{"id":2743,"date":"2026-08-23T16:05:14","date_gmt":"2026-08-23T08:05:14","guid":{"rendered":"https:\/\/bzsj.club\/index.php\/2026\/08\/23\/%e7%94%a8-agent-%e8%87%aa%e5%8a%a8%e6%89%92%e4%ba%86%e4%b8%80%e9%81%8d%e7%9f%a5%e4%b9%8e%e6%8e%a8%e8%8d%90%e7%b3%bb%e7%bb%9f%e9%a2%86%e5%9f%9f%e7%9a%84%e5%a4%a7v-%e7%84%b6%e5%90%8e\/"},"modified":"2026-08-23T16:05:14","modified_gmt":"2026-08-23T08:05:14","slug":"%e7%94%a8-agent-%e8%87%aa%e5%8a%a8%e6%89%92%e4%ba%86%e4%b8%80%e9%81%8d%e7%9f%a5%e4%b9%8e%e6%8e%a8%e8%8d%90%e7%b3%bb%e7%bb%9f%e9%a2%86%e5%9f%9f%e7%9a%84%e5%a4%a7v-%e7%84%b6%e5%90%8e","status":"publish","type":"post","link":"https:\/\/bzsj.club\/index.php\/2026\/08\/23\/%e7%94%a8-agent-%e8%87%aa%e5%8a%a8%e6%89%92%e4%ba%86%e4%b8%80%e9%81%8d%e7%9f%a5%e4%b9%8e%e6%8e%a8%e8%8d%90%e7%b3%bb%e7%bb%9f%e9%a2%86%e5%9f%9f%e7%9a%84%e5%a4%a7v-%e7%84%b6%e5%90%8e\/","title":{"rendered":"\u7528 Agent \u81ea\u52a8\u6252\u4e86\u4e00\u904d\u77e5\u4e4e\u63a8\u8350\u7cfb\u7edf\u9886\u57df\u7684\u5927V\u2014\u2014\u7136\u540e\u6211\u53d1\u73b0\u4e86\u4e00\u4e9b\u53cd\u5e38\u8bc6\u7684\u4e8b"},"content":{"rendered":"

\u5bfc\u8bed<\/h3>\n

\u505a\u6280\u672f\u8c03\u7814\u7684\u65f6\u5019\uff0c\u6211\u7ecf\u5e38\u9047\u5230\u4e00\u4e2a\u95ee\u9898\uff1a\u4e00\u7bc7\u8bba\u6587\u3001\u4e00\u4e2a\u6570\u636e\u70b9\uff0c\u5230\u5e95\u8be5\u4fe1\u8c01\uff1f<\/p>\n

\u540c\u6837\u4e00\u4e2a OneReason \u7684\u89e3\u8bfb\uff0c\u6709\u4eba\u5199\u5f97\u50cf\u65b0\u95fb\u7a3f\uff0c\u6709\u4eba\u5199\u5f97\u50cf\u81ea\u5bb6\u5de5\u7a0b\u590d\u76d8\uff0c\u6709\u4eba\u7eaf\u7cb9\u628a arXiv abstract \u7ffb\u8bd1\u4e86\u4e00\u904d\u3002\u8fd9\u4e09\u79cd\u5185\u5bb9\u8d28\u91cf\u5929\u5dee\u5730\u522b\uff0c\u4f46\u5b83\u4eec\u90fd\u6302\u5728\u77e5\u4e4e\u4e0a\uff0c\u90fd\u53eb\u201d\u4e13\u680f\u6587\u7ae0\u201d\u3002<\/p>\n

\u6240\u4ee5\u6211\u505a\u4e86\u4e2a\u5b9e\u9a8c\uff1a\u8ba9 agent \u628a\u77e5\u4e4e\u63a8\u8350\u7cfb\u7edf\u9886\u57df\u7684\u5927V\u5168\u90e8\u6252\u4e00\u904d\uff0c\u4e0d\u5149\u770b\u4ed6\u4eec\u5199\u4e86\u4ec0\u4e48\uff0c\u8fd8\u8981\u4ea4\u53c9\u9a8c\u8bc1\u4ed6\u4eec\u5230\u5e95\u662f\u8c01\u3001\u5728\u54ea\u4e0a\u73ed\u3001\u6709\u6ca1\u6709\u771f\u4e1c\u897f\u3002 \u8dd1\u4e86 5 \u8f6e\u8fed\u4ee3\u4e4b\u540e\uff0c\u6211\u5f97\u5230\u4e86\u4e00\u4e2a 1285 \u4eba\u7684\u7528\u6237\u56fe\u8c31\u300113 \u4eba\u7684\u6df1\u5ea6 profile\uff0c\u8fd8\u6709\u51e0\u4e2a\u8ddf\u76f4\u89c9\u5b8c\u5168\u76f8\u53cd\u7684\u7ed3\u8bba\u3002<\/p>\n

\u8fd9\u7bc7\u6587\u7ae0\u628a\u6574\u4e2a\u65b9\u6cd5\u8bba\u62c6\u7ed9\u4f60\u770b\u3002<\/p>\n

\n

\u4e00\u3001\u4e3a\u4ec0\u4e48\u8981\u7528 agent \u505a\uff0c\u800c\u4e0d\u662f\u624b\u52a8\u7ffb<\/h3>\n

\u624b\u52a8\u627e\u4eba\u8fd9\u4ef6\u4e8b\uff0c\u6548\u7387\u4f4e\u4e14\u5bb9\u6613\u6f0f\u3002\u4f60\u4ece\u4e00\u4e2a\u9ad8\u8d28\u91cf\u4e13\u680f\u4f5c\u8005\u51fa\u53d1\uff0c\u70b9\u8fdb\u4ed6\u7684\u5173\u6ce8\u5217\u8868\uff0c\u770b\u5230 30 \u4e2a\u4eba\u540d\uff0c\u518d\u70b9\u8fdb\u53bb\u770b\u4ed6\u4eec\u7684\u6587\u7ae0\u2026\u2026\u8fd9\u662f\u4e00\u4e2a\u5178\u578b\u7684\u56fe\u904d\u5386\u95ee\u9898\uff0c\u5929\u7136\u9002\u5408 agent\u3002<\/p>\n

\u4f46\u5355\u7eaf\u8ba9 agent \u53bb\u722c\uff0c\u4f1a\u722c\u51fa\u4e00\u5806\u566a\u58f0\u3002\u771f\u6b63\u7684\u96be\u70b9\u4e0d\u5728\u201d\u6293\u6570\u636e\u201d\uff0c\u800c\u5728\u4e09\u4ef6\u4e8b\uff1a<\/p>\n

1. \u600e\u4e48\u4ece\u566a\u58f0\u91cc\u7b5b\u51fa\u201d\u5f3a\u76f8\u5173\u7528\u6237\u201d\uff08\u8fd9\u4e2a\u9886\u57df\u771f\u505a\u7684\u4eba vs \u987a\u8def\u5173\u6ce8\u7684\u5403\u74dc\u7fa4\u4f17\uff09<\/p>\n

2. \u600e\u4e48\u5224\u65ad\u4e00\u4e2a\u4eba\u7684\u201d\u5de5\u4e1a\u5b9e\u6218\u542b\u91d1\u91cf\u201d\uff08\u771f\u5728\u804c\u63a8\u8350\u7b97\u6cd5\u5de5\u7a0b\u5e08 vs \u7eaf\u8bba\u6587\u7ffb\u8bd1\u535a\u4e3b\uff09<\/p>\n

3. \u600e\u4e48\u5728\u4e0d\u78b0\u9690\u79c1\u7684\u524d\u63d0\u4e0b\uff0c\u628a\u4e00\u4e2a\u4eba\u7684\u771f\u5b9e\u8eab\u4efd\u5c3d\u91cf\u8fd8\u539f\uff08\u516c\u53f8\u3001\u771f\u540d\u3001\u5b66\u5386\u3001\u516c\u5f00\u8054\u7cfb\u65b9\u5f0f\uff09<\/p>\n

\u8fd9\u4e09\u4e2a\u95ee\u9898\uff0c\u5bf9\u5e94\u7684\u5c31\u662f\u63a5\u4e0b\u6765\u4e09\u90e8\u5206\u5185\u5bb9\u3002<\/p>\n

\n

\u4e8c\u3001\u7f51\u7edc\u6784\u5efa\uff1a\u4ece 1 \u4e2a\u8d26\u53f7\u5230 1285 \u4eba\uff0c\u7528\u4e86 5 \u8f6e\u8fed\u4ee3<\/h3>\n

2.1 \u8d77\u70b9\uff1a\u53ea\u770b\u4e00\u4e2a\u4eba\u5173\u6ce8\u8c01\uff0c\u662f\u8fdc\u8fdc\u4e0d\u591f\u7684<\/h3>\n

\u6211\u4ece\u81ea\u5df1\u7684\u77e5\u4e4e\u8d26\u53f7\u51fa\u53d1\uff08\u5173\u6ce8\u4e86\u6d45\u68a6\u3001\u4e5d\u8001\u5e08\u7b49 19 \u4eba\uff09\u3002\u7b2c\u4e00\u8f6e v1\uff0c\u53ea\u6293\u4e86 2 \u4e2a\u6570\u636e\u6e90\uff0c\u5f97\u5230 28 \u4eba\u3002\u8fd9\u65f6\u5019\u80fd\u770b\u5230\u7684\uff0c\u53ea\u6709\u201d\u6211\u5708\u5b50\u91cc\u7684\u6211\u5708\u5b50\u201d\u3002<\/p>\n

\u771f\u6b63\u7684\u7f51\u7edc\u662f\u591a\u8df3\u7684\u3002\u6240\u4ee5\u6211\u505a\u4e86 5 \u8f6e BFS \u6269\u5c55\uff0c\u6bcf\u4e00\u8f6e\u7684\u6838\u5fc3\u7b56\u7565\u90fd\u4e0d\u4e00\u6837\uff1a<\/p>\n

Notice: \u6570\u636e\u6e90\u7f16\u53f7\u80cc\u540e\u662f\u4e0d\u540c\u7684\u201d\u8df3\u6570\u201d\u3002v4 \u6293\u674e\u6c90\u3001\u7530\u6e0a\u680b\u8fd9\u4e9b\u9876\u7ea7\u5927 V \u7684\u5173\u6ce8\u5217\u8868\uff0c\u672c\u8d28\u662f 4-5 \u8df3\u2014\u2014\u4ece\u6211\u7684\u8d26\u53f7\u51fa\u53d1\uff0c\u8981\u7ecf\u8fc7\u201d\u6211\u5173\u6ce8\u7684\u4eba \u2192 \u4ed6\u5173\u6ce8\u7684\u4eba \u2192 \u90a3\u4e2a\u4eba\u5173\u6ce8\u7684\u4eba\u201d\u597d\u51e0\u5c42\uff0c\u624d\u80fd\u89e6\u53ca\u3002\u5355\u9760\u624b\u52a8\u7ffb\u6839\u672c\u7ffb\u4e0d\u5230\u3002<\/p>\n

2.2 \u4e00\u4e2a\u53cd\u5e38\u8bc6\u7684\u7ed3\u8bba\uff1a\u8de8\u6e90\u8d8a\u591a\uff0c\u8d8a\u662f\u771f\u6838\u5fc3<\/h3>\n

\u628a 1285 \u4eba\u6309\u201d\u51fa\u73b0\u5728\u591a\u5c11\u4e2a\u6570\u636e\u6e90\u91cc\u201d\u7edf\u8ba1\uff0c\u4f1a\u5f97\u5230\u4e00\u4e2a\u975e\u5e38\u957f\u5c3e\u7684\u5206\u5e03\uff1a<\/p>\n

\u8fd9\u91cc\u6709\u4e00\u4e2a\u7279\u522b\u91cd\u8981\u7684\u53d1\u73b0\uff1a\u5173\u6ce8\u6570\u6700\u9ad8\u7684\u738b\u5586\uff0814 \u4e07\u5173\u6ce8\uff09\uff0c\u5e76\u4e0d\u662f\u7f51\u7edc\u4e2d\u5fc3\uff1b\u53ea\u6709 2 \u4e07\u5173\u6ce8\u7684\u4e5d\u8001\u5e08\uff0c\u624d\u662f\u8de8 7 \u6e90\u7684\u7edd\u5bf9\u4e2d\u5fc3\u3002<\/p>\n

\u4e3a\u4ec0\u4e48\uff1f\u56e0\u4e3a\u201d\u88ab\u591a\u5c11\u4eba\u5173\u6ce8\u201d\u53cd\u6620\u7684\u662f\u77e5\u540d\u5ea6\uff0c\u201d\u88ab\u591a\u5c11\u4e2a\u72ec\u7acb\u7684\u4fe1\u606f\u6e90\u8986\u76d6\u201d\u53cd\u6620\u7684\u662f\u5728\u8fd9\u4e2a\u4e13\u4e1a\u5708\u5b50\u91cc\u88ab\u591a\u5c11\u4e2a\u540c\u884c\u8ba4\u53ef\u3002\u4e5d\u8001\u5e08\u867d\u7136\u5173\u6ce8\u6570\u53ea\u6709\u738b\u5586\u7684 1\/7\uff0c\u4f46\u4ed6\u88abGuoXun\u3001\u7a0b\u5f15\u30010xC001\u3001\u5085\u806a\u3001\u8427\u745f\u7b49 5\u4e2a\u63a8\u8350\u5708\u6838\u5fc3\u4eba\u7269\u540c\u65f6\u5173\u6ce8\u2014\u2014\u8fd9\u4e9b\u4eba\u5f7c\u6b64\u5e76\u4e0d\u4e92\u76f8\u5173\u6ce8\uff0c\u4f46\u4ed6\u4eec\u90fd\u5173\u6ce8\u4e86\u4e5d\u8001\u5e08\u3002\u8fd9\u79cd\u201d\u591a\u6e90\u6c47\u805a\u201d\u624d\u662f\u5224\u65ad\u4e13\u4e1a\u5f71\u54cd\u529b\u7684\u786c\u6307\u6807\u3002<\/p>\n

> \u8fd9\u5bf9\u7b97\u6cd5\u4eba\u6765\u8bf4\u5e94\u8be5\u4e0d\u964c\u751f\uff1aPageRank \u7684\u6838\u5fc3\u601d\u60f3\u5c31\u662f\u201d\u88ab\u91cd\u8981\u8282\u70b9\u6307\u5411\u7684\u8282\u70b9\u66f4\u91cd\u8981\u201d\uff0c\u800c\u4e0d\u662f\u201d\u88ab\u8d8a\u591a\u8282\u70b9\u6307\u5411\u8d8a\u91cd\u8981\u201d\u3002 \u5173\u6ce8\u6570\u662f in-degree\uff0c\u8de8\u6e90\u6570\u624d\u662f\u67d0\u79cd\u8fd1\u4f3c\u7684\u5f71\u54cd\u529b\u4f20\u64ad\u503c\u3002
>
><\/p>\n

2.3 \u6b63\u5411\u7f51\u7edc vs \u53cd\u5411\u7f51\u7edc\uff1a\u4e00\u4e2a ROI \u7684\u8840\u6cea\u6559\u8bad<\/h3>\n

v5 \u6211\u6293\u4e86 4 \u4e2a\u6838\u5fc3\u8282\u70b9\u7684\u201d\u5173\u6ce8\u8005\u201d\uff08followers\uff0c\u53cd\u5411\u7f51\u7edc\uff09\uff0c\u539f\u672c\u4ee5\u4e3a\u80fd\u6316\u51fa\u9690\u85cf\u7684\u7b97\u6cd5\u4e13\u5bb6\u3002\u7ed3\u679c\u88ab\u73b0\u5b9e\u6253\u8138\u4e86\uff1a<\/p>\n

\u53cd\u5411\u7f51\u7edc 80% \u662f\u533f\u540d\u3001\u4f4e\u6d3b\u8dc3\u3001\u975e\u6280\u672f\u7684\u7528\u6237\u3002\u5b83\u7684\u552f\u4e00\u4ef7\u503c\u662f\u5076\u5c14\u80fd\u6316\u5230\u201d\u4e0d\u5199\u4e13\u680f\u3001\u4e0d\u7b54\u9898\uff0c\u53ea\u662f\u9ed8\u9ed8\u5173\u6ce8\u4e86\u5927 V \u7684\u4e00\u7ebf\u5de5\u7a0b\u5e08\u201d\u2014\u2014\u6bd4\u5982\u6211\u4ece\u4e00\u4e2a\u53cd\u5411\u7f51\u7edc\u91cc\u6316\u5230\u4e86\u4e00\u4e2a B \u7ad9\u7b97\u6cd5\u5de5\u7a0b\u5e08\u548c\u4e00\u4e2a\u5b57\u8282 MLSys \u5458\u5de5\uff0c\u4ed6\u4eec\u90fd\u4e0d\u4ea7\u51fa\u5185\u5bb9\u3002<\/p>\n

\u7ed3\u8bba\uff1a\u505a\u8fd9\u79cd\u7f51\u7edc\u5206\u6790\uff0c\u4f18\u5148\u6b63\u5411 BFS\uff0c\u53cd\u5411 followers \u53ea\u5728\u6709\u660e\u786e\u76ee\u6807\u65f6\u7528\u3002\u8fd9\u4e2a\u6559\u8bad\u6211\u82b1\u4e86\u6574\u6574\u4e00\u8f6e\u8fed\u4ee3\u624d\u60f3\u660e\u767d\u3002<\/p>\n

\n

\u4e09\u3001Profile \u6df1\u5ea6\u63d0\u53d6\uff1a\u600e\u4e48\u5728\u4e0d\u78b0\u9690\u79c1\u7684\u524d\u63d0\u4e0b\uff0c\u8fd8\u539f\u4e00\u4e2a\u4eba\u7684\u771f\u5b9e\u8eab\u4efd<\/h3>\n

\u6293\u5230\u540d\u5355\u53ea\u662f\u7b2c\u4e00\u6b65\u3002\u66f4\u6709\u610f\u601d\u7684\u662f\u2014\u2014\u8fd9\u4e9b\u201d\u77e5\u4e4e\u5927 V\u201d\u5230\u5e95\u662f\u8c01\uff1f<\/p>\n

3.1 \u77e5\u4e4e profile API \u662f\u4e2a\u91d1\u77ff\uff08\u4f46\u90fd\u662f\u7528\u6237\u81ea\u5df1\u586b\u7684\uff09<\/h3>\n

\u77e5\u4e4e\u7684 `\/api\/v4\/members\/{id}` \u63a5\u53e3\uff0c\u53ea\u8981\u5e26\u4e0a\u767b\u5f55\u6001\uff0c\u80fd\u62ff\u5230\u7ed3\u6784\u5316\u7684\u5b57\u6bb5\uff1a<\/p>\n

– `employments`\uff1a\u5de5\u4f5c\u7ecf\u5386\uff08\u516c\u53f8 + \u804c\u4f4d\uff09<\/p>\n

– `educations`\uff1a\u6559\u80b2\u80cc\u666f\uff08\u5b66\u6821 + \u4e13\u4e1a\uff09<\/p>\n

– `badge`\uff1a\u8ba4\u8bc1\u5fbd\u7ae0\uff08\u5982\u201d\u963f\u91cc\u5df4\u5df4 \u5927\u6a21\u578b\u7b97\u6cd5\u4e13\u5bb6\u201d\uff09<\/p>\n

– `description`\uff1a\u4e2a\u4eba\u7b80\u4ecb\uff08\u5f88\u591a\u4eba\u5728\u8fd9\u91cc\u7559\u90ae\u7bb1\/\u5fae\u4fe1\/GitHub\uff09<\/p>\n

\u8fd9\u4e9b\u4fe1\u606f\u5168\u90e8\u662f\u7528\u6237\u4e3b\u52a8\u586b\u7684\uff0c\u6240\u4ee5\u8bfb\u53d6\u5b83\u4eec\u6ca1\u6709\u4efb\u4f55\u4f26\u7406\u95ee\u9898\u3002\u4e00\u8f6e\u6293\u4e0b\u6765\uff0c\u6211\u5c31\u7ea0\u6b63\u4e86\u597d\u51e0\u4e2a\u4e4b\u524d\u7684\u8ba4\u77e5\u9519\u8bef\uff1a<\/p>\n

3.2 \u771f\u540d\u600e\u4e48\u786e\u8ba4\uff1a\u4ece\u201d\u8bba\u6587\u89e3\u8bfb\u201d\u5230\u201d\u5f00\u6e90\u7f72\u540d\u201d\u7684\u4ea4\u53c9\u9a8c\u8bc1<\/h3>\n

\u8fd9\u662f\u6574\u4e2a\u6d41\u7a0b\u91cc\u6700\u6709\u610f\u601d\u7684\u90e8\u5206\u3002\u77e5\u4e4e ID \u662f\u533f\u540d\u7684\uff0c\u4f46\u4e00\u4e2a\u4eba\u5982\u679c\u6709\u81ea\u5df1\u7684\u5f00\u6e90\u9879\u76ee\u3001PyPI \u5305\u3001\u5b66\u672f\u8bba\u6587\uff0c\u4ed6\u5c31\u4e00\u5b9a\u4f1a\u5728\u67d0\u5904\u7528\u771f\u540d\u7f72\u540d\u3002\u8fd9\u4e9b\u90fd\u662f\u4ed6\u81ea\u5df1\u516c\u5f00\u7684\u884c\u4e3a\uff0c\u4e0d\u662f\u9690\u79c1\u6316\u6398\u3002<\/p>\n

\u6211\u7528\u56db\u79cd\u65b9\u5f0f\u4ea4\u53c9\u9a8c\u8bc1\uff0c\u6210\u529f\u7387\u5dee\u522b\u5f88\u5927\uff1a<\/p>\n

\u6700\u6709\u6210\u5c31\u611f\u7684\u4e24\u6b21\uff1a<\/p>\n

\u4e00\u6b21\u662f\u6d45\u68a6\u3002\u4ed6\u7684\u77e5\u4e4e\u6ca1\u5199\u771f\u540d\uff0c\u4f46\u6211\u987a\u7740\u4ed6 profile \u91cc\u7684 GitHub \u94fe\u63a5\u627e\u5230 `shenweichen`\uff0c\u518d\u67e5\u4ed6\u5f00\u6e90\u7684 DeepCTR \u5728 PyPI \u4e0a\u7684\u5305\u4fe1\u606f\u2014\u2014Author \u5b57\u6bb5\u767d\u7eb8\u9ed1\u5b57\u5199\u7740 `Weichen Shen`\u3002\u4e09\u91cd\u4e92\u8bc1\uff08GitHub profile name=weichen + PyPI Author=Weichen Shen + AlgoNotes \u4ed3\u5e93\u81ea\u8ff0\u201d\u6d45\u68a6\u5b66\u4e60\u7b14\u8bb0\u201d\uff09\uff0c\u59d3\u6c0f\u786e\u5b9a\u662f\u6c88\u3002<\/p>\n

\u53e6\u4e00\u6b21\u662f GuoXun\u3002\u4ed6\u7684\u77e5\u4e4e\u6587\u7ae0\u91cc\u63d0\u5230\u81ea\u5df1\u5f00\u4e86\u4e2a\u5f00\u6e90\u6846\u67b6 AgenticRec\uff0c\u8d34\u4e86 GitHub \u94fe\u63a5 `github“.com\/guoxun\/AgenticRec`\u3002\u70b9\u8fdb\u53bb\uff0cprofile name \u662f `Guo Xun`\uff0cREADME \u7b2c\u4e00\u53e5\u5c31\u662f `Hi there, I’m Guo Xun.`\uff0c\u800c\u4e14 profile \u91cc\u8fd8\u6302\u4e86\u77e5\u4e4e `guo-xun-16` \u7684\u94fe\u63a5\u4e92\u8bc1\u3002\u5168\u94fe\u8def\u95ed\u5408\u3002<\/p>\n

3.3 \u54ea\u4e9b\u4eba\u786e\u8ba4\u4e0d\u4e86\uff1a\u523b\u610f\u533f\u540d\u7684\uff0c\u8981\u5c0a\u91cd<\/h3>\n

Notice: \u4e0d\u662f\u6240\u6709\u5927 V \u90fd\u5e94\u8be5\u88ab\u201d\u6316\u201d\u51fa\u6765\u3002<\/p>\n

\u4e5d\u8001\u5e08\u5c31\u662f\u5178\u578b\u3002\u4ed6\u7684 GitHub\uff08qqhard\uff09profile \u5b8c\u5168\u7a7a\u767d\uff0c\u6ca1\u540d\u5b57\u3001\u6ca1 bio\u3001\u6ca1 location\uff0c\u53ea\u6302\u4e86\u4e00\u4e2a zero-claw \u9879\u76ee\u3002\u8fd9\u663e\u7136\u662f\u4e3b\u52a8\u9009\u62e9\u533f\u540d\u3002\u5bf9\u8fd9\u79cd\u523b\u610f\u533f\u540d\u7684\u4eba\uff0c\u6b63\u786e\u505a\u6cd5\u662f\u505c\u4e0b\u2014\u2014\u4ed6\u4e0d\u60f3\u8ba9\u4eba\u77e5\u9053\u4ed6\u662f\u8c01\uff0c\u90a3\u5c31\u522b\u518d\u5f80\u4e0b\u6316\u4e86\u3002<\/p>\n

\u540c\u6837\u786e\u8ba4\u4e0d\u4e86\u7684\u8fd8\u6709 DOTA\uff08\u516c\u53f8\u4ece\u6ca1\u516c\u5f00\u8fc7\uff09\u3001\u5dde\u61c2\uff08\u67d0\u5927\u5382\uff0c\u5177\u4f53\u54ea\u5bb6\u4e0d\u516c\u5f00\uff09\u30010xC001\uff08http:\/\/MLPOD.COM<\/a> \u533f\u540d\u8fd0\u8425\uff09\u3002\u8fd9\u4e9b\u4eba\u7684\u5171\u540c\u70b9\u662f\uff1a\u53ea\u505a\u5185\u5bb9\u8f93\u51fa\uff0c\u4e0d\u6302\u81ea\u5df1\u7684\u5b66\u672f\u8eab\u4efd\u6216\u5f00\u6e90\u9879\u76ee\u3002\u6ca1\u6709\u53ef\u4ea4\u53c9\u7684\u516c\u5f00\u7f72\u540d\uff0c\u5c31\u8bc1\u4e0d\u4e86\uff0c\u8fd9\u5f88\u6b63\u5e38\u3002<\/p>\n

\u6211\u7ed9\u81ea\u5df1\u5b9a\u7684\u7ea2\u7ebf\u662f\uff1a\u53ea\u7528\u4f5c\u8005\u4e3b\u52a8\u516c\u5f00\u7684\u4fe1\u606f\uff0c\u4ece ID \u63a8\u6d4b\u7684\u771f\u540d\u4e00\u5f8b\u6807\u201d\u672a\u8bc1\u5b9e\u201d\uff0c\u7535\u8bdd\u3001\u4f4f\u5740\u3001\u8eab\u4efd\u8bc1\u3001\u4e2d\u6587\u6c49\u5b57\u540d\u63a8\u6d4b\u8fd9\u4e9b\u4e00\u5f8b\u4e0d\u78b0\u3002 \u8fd9\u6761\u7ebf\u4e0d\u5b88\uff0cagent \u5f88\u5bb9\u6613\u5c31\u53d8\u6210 doxxing \u5de5\u5177\u3002<\/p>\n

\n

\u56db\u3001\u5de5\u4e1a\u7ecf\u9a8c\u771f\u5b9e\u6027\u5206\u7ea7\uff1a\u54ea\u4e9b\u5927 V \u662f\u201d\u771f\u505a\u7684\u4eba\u201d\uff0c\u54ea\u4e9b\u662f\u201d\u8bba\u6587\u642c\u8fd0\u5de5\u201d<\/h3>\n

\u8fd9\u662f\u6574\u4e2a\u5206\u6790\u91cc\u6700\u6709\u5b9e\u7528\u4ef7\u503c\u7684\u90e8\u5206\u2014\u2014\u540c\u6837\u662f\u201d\u77e5\u4e4e\u63a8\u8350\u9886\u57df\u5927 V\u201d\uff0c\u542b\u91d1\u91cf\u53ef\u4ee5\u5dee\u51fa\u4e00\u4e2a\u6570\u91cf\u7ea7\u3002<\/p>\n

4.1 \u4e94\u6761\u786c\u8bc1\u636e<\/h3>\n

\u6211\u5217\u4e86 5 \u6761\u5224\u65ad\u6807\u51c6\uff0c\u6ee1\u8db3\u8d8a\u591a\u8d8a\u504f\u5de5\u4e1a\u5b9e\u6218\uff1a<\/p>\n

1. profile employments \u660e\u786e\u5927\u5382\u5728\u804c + \u63a8\u8350\u5c97\uff08badge \u8ba4\u8bc1 > \u81ea\u586b\uff09<\/p>\n

2. \u6709\u81ea\u7814\u4ea7\u51fa\uff08\u5f00\u6e90\u9879\u76ee\/\u8bba\u6587\/\u53d1\u660e\uff0c\u975e\u7ffb\u8bd1\uff09<\/p>\n

3. \u6587\u7ae0\u662f\u539f\u521b\u7cfb\u7edf\u8bbe\u8ba1\/\u5de5\u7a0b\u5b9e\u8df5\uff0c\u4e0d\u662f\u201d\u5206\u4eab\u4e00\u7bc7\u8bba\u6587\u201d\u683c\u5f0f<\/p>\n

4. \u56e2\u961f\u8d1f\u8d23\u4eba\/ED\/\u4e13\u5bb6 title<\/p>\n

5. \u53d1\u8fc7\u5185\u63a8\/\u62db\u8058\uff08\u5728\u804c\u786c\u8bc1\u636e\uff09<\/p>\n

4.2 \u4e09\u4e2a\u68af\u961f\u7684\u7ed3\u8bba<\/h3>\n

\u6309\u8fd9\u5957\u6807\u51c6\uff0c13 \u4e2a\u63a8\u8350\u9886\u57df\u5927 V \u88ab\u5206\u6210\u4e86\u4e09\u7c7b\uff1a<\/p>\n

\u7b2c\u4e00\u68af\u961f \u00b7 \u771f\u00b7\u5de5\u4e1a\u5b9e\u6218\u6d3e\uff086 \u4eba\uff09\uff1a\u738b\u5586\u3001\u5085\u806a\u3001\u6d45\u68a6\u3001\u4e5d\u8001\u5e08\u3001GuoXun\u3001\u7a0b\u5f15\u3002\u8fd9 6 \u4e2a\u4eba\u5171\u540c\u7684\u7279\u70b9\u662f\u201c\u90fd\u6709\u81ea\u5df1\u7684\u4e1c\u897f\u201d\u2014\u2014\u738b\u5586\u6709\u4e66\uff0c\u5085\u806a\u53d1\u660e\u4e86 OnePiece\uff0c\u6d45\u68a6\u5199\u4e86 DeepCTR\uff0c\u4e5d\u8001\u5e08\u662f TikTok \u56e2\u961f\u8d1f\u8d23\u4eba\uff0cGuoXun \u5f00\u6e90\u4e86 AgenticRec\uff0c\u7a0b\u5f15\u5728\u505a\u67b6\u6784\u5c42\u7684\u539f\u521b\u62bd\u8c61\u3002\u4ece\u4ed6\u4eec\u6587\u7ae0\u91cc\u80fd\u5b66\u5230\u201d\u600e\u4e48\u5e72\u201d\u3002<\/p>\n

\u7b2c\u4e8c\u68af\u961f \u00b7 \u5728\u804c\u4f46\u504f\u5185\u5bb9\u8f93\u51fa\uff084 \u4eba\uff09\uff1a0xC001\u3001\u51e0\u91ce\u3001\u75af\u5200\u3001Keep Learning\u3002\u4ed6\u4eec\u786e\u5b9e\u5728\u516c\u53f8\u4e0a\u73ed\uff080xC001 \u6709\u963f\u91cc badge\uff0c\u51e0\u91ce\u5728\u5b57\u8282\uff09\uff0c\u4f46\u6587\u7ae0\u4e3b\u8981\u662f\u8bba\u6587\u8ddf\u8e2a\u30020xC001 \u5199\u4e86 262 \u7bc7\u6587\u7ae0\uff0c\u57fa\u672c\u5168\u662f\u201d\u8bba\u6587\u6807\u9898\uff1aXX\uff0c\u8bba\u6587\u94fe\u63a5\uff1aXX\u201d\u2014\u2014\u4ed6\u7684\u5185\u5bb9\u89d2\u8272\u662f\u201d\u8bba\u6587\u96f7\u8fbe\u201d\uff0c\u4e0d\u662f\u201d\u5b9e\u6218\u8005\u201d\u3002<\/p>\n

\u7b2c\u4e09\u68af\u961f \u00b7 \u7eaf\u8bba\u6587\u89e3\u8bfb\/\u7ade\u8d5b\u6d3e\uff083 \u4eba\uff09\uff1aDOTA\u3001\u5dde\u61c2\u3001mqfcu7\u3002\u8fd9\u4e09\u4f4d\u516c\u53f8\u4ece\u6ca1\u516c\u5f00\u8fc7\uff0c\u4e5f\u6ca1\u6709\u81ea\u5df1\u7684\u8bba\u6587\u6216\u5f00\u6e90\u9879\u76ee\uff0c\u6587\u7ae0\u662f\u7eaf\u7cb9\u7684 arXiv \u7ffb\u8bd1\u3002\u5dde\u61c2 104 \u7bc7\u6587\u7ae0\u5168\u662f\u201d\u5927\u5bb6\u597d\uff0c\u6211\u662f\u5dde\u61c2\uff0c\u5206\u4eab\u4e00\u7bc7 XX \u8bba\u6587\u201d\u7684\u56fa\u5b9a\u683c\u5f0f\u3002<\/p>\n

4.3 \u4e00\u4e2a\u5b9e\u7528\u7684\u8bc6\u522b\u53e3\u8bc0<\/h3>\n

\u5224\u65ad\u4e00\u4e2a\u63a8\u8350\u9886\u57df\u535a\u4e3b\u662f\u771f\u5de5\u4e1a\u8fd8\u662f\u7eaf\u642c\u8fd0\uff0c\u770b\u4e24\u4ef6\u4e8b\u5c31\u591f\u4e86\uff1a<\/p>\n

– \u6587\u7ae0\u6807\u9898\u91cc\u6709\u6ca1\u6709\u201d\u5206\u4eab\u4e00\u7bc7\u8bba\u6587\u201d\uff08\u6709 \u2192 \u591a\u534a\u662f\u7ffb\u8bd1\uff09<\/p>\n

– \u6709\u6ca1\u6709\u81ea\u5df1\u7684\u5f00\u6e90\u4ed3\u5e93\u6216\u8bba\u6587\u7f72\u540d\uff08\u6ca1\u6709 \u2192 \u591a\u534a\u662f\u642c\u8fd0\uff09<\/p>\n

Notice: \u8fd9\u91cc\u6709\u4e2a\u53cd\u5e38\u8bc6\u7684\u70b9\u2014\u2014\u201c\u5728\u804c\u201d\u4e0d\u7b49\u4e8e\u201d\u771f\u5de5\u4e1a\u201d\u30020xC001 \u662f\u963f\u91cc\u5728\u804c\u4e13\u5bb6\uff0c\u4f46\u4ed6\u7684 262 \u7bc7\u5185\u5bb9\u5168\u662f\u8bba\u6587\u8ddf\u8e2a\uff1b\u800c\u7a0b\u5f15\u867d\u7136\u7c89\u4e1d\u4e0d\u591a\uff0c\u4f46\u4ed6\u5199\u7684\u201d\u63a8\u8350\u7cfb\u7edf\u6548\u7387\u4e0e\u6d41\u91cf\u89e3\u8026\u201d\u7cfb\u5217\u662f\u771f\u67b6\u6784\u601d\u8003\u3002\u5224\u65ad\u542b\u91d1\u91cf\uff0c\u770b\u4ea7\u51fa\uff0c\u4e0d\u770b\u5934\u8854\u3002<\/p>\n

\n

\u4e94\u3001\u51e0\u4e2a\u503c\u5f97\u5c55\u5f00\u7684\u53cd\u5e38\u8bc6\u53d1\u73b0<\/h3>\n

5.1 \u5173\u6ce8\u6570\u7b2c\u4e00\u7684\u4eba\uff0c\u4e0d\u662f\u7f51\u7edc\u4e2d\u5fc3<\/h3>\n

\u524d\u9762\u8bb2\u8fc7\uff0c\u738b\u5586 14 \u4e07\u5173\u6ce8\uff0c\u4e5d\u8001\u5e08 2 \u4e07\u5173\u6ce8\u3002\u4f46\u4e5d\u8001\u5e08\u8de8 7 \u6e90\uff0c\u738b\u5586\u53ea\u8de8 4 \u6e90\u3002\u5728\u4e00\u4e2a\u4e13\u4e1a\u5708\u5b50\u91cc\uff0c\u201d\u88ab\u540c\u884c\u8ba4\u53ef\u201d\u6bd4\u201d\u88ab\u5927\u4f17\u5173\u6ce8\u201d\u66f4\u80fd\u8bf4\u660e\u8fd9\u4e2a\u4eba\u7684\u6280\u672f\u5730\u4f4d\u3002 \u8fd9\u662f\u7f51\u7edc\u5206\u6790\u6bd4\u5355\u7eaf\u770b\u7c89\u4e1d\u6570\u9ad8\u660e\u7684\u5730\u65b9\u3002<\/p>\n

5.2 \u53cd\u5411\u7f51\u7edc\uff08followers\uff09\u662f\u4e2a\u9677\u9631<\/h3>\n

\u6211\u4ee5\u4e3a\u6293\u201d\u8c01\u5173\u6ce8\u4e86\u5927 V\u201d\u80fd\u6316\u5230\u9690\u85cf\u7684\u9ad8\u624b\uff0c\u7ed3\u679c 80% \u662f\u566a\u58f0\u3002\u6b63\u5411\u7f51\u7edc\uff08\u5927 V \u5173\u6ce8\u4e86\u8c01\uff09\u7684\u5f3a\u76f8\u5173\u7387\u662f\u53cd\u5411\u7684 4-10 \u500d\u3002\u505a\u7f51\u7edc\u6269\u5c55\uff0c\u4f18\u5148 BFS \u6b63\u5411\uff0c\u53cd\u5411\u53ea\u5728\u6709\u660e\u786e\u76ee\u6807\u65f6\u7528\u3002<\/p>\n

5.3 \u6700\u6709\u4ef7\u503c\u7684\u8054\u7cfb\u65b9\u5f0f\uff0c\u90fd\u662f\u4f5c\u8005\u4e3b\u52a8\u7559\u7684<\/h3>\n

\u6211\u4e00\u5171\u627e\u5230 6 \u4e2a\u516c\u5f00\u8054\u7cfb\u65b9\u5f0f\uff082 \u4e2a\u90ae\u7bb1\u30011 \u4e2a\u5fae\u4fe1\u30013 \u4e2a\u7f51\u7ad9\/\u535a\u5ba2\uff09\u3002\u5168\u90e8\u6765\u81ea\u4f5c\u8005\u81ea\u5df1\u5728 profile \u7b80\u4ecb\u6216\u6587\u7ae0\u91cc\u7559\u7684\uff0c\u6ca1\u6709\u4e00\u4e2a\u9700\u8981\u53bb\u6316\u3002\u8fd9\u8bf4\u660e\u2014\u2014\u771f\u6b63\u60f3\u88ab\u8054\u7cfb\u7684\u4eba\uff0c\u65e9\u5c31\u628a\u8054\u7cfb\u65b9\u5f0f\u516c\u5f00\u4e86\uff1b\u6ca1\u516c\u5f00\u7684\uff0c\u5c31\u662f\u4e0d\u60f3\u88ab\u6253\u6270\u3002 \u6ca1\u5fc5\u8981\u786c\u6316\u3002<\/p>\n

5.4 \u201c\u8bba\u6587\u89e3\u8bfb\u578b\u535a\u4e3b\u201d\u548c\u201d\u5de5\u4e1a\u5b9e\u6218\u6d3e\u201d\u662f\u4e24\u4e2a\u4e0d\u540c\u7684\u8d5b\u9053<\/h3>\n

\u5dde\u61c2 104 \u7bc7\u6587\u7ae0\u30010xC001 262 \u7bc7\uff0c\u8bba\u4ea7\u51fa\u91cf\u4ed6\u4eec\u662f\u9876\u7ea7\u3002\u4f46\u4ed6\u4eec\u7684\u5185\u5bb9\u89d2\u8272\u662f\u201d\u4fe1\u606f\u5206\u53d1\u8282\u70b9\u201d\uff0c\u4e0d\u662f\u201d\u77e5\u8bc6\u751f\u4ea7\u8005\u201d\u3002\u800c\u5085\u806a\u3001GuoXun \u8fd9\u79cd\u6709\u81ea\u7814\u4ea7\u51fa\u7684\u4eba\uff0c\u6587\u7ae0\u6570\u91cf\u5c11\u5f97\u591a\uff0c\u4f46\u6bcf\u4e00\u7bc7\u90fd\u662f\u81ea\u5df1\u7684\u5de5\u7a0b\u601d\u8003\u3002\u4e24\u4e2a\u8d5b\u9053\u6ca1\u6709\u9ad8\u4e0b\uff0c\u4f46\u8bfb\u8005\u9700\u8981\u5206\u6e05\u695a\u81ea\u5df1\u60f3\u770b\u54ea\u79cd\u3002<\/p>\n

\n

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“`Plain Text
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[3] \u5f3a\u76f8\u5173\u8fc7\u6ee4
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[4] \u8de8\u6e90\u7edf\u8ba1
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[6] \u771f\u540d\u4ea4\u53c9\u9a8c\u8bc1
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[8] \u53cd\u5411\u7f51\u7edc\uff08\u53ef\u9009\uff0cROI \u4f4e\uff09
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“`<\/p>\n

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\n

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\ud83d\udcce \u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/zhuanlan.zhihu.com\/p\/2052179994911171124<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

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