n
\u6211\u7684\u7ed3\u8bba\uff1a\u503c\u5f97\u4e0a\u624b\uff0c\u4f46\u53ea\u5bf9\u7279\u5b9a\u7684\u4eba\u3002<\/p>\n
\u5982\u679c\u4f60\u662f\u81ea\u6258\u7ba1\u7231\u597d\u8005\u3001\u957f\u671f\u81ea\u5b66\u8005\uff0c\u6216\u8005\u60f3\u7ed9\u5b69\u5b50\u642d\u4e00\u4e2a\u8bb0\u5f97\u4f4f\u9519\u9898\u7684\u5bb6\u5ead\u5b66\u4e60\u73af\u5883\uff0cDeepTutor \u662f\u76ee\u524d\u5f00\u6e90\u9635\u8425\u91cc\u628a\u300c\u5b66\u4e60\u95ed\u73af\u300d\u505a\u5f97\u6700\u5b8c\u6574\u7684\uff0c\u6ca1\u6709\u4e4b\u4e00\u3002\u4e09\u5c42\u8bb0\u5fc6\u53ef\u5ba1\u8ba1\u3001kb eval \u80fd\u91cf\u5316\u3001\u6570\u636e\u5168\u5728\u4f60\u81ea\u5df1\u673a\u5668\u4e0a\uff0c\u8fd9\u4e09\u6761\u5355\u72ec\u62ce\u51fa\u6765\u90fd\u80fd\u5f53\u9009\u5b83\u7684\u7406\u7531\u3002<\/p>\n
\u5982\u679c\u4f60\u60f3\u8981\u7684\u662f\u5f00\u7bb1\u5373\u7528\u7684\u95ee\u7b54\uff0c\u76f4\u63a5\u88c5\u5b83\u4f60\u4f1a\u5931\u671b\u2014\u2014\u914d\u7f6e\u9879\u591a\u5230\u9009\u62e9\u56f0\u96be\u662f\u591a\u4e2a\u7b2c\u4e09\u65b9\u4f53\u9a8c\u5171\u540c\u63d0\u5230\u7684\u95ee\u9898\uff0c\u6a21\u578b\u8fd8\u5f97\u81ea\u5df1\u627e\u3001\u81ea\u5df1\u4ed8\u94b1\u3002<\/p>\n
\u66ff\u4ee3\u65b9\u6848\u6211\u70b9\u540d\u4e24\u4e2a\u3002Open WebUI<\/strong>\uff1a\u540c\u6837\u81ea\u6258\u7ba1\uff0c\u77e5\u8bc6\u5e93\u52a0\u804a\u5929\u5f00\u7bb1\u5373\u7528\u3001\u793e\u533a\u63d2\u4ef6\u751f\u6001\u66f4\u6210\u719f\uff0c\u4f46\u5b83\u6ca1\u6709\u638c\u63e1\u5ea6\u8ddf\u8e2a\u3001\u6ca1\u6709\u9519\u9898\u6c89\u6dc0\u3001\u6ca1\u6709\u590d\u4e60\u8ba1\u5212\uff0c\u5b66\u4e60\u95ed\u73af\u4e3a\u96f6\u2014\u2014\u5b83\u662f\u300c\u66f4\u597d\u7684\u804a\u5929\u6846\u300d\uff0cDeepTutor \u662f\u300c\u5b66\u4e60\u8fc7\u7a0b\u7ba1\u7406\u300d\uff0c\u7ef4\u5ea6\u4e0d\u540c\u3002NotebookLM<\/strong>\uff1a\u8c37\u6b4c\u6258\u7ba1\uff0c\u8d44\u6599\u7406\u89e3\u8d28\u91cf\u597d\u3001\u7701\u5fc3\u5230\u6781\u81f4\uff0c\u4ee3\u4ef7\u662f\u6570\u636e\u5728\u522b\u4eba\u4e91\u4e0a\u3001\u80fd\u529b\u9501\u6b7b\u5728\u8c37\u6b4c\u751f\u6001\u91cc\u3001\u5b8c\u5168\u4e0d\u53ef\u6269\u5c55\u2014\u2014\u5728\u4e4e\u6570\u636e\u4e3b\u6743\u6216\u8005\u60f3\u63a5\u81ea\u5df1\u6a21\u578b\u7684\uff0c\u5b83\u76f4\u63a5\u51fa\u5c40\u3002<\/p>\n
\u6700\u540e\u8bf4\u53e5\u5b9e\u5728\u7684\uff0c\u8fd9\u9879\u76ee\u53bb\u5e74 12 \u6708\u5e95\u624d\u6b63\u5f0f\u53d1\u5e03\uff0c\u4e0d\u5230\u4e00\u5e74\u5e72\u5230 58,003 \u4e2a star\u300190 \u4e2a\u7248\u672c\uff0c\u6700\u8fd1\u56db\u5468\u5c31\u5408\u4e86 1,010 \u6b21\u63d0\u4ea4\uff0c11 \u6708 6 \u65e5\u521a\u53d1 v1.7.2\uff0c\u8fd9\u4e2a\u8282\u594f\u653e\u5728\u5f00\u6e90\u5708\u4e5f\u662f\u5c11\u89c1\u7684\u51f6\u731b\u3002\u4e00\u53e5\u8bdd\u603b\u7ed3\u6211\u7684\u6001\u5ea6\uff1a\u68c0\u7d22\u51c6\u4e0d\u51c6\u4ece\u6765\u4e0d\u662f\u74f6\u9888\uff0c\u5b66\u4e60\u8fd9\u4ef6\u4e8b\u7f3a\u7684\u4ece\u6765\u662f\u300c\u7ec3\u300d\u548c\u300c\u8bb0\u300d\u7684\u90a3\u4e00\u73af\u2014\u2014DeepTutor \u628a\u8fd9\u4e24\u73af\u6b63\u7ecf\u5f53\u529f\u80fd\u505a\u4e86\uff0c\u5149\u51ed\u8fd9\u4e2a\uff0c\u5b83\u5c31\u503c\u5f97\u6211\u4e0b\u6b21\u817e\u51fa\u4e00\u4e2a\u4e0b\u5348\uff0c\u88c5\u4e0a\u771f\u8dd1\u4e00\u904d\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
\u6e2f\u5927\u5f00\u6e90\u7684 DeepTutor \u628a\u300c\u5b66\u4f1a\u6ca1\u6709\u300d\u505a\u6210\u6b63\u7ecf\u529f\u80fd\uff1a\u4e09\u5c42\u53ef\u5ba1\u8ba1\u8bb0\u5fc6\u3001\u591a\u5f15\u64ce\u77e5\u8bc6\u5e93\u3001kb eval \u91cf\u5316\u68c0\u7d22\u3001\u9519\u9898\u590d\u4e60\u95ed\u73af\u3002\u6211\u8fd8\u6ca1\u88c5\uff0c\u5148\u7ffb\u5b8c\u5b83 190 \u4e2a open issue \u548c\u7b2c\u4e09\u65b9\u5b9e\u6d4b\uff1a\u5c0f\u6a21\u578b\u6570\u5b66\u9519\u4e24\u9053\uff0c\u5347\u7ea7\u4e8b\u6545\u672a\u4fee\u3002\u503c\u4e0d\u503c\u5f97\u4e0a\u624b\uff0c\u8d26\u7b97\u6e05\u5728\u8fd9\u91cc\u3002<\/p>\n","protected":false},"author":1,"featured_media":10021553,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-10021554","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-share"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/itmax.cn\/wp-content\/uploads\/2026\/11\/deeptutor-cover.png","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021554","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10021554"}],"version-history":[{"count":1,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021554\/revisions"}],"predecessor-version":[{"id":10021555,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021554\/revisions\/10021555"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/media\/10021553"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10021554"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10021554"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10021554"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}