{"id":36991,"date":"2025-01-22T02:01:40","date_gmt":"2025-01-21T18:01:40","guid":{"rendered":"https:\/\/17aitech.com\/?p=36991"},"modified":"2025-01-22T02:01:40","modified_gmt":"2025-01-21T18:01:40","slug":"%e8%b4%a8%e9%87%8f%e8%b6%85%e8%b6%8ao1%ef%bc%8c%e6%88%90%e6%9c%ac%e4%bb%854%ef%bc%8cucsd%e5%bc%a0%e6%80%a1%e9%a2%96%e6%95%99%e6%8e%88%e5%9b%a2%e9%98%9f%e5%bc%80%e6%ba%90%e7%94%9f%e6%88%90%e5%bc%8fai","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36991","title":{"rendered":"\u8d28\u91cf\u8d85\u8d8ao1\uff0c\u6210\u672c\u4ec54%\uff0cUCSD\u5f20\u6021\u9896\u6559\u6388\u56e2\u961f\u5f00\u6e90\u751f\u6210\u5f0fAI\u5de5\u4f5c\u6d41\u81ea\u52a8\u4f18\u5316\u5668"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-04-5\" target=\"_blank\">\u8d28\u91cf\u8d85\u8d8ao1\uff0c\u6210\u672c\u4ec54%\uff0cUCSD\u5f20\u6021\u9896\u6559\u6388\u56e2\u961f\u5f00\u6e90\u751f\u6210\u5f0fAI\u5de5\u4f5c\u6d41\u81ea\u52a8\u4f18\u5316\u5668<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e1c59037f39ddfae8402ddb199088ede.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e1c59037f39ddfae8402ddb199088ede.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<p>\u8fd1\u51e0\u5e74\u5728\u751f\u6210\u5f0f AI \u6280\u672f\u548c\u5546\u4e1a\u521b\u65b0\u98de\u901f\u53d1\u5c55\u7684\u80cc\u666f\u4e0b\uff0c\u521b\u5efa\u9ad8\u8d28\u91cf\u4e14\u4f4e\u6210\u672c\u7684\u751f\u6210\u5f0f AI \u5e94\u7528\u5728\u4e1a\u754c\u4ecd\u6709\u76f8\u5f53\u96be\u5ea6\uff0c\u4e3b\u8981\u539f\u56e0\u5728\u4e8e\u7f3a\u4e4f\u7cfb\u7edf\u5316\u7684\u8c03\u8bd5\u548c\u4f18\u5316\u65b9\u6cd5\u3002<\/p>\n<p>\u8fd1\u65e5\uff0c<strong>UCSD \u5f20\u6021\u9896\u6559\u6388\u7684 GenseeAI \u56e2\u961f\u63a8\u51fa\u4e86\u9996\u6b3e\u53ef\u81ea\u52a8\u63d0\u5347 AI \u5de5\u4f5c\u6d41\u751f\u6210\u8d28\u91cf\u5e76\u964d\u4f4e\u751f\u6210\u6210\u672c\u7684\u5de5\u5177 Cognify<\/strong>\u3002Cognify \u53ef\u4ee5\u81ea\u52a8\u4f18\u5316 AI \u5de5\u4f5c\u6d41\uff0c\u652f\u6301 LangChain\u3001DSPy\u3001Python \u7b49\u8bed\u8a00\u6846\u67b6\u3002Cognify \u7684\u6838\u5fc3\u601d\u8def\u662f\u4e00\u79cd\u521b\u65b0\u7684\u5206\u5c42\u5de5\u4f5c\u6d41\u7ea7\u4f18\u5316\u65b9\u6cd5\u3002Cognify \u53ef\u5c06\u751f\u6210\u5f0f AI \u5e94\u7528\u7684\u751f\u6210\u8d28\u91cf\u63d0\u9ad8\u591a\u8fbe 48%\uff0c\u5e76\u5c06\u6267\u884c\u6210\u672c\u964d\u4f4e\u591a\u8fbe 90%\u3002Cognify \u73b0\u5df2\u5f00\u6e90\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ba1f2c5749016e1a5635b6c9fc9f31c3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-ba1f2c5749016e1a5635b6c9fc9f31c3.png\"><\/a><\/section>\n<section>\u5f00\u6e90\u5730\u5740\uff1ahttps:\/\/github.com\/GenseeAI\/cognify<\/section>\n<section><\/section>\n<section><strong>\u751f\u6210\u5f0f AI \u5de5\u4f5c\u6d41<\/strong><\/section>\n<section><\/section>\n<section>\u5f53\u524d\u7684\u751f\u6210\u5f0f AI \u4ea7\u54c1\u901a\u5e38\u90fd\u662f\u4ee5\u751f\u6210\u5f0f AI \u5de5\u4f5c\u6d41\u7684\u5f62\u5f0f\u6784\u5efa\u548c\u90e8\u7f72\u3002AI \u5de5\u4f5c\u6d41\u5185\u90e8\u53ef\u4ee5\u8c03\u7528\u5404\u7c7b AI \u6a21\u578b\u3001\u5de5\u5177\u3001\u6570\u636e\u6e90\u53ca\u5176\u4ed6\u7c7b\u578b\u7684\u7cfb\u7edf\u3002\u5178\u578b\u7684 AI \u5de5\u4f5c\u6d41\u5305\u62ec Agent \u5de5\u4f5c\u6d41\u548c LLM+RAG \u7b49\u3002<\/section>\n<section><\/section>\n<section>\u4e0e\u5355\u6b21\u8c03\u7528 AI \u6a21\u578b\u76f8\u6bd4\uff0cAI \u5de5\u4f5c\u6d41\u63d0\u4f9b\u4e86\u66f4\u5f3a\u5927\u3001\u53ef\u5b9a\u5236\u548c\u96c6\u6210\u5316\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5f53\u524d\u4e1a\u754c\u7684 AI \u5de5\u4f5c\u6d41\u901a\u5e38\u7531\u5de5\u7a0b\u5e08\u7f16\u5199\u3002\u5728\u90e8\u7f72\u4e4b\u524d\uff0c\u5de5\u7a0b\u5e08\u9700\u8981\u624b\u52a8\u8c03\u6574 AI \u5de5\u4f5c\u6d41\u7684\u7ed3\u6784\u548c\u63d0\u793a\u8bcd\uff08prompt\uff09\uff0c\u5e76\u4e3a\u5de5\u4f5c\u6d41\u4e2d\u7684\u5404\u4e2a\u6b65\u9aa4\u9009\u62e9\u5408\u9002\u7684\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u7531\u4e8e\u7f3a\u4e4f\u7cfb\u7edf\u5316\u7684\u8c03\u4f18\u65b9\u6cd5\uff0cAI \u5de5\u4f5c\u6d41\u7684\u90e8\u7f72\u7ecf\u5e38\u975e\u5e38\u8017\u65f6\uff0c\u5df2\u90e8\u7f72\u7684\u5de5\u4f5c\u6d41\u4e5f\u53ef\u80fd\u9762\u4e34\u8d28\u91cf\u4e0d\u4f73\u3001\u4e0d\u7a33\u5b9a\u6216\u6210\u672c\u592a\u9ad8\u7b49\u95ee\u9898\u3002\u867d\u7136\u6709\u8bb8\u591a\u751f\u6210\u5f0f AI \u5de5\u4f5c\u6d41\u7684\u5f00\u53d1\u6846\u67b6\uff0c\u6bd4\u5982 Coze\uff0cDify\uff0cLangChain\uff0cDSPy \u548c Claude MCP\uff0c\u4f46\u662f\u5e76\u6ca1\u6709\u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u8005\u7cfb\u7edf\u8c03\u8bd5\u548c\u4f18\u5316\u5de5\u5177\u3002<\/section>\n<section><\/section>\n<section><strong>Cognify <mark data-type=\"concepts\" data-id=\"fa50298e-1a85-4af0-ae96-a82708f4b610\">\u4f18\u5316\u5668<\/mark><\/strong><\/section>\n<section><\/section>\n<section><strong>Cognify \u662f\u4e00\u6b3e\u5168\u9762\u3001\u591a\u76ee\u6807\u7684\u5f00\u6e90 AI \u5de5\u4f5c\u6d41<mark data-type=\"concepts\" data-id=\"fa50298e-1a85-4af0-ae96-a82708f4b610\">\u4f18\u5316\u5668<\/mark><\/strong>\u3002Cognify \u7684\u4f18\u5316\u8fc7\u7a0b\u57fa\u4e8e\u81ea\u52a8\u9009\u62e9 AI \u6a21\u578b\u3001\u6539\u8fdb\u5de5\u4f5c\u6d41\u7ed3\u6784\u548c\u589e\u5f3a\u63d0\u793a\u8bcd\u3002Cognify \u5b9e\u73b0\u4e86\u5de5\u4f5c\u6d41\u7684<mark data-type=\"tech_methods\" data-id=\"cf8932be-519a-4fd9-84f9-c6ffa997a554\">\u591a\u76ee\u6807\u4f18\u5316<\/mark>\uff0c\u5305\u62ec\u63d0\u9ad8\u751f\u6210\u8d28\u91cf\u548c\u4f4e\u751f\u6210\u6210\u672c\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u4e0d\u540c\u7684\u5e94\u7528\u573a\u666f\uff0cCognify \u90fd\u7528\u76f8\u540c\u6216\u66f4\u5c0f\u7684\u6a21\u578b\u8fbe\u5230\u4e86\u66f4\u9ad8\u7684\u751f\u6210\u8d28\u91cf\uff0c\u63a8\u52a8\u4e86\u8d28\u91cf &#8211; \u6210\u672c Pareto \u8fb9\u754c\uff0c\u5e76\u4e14\u5141\u8bb8\u7528\u6237\u9009\u62e9\u4e0d\u540c\u7684\u8d28\u91cf &#8211; \u6210\u672c\u7ec4\u5408\uff08\u7ed3\u679c\u5982\u4e0b\u56fe\u6240\u793a\uff09\u3002\u5728\u6b64\u8fc7\u7a0b\u4e2d\uff0cCognify \u7684\u4f18\u5316\u5b9e\u73b0\u4e86\u300c\u4e00\u952e\u300d\u5168\u81ea\u52a8\u5316\u3002<\/section>\n<section><\/section>\n<section>\u540c\u65f6\uff0cCognify \u4e5f\u5141\u8bb8\u7528\u6237\u81ea\u5b9a\u4e49\u4f18\u5316\u65b9\u6cd5 Cogs\uff08Cognify \u628a\u5404\u79cd\u4f18\u5316\u7edf\u79f0 Cog\uff09\uff0c\u5907\u9009\u6a21\u578b\u79cd\u7c7b\uff0c\u4ee5\u53ca\u6700\u591a\u4f18\u5316\u6b21\u6570\u3002<strong>Cognify \u76ee\u524d\u652f\u6301 LangChain\u3001LangGraph\u3001DSPy \u548c\u57fa\u4e8e Python \u5f00\u53d1\u7684\u5de5\u4f5c\u6d41<\/strong>\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1ded6401c0b36e4874cdf882f6e9226b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-1ded6401c0b36e4874cdf882f6e9226b.png\"><\/a><\/section>\n<section><strong>Cognify \u6838\u5fc3\u6280\u672f<\/strong><\/section>\n<section><strong>\u5168\u5c40\u7ea7\u522b\u7684\u5de5\u4f5c\u6d41<mark data-type=\"concepts\" data-id=\"5619ca3f-5d4e-48c1-824d-d2a0aea0c7d1\">\u8d85\u53c2\u6570<\/mark>\u8c03\u4f18<\/strong><\/section>\n<section><\/section>\n<section>Cognify \u7684<strong>\u6838\u5fc3\u7406\u5ff5\u662f\u5bf9\u6574\u4e2a\u5de5\u4f5c\u6d41\u8fdb\u884c\u4f18\u5316\uff0c\u800c\u4e0d\u662f\u5728\u6bcf\u4e2a\u5355\u72ec\u7684\u5de5\u4f5c\u6d41\u7ec4\u4ef6\u4e2d\u8fdb\u884c\u4f18\u5316<\/strong>\u3002\u7531\u4e8e\u4e0a\u6e38\u7ec4\u4ef6\u7684\u751f\u6210\u7ed3\u679c\u5bf9\u4e0b\u6e38\u7ec4\u4ef6\u7684\u6027\u80fd\u6709\u91cd\u5927\u5f71\u54cd\uff0c\u5b64\u7acb\u7684\u4f18\u5316\u5404\u4e2a\u7ec4\u4ef6\u53ef\u80fd\u5bfc\u81f4\u6700\u7ec8\u751f\u6210\u8d28\u91cf\u4e0d\u4f73\uff0c\u800c\u4e14\u6574\u4f53\u8fd0\u884c\u6210\u672c\u589e\u52a0\u3002<\/section>\n<section><\/section>\n<section>Cognify \u901a\u8fc7\u5b9e\u9a8c\u5404\u79cd Cog \u7ec4\u5408\uff0c\u5e76\u901a\u8fc7\u6700\u7ec8\u751f\u6210\u7684\u8d28\u91cf\u8bc4\u4f30\u8fd9\u4e9b\u7ec4\u5408\u7684\u6548\u679c\uff0c\u4ece\u800c\u4f18\u5316\u6574\u4e2a\u5de5\u4f5c\u6d41\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-01d4c5e436fab83d2028beed8c27e0ac.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-01d4c5e436fab83d2028beed8c27e0ac.png\"><\/a><\/section>\n<section>\u5728\u6574\u4f53\u5de5\u4f5c\u6d41\u4f18\u5316\u4e2d\uff0c\u4e00\u4e2a\u5173\u952e\u6311\u6218\u662f\u4f18\u5316\u6210\u672c\uff0c\u5305\u62ec\u6a21\u578b\u8fd0\u884c\u6210\u672c\u548c\u8017\u65f6\u3002\u4e00\u4e2a\u7b80\u5355\u7684\u505a\u6cd5\u662f\u5bf9\u6bcf\u4e2a\u53ef\u80fd\u7684 cog \u7ec4\u5408\u8fdb\u884c<mark data-type=\"tech_methods\" data-id=\"0b250c7d-d9ad-4c03-8503-c0b9e82685a3\">\u7f51\u683c\u641c\u7d22<\/mark>\uff0c\u4f46\u8fd9\u4f1a\u5bfc\u81f4\u6307\u6570\u7ea7\u589e\u957f\u7684\u4f18\u5316\u6210\u672c\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0cCognify \u91c7\u7528\u4e86\u4e24\u79cd\u7b56\u7565\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0cCognify \u5c06\u5de5\u4f5c\u6d41\u89c6\u4e3a\u4e00\u4e2a\u4f18\u5316\u5bf9\u8c61\uff0c\u5e76\u5c06\u6240\u6709\u53ef\u80fd\u7684 Cog \u89c6\u4e3a\u5176<mark data-type=\"concepts\" data-id=\"5619ca3f-5d4e-48c1-824d-d2a0aea0c7d1\">\u8d85\u53c2\u6570<\/mark> (hyperparameter)\u3002Cognify \u4e3a\u5de5\u4f5c\u6d41<mark data-type=\"concepts\" data-id=\"5619ca3f-5d4e-48c1-824d-d2a0aea0c7d1\">\u8d85\u53c2\u6570<\/mark>\u8bbe\u8ba1\u4e86\u4e00\u5957\u65b0\u7684\u8d1d\u53f6\u65af<mark data-type=\"concepts\" data-id=\"fa50298e-1a85-4af0-ae96-a82708f4b610\">\u4f18\u5316\u5668<\/mark>\uff08Bayesian Optimizer\uff09\uff0c\u7528\u4e8e\u8c03\u4f18\u8fd9\u4e9b\u5de5\u4f5c\u6d41<mark data-type=\"concepts\" data-id=\"5619ca3f-5d4e-48c1-824d-d2a0aea0c7d1\">\u8d85\u53c2\u6570<\/mark>\u3002\u7279\u5236\u7684<mark data-type=\"concepts\" data-id=\"fa50298e-1a85-4af0-ae96-a82708f4b610\">\u4f18\u5316\u5668<\/mark>\u80fd\u591f\u6709\u6548\u63a2\u7d22 cog \u7ec4\u5408\u7a7a\u95f4\u3002\u5176\u6b21\uff0cCognify \u5c06 cog \u5206\u4e3a\u4e24\u5c42\uff1a\u5916\u5faa\u73af\u5305\u542b\u66f4\u6539\u5de5\u4f5c\u6d41\u7ed3\u6784\u7684 cog\uff08\u4f8b\u5982\u6dfb\u52a0\u6216\u79fb\u9664\u7ec4\u4ef6\u6216\u91cd\u65b0\u6392\u5217\u5b83\u4eec\u7684\u987a\u5e8f\uff09\uff0c\u5185\u5faa\u73af\u5305\u542b\u4e0d\u5f71\u54cd\u5de5\u4f5c\u6d41\u7ed3\u6784\u7684 cog\uff08\u4f8b\u5982\u63d0\u793a\u8bcd\u8c03\u4f18\u548c<mark data-type=\"tech_tasks\" data-id=\"d838c0d2-28ac-41ad-8150-9842725b794b\">\u6a21\u578b\u9009\u62e9<\/mark>\uff09\u3002\u8fd9\u79cd\u53cc\u5c42\u65b9\u6cd5\u51cf\u5c11\u4e86\u8d1d\u53f6\u65af<mark data-type=\"concepts\" data-id=\"fa50298e-1a85-4af0-ae96-a82708f4b610\">\u4f18\u5316\u5668<\/mark>\u9700\u8981\u63a2\u7d22\u7684\u6574\u4f53\u641c\u7d22\u7a7a\u95f4\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-24c21382c326a5d842fe90ff5468dd16.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-24c21382c326a5d842fe90ff5468dd16.gif\"><\/a><\/section>\n<section><strong>CogHub\uff1aAI \u5de5\u4f5c\u6d41<mark data-type=\"concepts\" data-id=\"fa50298e-1a85-4af0-ae96-a82708f4b610\">\u4f18\u5316\u5668<\/mark>\u96c6\u5408<\/strong><\/section>\n<section><\/section>\n<section>\u4e0e Cognify \u540c\u65f6\u63a8\u51fa\u7684\u662f\u00a0<strong>CogHub\u2014\u2014\u4e00\u4e2a\u5f00\u6e90 cog \u96c6\u5408<\/strong>\u3002\u5c31\u50cf HuggingFace \u96c6\u5408\u4e86\u5f00\u6e90\u7684\u6a21\u578b\uff0cCogHub \u96c6\u5408\u4e86\u5f00\u6e90\u7684 AI \u5de5\u4f5c\u6d41\u4f18\u5316\u65b9\u6cd5\u3002CogHub \u5728\u88ab Cognify \u5185\u90e8\u8c03\u7528\u7684\u540c\u65f6\u4e5f\u9762\u5411\u7a0b\u5e8f\u5458\u6216\u672a\u6765\u7684\u751f\u6210\u5f0f AI \u5de5\u5177\u3002<\/section>\n<section><\/section>\n<section>CogHub \u73b0\u652f\u6301\u4ee5\u4e0b\u4e94\u79cd cogs\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u4efb\u52a1\u5206\u89e3 (Task Decomposition)\uff08\u5916\u5faa\u73af\uff09<\/strong>\uff1a\u5c06\u4e00\u4e2a\u4efb\u52a1\uff08\u4e00\u6b21 LLM \u8c03\u7528\uff09\u5206\u89e3\u4e3a\u591a\u4e2a\u7ec6\u5206\u7684\u5b50\u4efb\u52a1\uff08\u591a\u6b21 LLM \u8c03\u7528\uff09\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u4efb\u52a1\u96c6\u6210 (Task Ensemble)\uff08\u5916\u5faa\u73af\uff09<\/strong>\uff1a\u6784\u5efa\u5e76\u7ed3\u5408\u591a\u4e2a\u6a21\u5757\u6765\u5b8c\u6210\u4efb\u52a1\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u591a\u6b65\u63a8\u7406 (Multi-step Reasoning)\uff08\u5185\u5faa\u73af\uff09<\/strong>\uff1a\u8981\u6c42 LLM \u9010\u6b65\u63a8\u7406\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u5c11\u6837\u672c\u5b66\u4e60 (Few-shot Learning)\uff08\u5185\u5faa\u73af\uff09<\/strong>\uff1a\u4ece\u8f93\u5165\u6837\u672c\u4e2d\u6dfb\u52a0\u4e00\u4e9b\u9ad8\u8d28\u91cf\u7684\u793a\u4f8b\u6f14\u793a\u3002<\/section>\n<\/li>\n<li>\n<section><strong><mark data-type=\"tech_tasks\" data-id=\"d838c0d2-28ac-41ad-8150-9842725b794b\">\u6a21\u578b\u9009\u62e9<\/mark> (Model SelectioN)\uff08\u5185\u5faa\u73af\uff09<\/strong>\uff1a\u8bc4\u4f30\u4e0d\u540c\u7684\u6a21\u578b\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u4f18\u5316\u6848\u4f8b<\/strong><\/section>\n<section><\/section>\n<section>\u4ee5\u4e0b\u662f\u4e00\u4e2a<mark data-type=\"tech_tasks\" data-id=\"b398a75a-b662-4df5-931b-fc32c513d4ef\">\u6570\u636e\u53ef\u89c6\u5316<\/mark>\u4efb\u52a1\u7684\u4f8b\u5b50\u3002\u4efb\u52a1\u76ee\u6807\u662f\u7531\u624b\u673a\u9500\u552e\u6570\u636e\u751f\u6210\u9488\u5bf9\u6bcf\u4e2a\u5382\u5546\u6bcf\u4e2a\u5b63\u5ea6\u7684\u9500\u91cf\u7684\u7bb1\u578b\u56fe\uff0c\u5e76\u8ba1\u7b97\u6bcf\u4e2a\u624b\u673a\u5546\u7684\u9500\u552e\u5e73\u5747\u503c\uff0c\u6700\u7ec8\u7528\u5e73\u5747\u503c\u7ebf\u8868\u793a\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u56fe\u5c55\u793a\u4e86\u51e0\u4e2a\u751f\u6210\u56fe\u7684\u5bf9\u6bd4\uff0c 1) \u4eba\u5de5\u753b\u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u56fe\uff0c2) \u76f4\u63a5\u8be2\u95ee OpenAI o1\uff0c3) \u76f4\u63a5\u8fd0\u884c MatPlotAgent \u5de5\u4f5c\u6d41\uff0c4) DSPy \u4f18\u5316\u8fc7\u7684\u5de5\u4f5c\u6d41\uff0c\u4ee5\u53ca 5) \u7531 Cognify \u4f18\u5316\u8fc7\u7684\u5de5\u4f5c\u6d41\u3002Cognify \u4f18\u5316\u8fc7\u7684\u5de5\u4f5c\u6d41\u8fd4\u56de\u7684\u7ed3\u679c\u51e0\u4e4e\u4e0e<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u56fe\u543b\u5408\uff0c\u8d28\u91cf\u663e\u8457\u4f18\u4e8e\u5176\u4ed6\u65b9\u6848\u3002\u4e0e\u6b64\u540c\u65f6\uff0cCognify \u4f18\u5316\u8fc7\u7684\u5de5\u4f5c\u6d41\u7684\u8fd0\u884c\u6210\u672c\u4ec5\u6709 o1-preview \u7684 4%\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f667dfbe8cf0defdd671f3d6b55a96e0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f667dfbe8cf0defdd671f3d6b55a96e0.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe A\uff1a\u4eba\u5de5\u753b\u7684<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark><\/sup><\/em><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9f84538ca6a72c2e63bf3787146c1570.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9f84538ca6a72c2e63bf3787146c1570.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe B\uff1aGPT o1-preview \u7684\u751f\u6210\u56fe<\/sup><\/em><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a608cc7e6b0007d53b6c38d2cd593c0a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-a608cc7e6b0007d53b6c38d2cd593c0a.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe C\uff1a\u539f\u751f\u6210\u5f0f AI \u5de5\u4f5c\u6d41\u7684\u751f\u6210\u56fe<\/sup><\/em><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-846b424804f5591ed2f61ab0e5cabfa7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-846b424804f5591ed2f61ab0e5cabfa7.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe D\uff1aDSPy \u4f18\u5316\u8fc7\u7684\u751f\u6210\u5f0f AI \u5de5\u4f5c\u6d41\u751f\u6210\u56fe<\/sup><\/em><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-94453a83d7bc7352da1d94caa4e02129.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-94453a83d7bc7352da1d94caa4e02129.png\"><\/a><\/section>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe E\uff1aCognify \u4f18\u5316\u8fc7\u7684\u751f\u6210\u5f0f AI \u5de5\u4f5c\u6d41\u751f\u6210\u56fe<\/sup><\/em><\/p>\n<section><strong>GenseeAI \u7b80\u4ecb<\/strong><\/section>\n<section><\/section>\n<section>GenseeAI\uff08gensee.ai\uff09\u662f\u7531 UCSD \u5f20\u6021\u9896\u6559\u6388\u5e26\u9886\u7684\u521d\u521b\u516c\u53f8\u3002GenseeAI \u81f4\u529b\u4e8e\u751f\u6210\u5f0f AI \u5de5\u4f5c\u6d41\u4f18\u5316\u3001\u90e8\u7f72\u3001\u63a8\u7406\u548c\u57fa\u7840\u5e73\u53f0\u521b\u5efa\uff0c\u76ee\u524d\u5df2\u5728\u591a\u5bb6\u4e16\u754c 500 \u5f3a\u516c\u53f8\u63a8\u5e7f\u521d\u671f\u4ea7\u54c1\u3002\u5f20\u6021\u9896\u6559\u6388\u5e08\u4ece\u56fe\u9886\u5956\u5f97\u4e3b David Patterson \u5b66\u95e8\uff0c\u662f\u8ba1\u7b97\u673a\u7cfb\u7edf\u9886\u57df\u7684\u56fd\u9645\u9876\u5c16\u4e13\u5bb6\uff0c\u83b7\u5f97\u4e1a\u754c\u548c\u5b66\u672f\u754c\u591a\u9879\u5927\u5956\u548c\u5e7f\u6cdb\u8ba4\u53ef\u3002GenseeAI \u7684\u5176\u4ed6\u6838\u5fc3\u56e2\u961f\u6765\u81ea\u4e8e\u7f8e\u56fd\u8c37\u6b4c\u548c Snap \u7b49\u9ad8\u79d1\u6280\u516c\u53f8\uff0c\u5177\u6709\u5f00\u53d1\u548c\u8fd0\u8425\u65e5\u6d3b\u8dc3\u7528\u6237\u4e0a\u4ebf\u7ea7\u522b\u7684 AI \u4ea7\u54c1\u7684\u7ecf\u9a8c\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-04-5\" target=\"_blank\">\u8d28\u91cf\u8d85\u8d8ao1\uff0c\u6210\u672c\u4ec54%\uff0cUCSD\u5f20\u6021\u9896\u6559\u6388\u56e2\u961f\u5f00\u6e90\u751f\u6210\u5f0fAI\u5de5\u4f5c\u6d41\u81ea\u52a8\u4f18\u5316\u5668<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u8d28\u91cf\u8d85\u8d8ao1\uff0c\u6210\u672c\u4ec54 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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