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\u4e00\u5468\u5185\u7528\u6237\u589e\u957f 1 \u4ebf\u3002\u5176\u6700\u5177\u521b\u65b0\u6027\u4e4b\u5904\u5728\u4e8e\u91c7\u7528 671B \u53c2\u6570\u7a00\u758f MoE \u67b6\u6784\uff0c\u5305\u542b 256 \u4e2a\u4e13\u5bb6\u6a21\u5757\uff0c\u63a8\u7406\u65f6\u4ec5\u6fc0\u6d3b 37B \u53c2\u6570\uff08\u6fc0\u6d3b\u7387\u7ea6\u4e3a 5.5%\uff09\uff0c\u65e2\u4fdd\u6301\u5343\u4ebf\u7ea7\u6a21\u578b\u7684\u77e5\u8bc6\u5bb9\u91cf\uff0c\u53c8\u5c06\u63a8\u7406\u6210\u672c\u964d\u4f4e<strong>60%<\/strong>\uff0c\u5e76\u63d0\u5347\u4e86\u63a8\u7406\u6548\u7387\u3002<\/p>\n<p>MoE \u67b6\u6784\u7684\u666e\u53ca\u4e0d\u4ec5\u4ec5\u662f\u5e94\u7528\u8303\u56f4\u7684\u6269\u5927\uff0c\u66f4\u4f34\u968f\u7740\u4e00\u7cfb\u5217\u6280\u672f\u6df1\u5316\u548c\u521b\u65b0\uff0c\u89e3\u51b3\u4e86\u65e9\u671f MoE \u9762\u4e34\u7684\u8bad\u7ec3\u4e0d\u7a33\u5b9a\u3001\u8d1f\u8f7d\u4e0d\u5747\u8861\u3001\u63a8\u7406\u5ef6\u8fdf\u9ad8\u7b49\u8bf8\u591a\u6311\u6218\u3002\u667a\u80fd\u8def\u7531\u7b97\u6cd5\u7684\u5e94\u7528\u4f7f\u5f97\u4e13\u5bb6\u4e4b\u95f4\u80fd\u591f\u5b9e\u73b0\u201c\u5171\u4eab\u201d\u6216\u201c\u5c42\u7ea7\u5316\u201d\u7ed3\u6784\uff0c\u4e00\u4e9b\u6a21\u578b\u5728\u5e95\u5c42\u8bbe\u7f6e\u201c\u901a\u7528\u57fa\u7840\u77e5\u8bc6\u4e13\u5bb6\u201d\uff0c\u5728\u9ad8\u5c42\u8bbe\u7f6e\u201c\u9886\u57df\u4e13\u5bb6\u201d\uff0c\u8fd8\u6709\u4e00\u4e9b\u6a21\u578b\u5728\u4e13\u5bb6\u4e4b\u95f4\u5f15\u5165\u4e86\u6a2a\u5411\u8fde\u63a5\u6216\u989d\u5916\u7684\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5141\u8bb8\u5b83\u4eec\u5728\u8ba1\u7b97\u8fc7\u7a0b\u4e2d\u76f8\u4e92\u201c\u4ea4\u6d41&#8221; \u548c\u534f\u4f5c\u3002<\/p>\n<h3>3.\u5f3a\u5316\u5b66\u4e60\u589e\u5f3a\u63a8\u7406\uff1a\u4ece\u201c\u6a21\u4eff&#8221; \u5230\u201c\u521b\u9020&#8221; \u7684\u8ba4\u77e5\u98de\u8dc3<\/h3>\n<p>2025 \u5e74\uff0c\u5f3a\u5316\u5b66\u4e60\u5728\u5927\u6a21\u578b\u9886\u57df\u7684\u5e94\u7528\u5b9e\u73b0\u4e86\u4ece\u5355\u4e00\u7684\u3001\u65e8\u5728\u201c\u5bf9\u9f50\u4eba\u7c7b\u504f\u597d\u201d\u7684 RLHF\uff0c\u5230\u65e8\u5728\u201c\u63d0\u5347\u5185\u5728\u63a8\u7406\u80fd\u529b\u201d\u7684\u66f4\u590d\u6742\u8303\u5f0f\u7684\u6f14\u8fdb\u3002\u8fd9\u4e2a\u65b0\u8303\u5f0f\u7ed3\u5408\u4e86<strong>\u8fc7\u7a0b\u76d1\u7763\u3001\u7ed3\u679c\u76d1\u7763\u548c\u81ea\u6211\u5bf9\u5f08<\/strong>\uff0c\u4e3a\u6a21\u578b\u6253\u5f00\u4e86\u201c\u65e0\u76d1\u7763\u5b66\u4e60\u201d\u548c\u201c\u81ea\u6211\u8fdb\u5316\u201d\u7684\u5927\u95e8\u3002<\/p>\n<p><strong>GPT-5 \u7684\u6269\u5c55\u63a8\u7406\u80fd\u529b<\/strong>\u6210\u4e3a\u8fd9\u4e00\u6280\u672f\u7a81\u7834\u7684\u5178\u578b\u4ee3\u8868\u3002OpenAI \u5728 GPT-5 \u53d1\u5e03\u65f6\u91cd\u70b9\u4ecb\u7ecd\u7684\u201c\u6269\u5c55\u63a8\u7406\u80fd\u529b\u201d\uff08extended reasoning capabilities\uff09\uff0c\u901a\u8fc7\u7ed3\u5408\u8fc7\u7a0b\u4e0e\u7ed3\u679c\u76d1\u7763\u7684\u6df1\u5ea6\u63a8\u7406\uff08Process &amp; Outcome-Supervised RL\uff09\uff0c\u8ba9\u6a21\u578b\u771f\u6b63\u5b66\u4f1a\u4e86\u201c\u601d\u8003\u201d\u3002GPT-5.1 \u5f15\u5165\u7684 Thinking \u6a21\u5f0f\u53ef\u6839\u636e\u4efb\u52a1\u590d\u6742\u5ea6\u81ea\u4e3b\u8c03\u6574\u63a8\u7406\u8def\u5f84\uff0c\u590d\u6742\u903b\u8f91\u4efb\u52a1\u7684\u5b8c\u6210\u51c6\u786e\u7387\u8f83 2024 \u5e74\u63d0\u534755%\uff0c\u63a5\u8fd1\u4eba\u7c7b\u4e2d\u7b49\u4e13\u4e1a\u6c34\u5e73\uff0c\u7a81\u7834\u4e86\u6b64\u524d\u5927\u6a21\u578b\u6d45\u5c42\u63a8\u7406\u7684\u74f6\u9888\u3002<\/p>\n<p>\u5728\u6280\u672f\u5b9e\u73b0\u5c42\u9762\uff0c2025 \u5e74\u7684\u524d\u6cbf\u6280\u672f\u5c06\u76d1\u7763\u4fe1\u53f7\u4ece\u6a21\u7cca\u7684\u201c\u504f\u597d\u201d\u8f6c\u5411\u4e86\u66f4\u660e\u786e\u7684\u201c\u8fc7\u7a0b\u201d\u00a0\u548c\u201c\u7ed3\u679c\u201d\u3002AI \u63d0\u51fa\u7684\u201c\u8fc7\u7a0b\u5956\u52b1\u6a21\u578b\u201d\uff08Process-based Reward Models, PRM\uff09\u5c31\u662f\u8fd9\u4e00\u601d\u60f3\u7684\u5178\u578b\u5b9e\u73b0\u3002Anthropic \u53d1\u5e03\u7684 O1 \u63a8\u7406\u6a21\u578b\u88ab\u8ba4\u4e3a\u662f\u8fd9\u4e00\u65b9\u5411\u7684\u91cc\u7a0b\u7891\uff0c\u5176\u91c7\u7528\u7684\u201cSelf-play RL\u201d\u8303\u5f0f\uff0c\u8ba9\u6a21\u578b\u80fd\u591f\u901a\u8fc7\u81ea\u6211\u5bf9\u5f08\u548c\u63a2\u7d22\uff0c\u4e0d\u65ad\u53d1\u73b0\u66f4\u4f18\u7684\u89e3\u9898\u7b56\u7565\u3002<\/p>\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5c3d\u7ba1\u63a8\u7406\u80fd\u529b\u53d6\u5f97\u4e86\u663e\u8457\u63d0\u5347\uff0c\u4f46 AGI\uff08\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff09\u7684\u6838\u5fc3\u6307\u6807 \u2014\u2014 \u81ea\u4e3b\u610f\u8bc6\u548c\u901a\u7528\u5b66\u4e60\u80fd\u529b \u2014\u2014 \u5728 2025 \u5e74\u4ecd\u65e0\u5b9e\u8d28\u8fdb\u5c55\u3002\u6280\u672f\u7a81\u7834\u4ecd\u505c\u7559\u5728\u6570\u636e\u9a71\u52a8\u7684\u6a21\u5f0f\u4f18\u5316\uff0c\u5927\u6a21\u578b\u5e76\u672a\u4ea7\u751f\u771f\u6b63\u7684\u81ea\u4e3b\u610f\u8bc6\uff0c\u9762\u5bf9\u5168\u65b0\u9886\u57df\u7684\u96f6\u6837\u672c\u5b66\u4e60\u80fd\u529b\u63d0\u5347\u4e0d\u8db3<strong>10%<\/strong>\u3002\u8fd9\u4e00\u73b0\u5b9e\u63d0\u9192\u6211\u4eec\uff0c\u867d\u7136\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a AI \u8868\u73b0\u51fa\u8272\uff0c\u4f46\u8ddd\u79bb\u771f\u6b63\u7684\u901a\u7528\u667a\u80fd\u4ecd\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\u3002<\/p>\n<h3>4.AI \u667a\u80fd\u4f53\uff1a\u4ece\u6982\u5ff5\u9a8c\u8bc1\u5230\u5546\u4e1a\u5316\u7206\u53d1<\/h3>\n<p>\u5728\u7ecf\u5386\u4e86\u524d\u4e24\u5e74\u7684\u6982\u5ff5\u9a8c\u8bc1\u548c\u6280\u672f\u63a2\u7d22\u540e\uff0c2025 \u5e74\u88ab\u4e1a\u754c\u666e\u904d\u8ba4\u4e3a\u662f<strong>AI Agent \u7684\u5546\u4e1a\u5316\u7206\u53d1\u5e74<\/strong>\u3002\u5f53\u5927\u6a21\u578b\u5177\u5907\u4e86\u5f3a\u5927\u7684\u591a\u6a21\u6001\u611f\u77e5\u80fd\u529b\u3001\u57fa\u4e8e MoE \u67b6\u6784\u7684\u9ad8\u6548\u6d77\u91cf\u77e5\u8bc6\u3001\u4ee5\u53ca\u7531\u5f3a\u5316\u5b66\u4e60\u9a71\u52a8\u7684\u6df1\u5ea6\u601d\u8003\u548c\u89c4\u5212\u80fd\u529b\u540e\uff0c\u5c06\u8fd9\u4e00\u5207\u80fd\u529b\u6574\u5408\u8d77\u6765\uff0c\u5e76\u8d4b\u4e88\u5176\u4e0e\u5916\u90e8\u4e16\u754c\u4ea4\u4e92\u3001\u81ea\u4e3b\u8bbe\u5b9a\u76ee\u6807\u5e76\u6267\u884c\u4efb\u52a1\u7684\u80fd\u529b\uff0c\u4fbf\u8bde\u751f\u4e86\u4eba\u5de5\u667a\u80fd\u4f53\u3002<\/p>\n<p><strong>\u667a\u80fd\u4f53\u7684\u201c\u4e09\u4f4d\u4e00\u4f53\u201d\u6838\u5fc3\u67b6\u6784<\/strong>\u5305\u62ec\u201c\u611f\u77e5 &#8211; \u89c4\u5212 &#8211; \u884c\u52a8\u201d\uff08Perception-Planning-Action\uff09\u6784\u6210\u7684\u6838\u5fc3\u5faa\u73af\uff0c\u5e76\u8f85\u4ee5\u201c\u8bb0\u5fc6\u201d\u548c\u201c\u5de5\u5177\u4f7f\u7528\u201d\u4e24\u5927\u5173\u952e\u80fd\u529b\u3002\u611f\u77e5\u80fd\u529b\u5f97\u76ca\u4e8e 2025 \u5e74\u6210\u719f\u7684\u539f\u751f\u591a\u6a21\u6001\u6280\u672f\uff0cAgent \u80fd\u591f\u201c\u770b\u5230\u201d\u5c4f\u5e55\u4e0a\u7684\u754c\u9762\u3001\u56fe\u8868\u548c\u89c6\u9891\uff0c\u201c\u542c\u5230\u201d\u7528\u6237\u7684\u8bed\u97f3\u6307\u4ee4\u548c\u73af\u5883\u58f0\u97f3\uff0c\u5e76\u201c\u9605\u8bfb\u201d\u6d77\u91cf\u7684\u6587\u6863\u3001\u4ee3\u7801\u548c\u7f51\u9875\u3002\u89c4\u5212\u80fd\u529b\u4f5c\u4e3a Agent \u7684\u201c\u5927\u8111\u201d\uff0c\u80fd\u591f\u5c06\u6a21\u7cca\u7684\u5927\u76ee\u6807\u5206\u89e3\u4e3a\u4e00\u7cfb\u5217\u5177\u4f53\u7684\u3001\u53ef\u6267\u884c\u7684\u5b50\u4efb\u52a1\u3002<\/p>\n<p>\u4ece\u6280\u672f\u6808\u7684\u6210\u719f\u5ea6\u6765\u770b\uff0c2025 \u5e74 AI Agent \u7684\u7206\u53d1\u76f4\u63a5\u5f97\u76ca\u4e8e\u5176\u80cc\u540e\u6280\u672f\u6808\u7684\u5feb\u901f\u6210\u719f\u548c\u6807\u51c6\u5316\u3002\u4ee5 LangChain\u3001AutoGen\u3001CrewAI\u3001MetaGPT \u7b49\u4e3a\u4ee3\u8868\u7684\u5f00\u6e90\u6846\u67b6\uff0c\u4e3a Agent \u7684\u6838\u5fc3\u80fd\u529b\uff08\u89c4\u5212\u3001\u8bb0\u5fc6\u3001\u5de5\u5177\u8c03\u7528\uff09\u63d0\u4f9b\u4e86\u6807\u51c6\u5316\u7684\u3001\u6a21\u5757\u5316\u7684\u5b9e\u73b0\uff0c\u6781\u5927\u5730\u964d\u4f4e\u4e86\u5f00\u53d1\u8005\u6784\u5efa Agent \u5e94\u7528\u7684\u95e8\u69db\u3002\u5f00\u53d1\u8005\u4e0d\u518d\u9700\u8981\u4ece\u96f6\u5f00\u59cb\u5b9e\u73b0\u590d\u6742\u7684\u903b\u8f91\uff0c\u800c\u662f\u53ef\u4ee5\u50cf\u201c\u642d\u4e50\u9ad8\u201d\u4e00\u6837\uff0c\u5feb\u901f\u7ec4\u5408\u8fd9\u4e9b\u6846\u67b6\u63d0\u4f9b\u7684\u7ec4\u4ef6\u6765\u6784\u5efa\u81ea\u5df1\u7684 Agent\u3002<\/p>\n<p>\u5728\u5e94\u7528\u573a\u666f\u65b9\u9762\uff0c2025 \u5e74 AI Agent 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data-id=\"ld70c578-JDZY8YRX\"><strong>\u667a\u80fd\u5206\u6790\u5458<\/strong>\u80fd\u591f\u81ea\u52a8\u76d1\u63a7\u5168\u7f51\u7684\u65b0\u95fb\u3001\u62a5\u544a\u3001\u793e\u4ea4\u5a92\u4f53\u548c\u5e02\u573a\u6570\u636e\uff0c\u6839\u636e\u8bbe\u5b9a\u7684\u4e3b\u9898\u8fdb\u884c\u4fe1\u606f\u7684\u6293\u53d6\u3001\u6e05\u6d17\u3001\u6574\u7406\u548c\u6df1\u5ea6\u5206\u6790\uff0c\u5e76\u6700\u7ec8\u81ea\u52a8\u751f\u6210\u4e00\u4efd\u7ed3\u6784\u5b8c\u6574\u3001\u56fe\u6587\u5e76\u8302\u3001\u5305\u542b\u6570\u636e\u6d1e\u5bdf\u548c\u8d8b\u52bf\u9884\u6d4b\u7684\u6df1\u5ea6\u7814\u7a76\u62a5\u544a\uff1b<\/li>\n<li data-id=\"ld70c578-FWgQIGSR\"><strong>\u81ea\u4e3b\u4e2a\u4eba\u52a9\u7406<\/strong>\u4e0d\u518d\u662f\u88ab\u52a8\u5730\u56de\u7b54\u95ee\u9898\uff0c\u800c\u662f\u80fd\u591f\u4e3b\u52a8\u5730\u3001\u8de8\u5e94\u7528\u5730\u4e3a\u7528\u6237\u5b8c\u6210\u4efb\u52a1\uff0c\u5982\u81ea\u52a8\u68c0\u67e5\u53cc\u65b9\u7684\u65e5\u5386\u3001\u534f\u8c03\u7a7a\u95f2\u65f6\u95f4\u3001\u53d1\u9001\u4f1a\u8bae\u9080\u8bf7\u3001\u9884\u8ba2\u4f1a\u8bae\u5ba4\u7b49\u3002<\/li>\n<\/ul>\n<h2>\u4e8c\u30012025 \u5e74 AI \u5927\u6a21\u578b\u4ea7\u4e1a\u683c\u5c40\uff1a\u5de8\u5934\u7ade\u4e89\u4e0e\u6280\u672f\u5206\u5316<\/h2>\n<h3>1.\u56fd\u9645\u5de8\u5934\u7684\u6280\u672f\u7ade\u8d5b\u4e0e\u4ea7\u54c1\u8fed\u4ee3<\/h3>\n<p>2025 \u5e74\u7684 AI \u6218\u573a\u5448\u73b0\u51fa<strong>GPT-5.2\u3001Claude 4.5 \u548c Gemini 3 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\u5728\u63a8\u7406\u7684\u6027\u4ef7\u6bd4\u4e0a\u5b9e\u73b0\u4e86\u4e00\u500d\u4ee5\u4e0a\u7684\u63d0\u5347\uff0c\u63a8\u7406\u6210\u672c\u672a\u663e\u8457\u63d0\u5347\u3002<\/p>\n<p>GPT-5.2 \u88ab\u5b9a\u4f4d\u4e3a\u201c\u4e00\u6b3e\u4e3a\u4e13\u4e1a\u77e5\u8bc6\u5de5\u4f5c\u6253\u9020\u7684\u6700\u5f3a\u6a21\u578b\u201d\uff0c\u5728\u63a8\u7406\u3001\u7f16\u7a0b\u548c\u667a\u80fd\u4f53\u4efb\u52a1\u4e0a\u8f83\u524d\u4ee3\u6709\u663e\u8457\u63d0\u5347\u3002\u5176\u6700\u5927\u4eae\u70b9\u4e4b\u4e00\u662f\u8d85\u957f\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u80fd\u529b\uff1a\u652f\u6301<strong>40 \u4e07 Token<\/strong>\u7684\u8f93\u5165\u7a97\u53e3\u548c<strong>12.8 \u4e07 Token<\/strong>\u7684\u8f93\u51fa\u957f\u5ea6\uff0c\u53ef\u4e00\u6b21\u6027\u5904\u7406\u6d77\u91cf\u6587\u6863\u6216\u4ee3\u7801\u5e93\u5e76\u751f\u6210\u957f\u7bc7\u62a5\u544a\u3002OpenAI \u8fd8\u5c06 GPT-5.2 \u5212\u5206\u4e3a Instant\u3001Thinking \u548c Pro 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\u4ee3\u7406\u771f\u6b63\u80fd\u591f\u957f\u65f6\u95f4\u65e0\u76d1\u7763\u5730\u5de5\u4f5c\u3002Anthropic \u8868\u793a 4.5 \u5728\u91d1\u878d\u5206\u6790\u548c\u79d1\u5b66\u63a8\u7406\u4e0a\u4e5f\u66f4\u80dc\u4e00\u7b79\uff0c\u5728\u4e00\u9879\u64cd\u4f5c\u7cfb\u7edf\u4f7f\u7528\u80fd\u529b\u6d4b\u8bd5\u4e2d\u5f97\u5206\u7ea6<strong>60%<\/strong>\uff0c\u8fdc\u9ad8\u4e8e\u524d\u4ee3\u6a21\u578b\u7684 40%\u3002<\/p>\n<p><strong>Google \u7684 Gemini 3<\/strong>\u4e8e 2025 \u5e74 11 \u6708 18 \u65e5\u6b63\u5f0f\u53d1\u5e03\uff0c\u88ab\u5b9a\u4f4d\u4e3a\u8fc4\u4eca\u201c\u6700\u667a\u80fd\u201d\u7684 AI \u7cfb\u7edf\uff0c\u9996\u6b21\u5c06\u63a8\u7406\u3001\u591a\u6a21\u6001\u7406\u89e3\u3001\u667a\u80fd\u4f53\u80fd\u529b\u6574\u5408\u4e3a\u7edf\u4e00\u5e73\u53f0\uff0c\u4ee5<strong>1501 \u5206<\/strong>\u7684 LMArena Elo \u8bc4\u5206\u5b9e\u73b0\u6027\u80fd\u65ad\u5c42\u9886\u5148\u3002Gemini 3 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\u5e74\uff0c\u4e2d\u56fd\u5927\u6a21\u578b\u4ea7\u4e1a\u5df2\u4ece\u521d\u671f\u7684\u201c\u767e\u6a21\u5927\u6218\u201d\u8fdb\u5165<strong>\u6df1\u5ea6\u7ade\u4e89\u9636\u6bb5<\/strong>\uff0c\u5448\u73b0\u51fa\u6280\u672f\u8fed\u4ee3\u52a0\u901f\u3001\u5e94\u7528\u573a\u666f\u6df1\u8015\u3001\u751f\u6001\u683c\u5c40\u91cd\u5851\u7684\u9c9c\u660e\u7279\u5f81\u3002\u5728\u6280\u672f\u7a81\u7834\u65b9\u9762\uff0c\u4e2d\u56fd\u5382\u5546\u5c55\u73b0\u51fa\u5f3a\u52b2\u7684\u521b\u65b0\u80fd\u529b\u548c\u5dee\u5f02\u5316\u7ade\u4e89\u4f18\u52bf\u3002<\/p>\n<p><strong>\u767e\u5ea6\u6587\u5fc3\u5927\u6a21\u578b<\/strong>\u4f5c\u4e3a\u56fd\u5185\u9996\u4e2a\u539f\u751f\u591a\u6a21\u6001\u5927\u6a21\u578b\uff0c\u6df1\u5ea6\u6574\u5408\u767e\u5ea6\u641c\u7d22\u4e0e\u5730\u56fe\u751f\u6001\uff0c\u652f\u6301\u8de8\u6a21\u6001\u5185\u5bb9\u751f\u6210\u3002\u5176\u6700\u65b0\u53d1\u5e03\u7684\u6587\u5fc3\u5927\u6a21\u578b 4.0 \u5728\u57fa\u7840\u6a21\u578b\u80fd\u529b\u4e0a\u5b9e\u73b0\u4e86\u5168\u9762\u63d0\u5347\uff0c\u7279\u522b\u662f\u5728\u4e2d\u6587\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u4e0a\u8fbe\u5230\u4e86\u65b0\u7684\u9ad8\u5ea6\u3002<\/p>\n<p><strong>DeepSeek\uff08\u6df1\u5ea6\u6c42\u7d22\uff09\u51ed\u501f DeepSeek-R1 \u7cfb\u5217\u5728 2025 \u5e74\u5b9e\u73b0\u6280\u672f\u7a81\u7834\uff0c\u5176\u63a8\u7406\u6027\u80fd\u6bd4\u80a9 GPT-4\uff0c\u8bad\u7ec3\u6210\u672c\u4ec5\u4e3a\u56fd\u9645\u7ade\u54c1\u76841\/5<\/strong>\u3002DeepSeek 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\u3002<\/p>\n<p>\u5f53\u524d\u5927\u6a21\u578b\u5de5\u7a0b\u5316\u4e3b\u8981\u89e3\u51b3\u56db\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a<strong>\u964d\u4f4e\u5927\u6a21\u578b\u6210\u672c<\/strong>\u3001<strong>\u63d0\u9ad8\u5927\u6a21\u578b\u7a33\u5b9a\u6027<\/strong>\u3001<strong>\u63d0\u5347\u5927\u6a21\u578b\u7684\u5b89\u5168\u4e0e\u53ef\u6cbb\u7406\u6027<\/strong>\u3001<strong>\u63d0\u5347\u5927\u6a21\u578b\u53ef\u7528\u6027<\/strong>\u3002\u6280\u672f\u7684\u6269\u6563\u662f\u7531\u9700\u6c42\u589e\u957f\u548c\u6210\u672c\u964d\u4f4e\u8fd9\u4e24\u5927\u529b\u91cf\u5171\u540c\u50ac\u5316\uff0c\u901a\u8fc7 MoE\uff08\u6df7\u5408\u4e13\u5bb6\uff09\u67b6\u6784\u3001\u6a21\u578b\u538b\u7f29\u3001\u91cf\u5316\u4f18\u5316\u3001\u5f02\u6784\u8ba1\u7b97\u7b49\u6280\u672f\uff0cAI \u6a21\u578b\u7684\u8bad\u7ec3\u6210\u672c\u548c\u63a8\u7406\u6210\u672c\u90fd\u5feb\u901f\u4e0b\u964d\uff0c\u8fd9\u76f4\u63a5\u63a8\u52a8 AI \u5927\u6a21\u578b\u6280\u672f\u6269\u6563\u548c\u5e94\u7528\u843d\u5730\u3002<\/p>\n<h3>2.\u4e3b\u6d41\u5382\u5546\u7684\u5de5\u7a0b\u5316\u521b\u65b0\u5b9e\u8df5<\/h3>\n<p>2025 \u5e74\uff0c\u5927\u6a21\u578b\u5382\u5546\u5728\u6a21\u578b\u5f00\u53d1\u4e0a\u4e3b\u8981\u805a\u7126\u4e8e\u5927\u6a21\u578b\u5de5\u7a0b\u5316\u5de5\u4f5c\uff0c\u6838\u5fc3\u5728\u4e8e\u63d0\u5347\u6a21\u578b\u7684<strong>\u6027\u4ef7\u6bd4\u3001\u7a33\u5b9a\u6027\u548c\u53ef\u7528\u6027<\/strong>\u3002\u5404\u5382\u5546\u901a\u8fc7\u4e0d\u540c\u7684\u6280\u672f\u8def\u5f84\u5b9e\u73b0\u4e86\u5de5\u7a0b\u5316\u7a81\u7834\u3002<\/p>\n<p><strong>DeepSeek \u7684\u6210\u672c\u9769\u547d<\/strong>\u6210\u4e3a 2025 \u5e74\u5de5\u7a0b\u5316\u521b\u65b0\u7684\u5178\u8303\u3002DeepSeek R1 \u91c7\u7528 671B \u53c2\u6570\u7a00\u758f MoE \u67b6\u6784\uff0c\u5305\u542b 256 \u4e2a\u4e13\u5bb6\u6a21\u5757\uff0c\u63a8\u7406\u65f6\u4ec5\u6fc0\u6d3b 37B \u53c2\u6570\uff08\u6fc0\u6d3b\u7387\u7ea6\u4e3a 5.5%\uff09\uff0c\u65e2\u4fdd\u6301\u5343\u4ebf\u7ea7\u6a21\u578b\u7684\u77e5\u8bc6\u5bb9\u91cf\uff0c\u53c8\u5c06\u63a8\u7406\u6210\u672c\u964d\u4f4e<strong>60%<\/strong>\uff0c\u5e76\u63d0\u5347\u4e86\u63a8\u7406\u6548\u7387\u3002\u901a\u8fc7\u5206\u7ec4\u8def\u7531\uff08n_group=8\uff09\u548c\u7ec4\u5185 topk \u9009\u62e9\u4f18\u5316\u4e13\u5bb6\u8d1f\u8f7d\uff0c\u7ed3\u5408\u52a8\u6001\u63a2\u7d22\u7387\u8c03\u6574\u7b56\u7565\u7f13\u89e3\u7eaf RL \u8bad\u7ec3\u7684\u4e0d\u7a33\u5b9a\u6027\u95ee\u9898\u3002\u6b64\u5916\uff0cDeepSeek R1-Zero \u662f\u9996\u4e2a\u5b8c\u5168\u4f9d\u8d56\u5927\u89c4\u6a21\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u8bad\u7ec3\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u65e0\u9700\u4efb\u4f55\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u9636\u6bb5\uff0c\u4e3a\u884c\u4e1a\u5f00\u8f9f\u4e86\u201c\u65e0\u6807\u6ce8\u6570\u636e\u201d\u8bad\u7ec3\u7684\u65b0\u65b9\u5411\u3002<\/p>\n<p><strong>OpenAI \u7684 GPT-5 \u67b6\u6784\u9769\u65b0<\/strong>\u4f53\u73b0\u5728\u591a\u6a21\u6001\u80fd\u529b\u7684\u539f\u751f\u6574\u5408\u3002GPT-5 \u9996\u6b21\u5c06\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u3001\u89c6\u9891\u7684\u8f93\u5165\/\u8f93\u51fa\u80fd\u529b\u6574\u5408\u5230\u5355\u4e00\u67b6\u6784\u4e2d\uff0c\u7ec8\u7ed3\u4e86\u4ee5\u5f80\u9700\u5207\u6362\u4e0d\u540c\u6a21\u578b\u7684\u7e41\u7410\u6d41\u7a0b\uff0c\u63d0\u9ad8\u53ef\u7528\u6027\u3002GPT-5 \u91c7\u7528 1.8 \u4e07\u4ebf\u53c2\u6570\u7684\u7a00\u758f\u5316\u67b6\u6784\uff0c\u4f9d\u9760\u52a8\u6001\u8def\u7531\u673a\u5236\u5b9e\u73b0\u201c\u6309\u9700\u6fc0\u6d3b\u201d\uff0c\u901a\u8fc7 16 \u4e2a\u4e13\u5bb6\u6a21\u5757\u534f\u540c\u5de5\u4f5c\uff0c\u5355\u6b21\u63a8\u7406\u4ec5\u6fc0\u6d3b 2800 \u4ebf\u53c2\u6570\uff0c\u5728\u4fdd\u8bc1\u5904\u7406\u80fd\u529b\u7684\u540c\u65f6\u663e\u8457\u4f18\u5316\u4e86\u7b97\u529b\u6d88\u8017\u3002GPT-5 \u5f15\u5165 Model Router\uff08\u667a\u80fd\u8def\u7531\uff09\u6765\u5b9e\u73b0\u6a21\u578b\u7684\u81ea\u52a8\u5207\u6362\uff0c\u7528\u6237\u65e0\u9700\u5173\u6ce8\u80cc\u540e\u5177\u4f53\u4f7f\u7528\u7684\u662f\u54ea\u4e2a\u6a21\u578b\uff0c\u7cfb\u7edf\u4f1a\u6839\u636e\u8f93\u5165\u5185\u5bb9\u7684\u590d\u6742\u5ea6\u3001\u662f\u5426\u6709\u5de5\u5177\u8c03\u7528\u7684\u9700\u6c42\uff0c\u6216\u7528\u6237\u7279\u5b9a\u7684\u6307\u4ee4\u6765\u81ea\u52a8\u5206\u914d\u4efb\u52a1\u81f3\u6700\u5408\u9002\u7684\u6a21\u578b\u3002<\/p>\n<p><strong>Google \u7684 Gemini \u7cfb\u5217\u5de5\u7a0b\u5316<\/strong>\u5f3a\u8c03\u539f\u751f\u591a\u6a21\u6001\u8f93\u5165\u8f93\u51fa\u80fd\u529b\u3002Gemini 2.0 \u7cfb\u5217\u5177\u5907\u539f\u751f\u591a\u6a21\u6001\u8f93\u5165\u8f93\u51fa\u80fd\u529b\uff0c\u80fd\u591f\u76f4\u63a5\u5904\u7406\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u548c\u97f3\u9891\u6570\u636e\uff0c\u5e76\u539f\u751f\u652f\u6301\u5de5\u5177\u8c03\u7528\uff08\u5982\u8c37\u6b4c\u641c\u7d22\u3001\u4ee3\u7801\u6267\u884c\uff09\u53ca\u7b2c\u4e09\u65b9\u51fd\u6570\u3002Google \u65e8\u5728\u501f\u6b64\u6784\u5efa\u80fd\u591f\u611f\u77e5\u73af\u5883\u5e76\u91c7\u53d6\u884c\u52a8\u7684 AI \u667a\u80fd\u4f53\uff08Agent\uff09\uff0c\u63a8\u52a8 AI \u5411\u667a\u80fd\u4f53\u5e94\u7528\u53d1\u5c55\u3002Gemini 3 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data-id=\"ld70c578-aI58eV5G\"><strong>\u67b6\u6784\u521b\u65b0\u4e3b\u5bfc\u201c\u964d\u672c\u589e\u6548\u201d<\/strong>\uff1a2025 \u5e74\uff0c\u6a21\u578b\u67b6\u6784\u521b\u65b0\u662f\u9a71\u52a8\u6210\u672c\u9769\u547d\u7684\u6838\u5fc3\u3002\u4e3b\u6d41\u5382\u5546\u7eb7\u7eb7\u6452\u5f03\u5355\u7eaf\u7684\u53c2\u6570\u5806\u780c\uff0c\u8f6c\u5411\u66f4\u7cbe\u5de7\u7684\u67b6\u6784\u8bbe\u8ba1\u3002MoE \u53ca\u7c7b\u4f3c\u7684\u7a00\u758f\u5316\u67b6\u6784\u6210\u4e3a\u4e3b\u6d41\uff0c\u901a\u8fc7\u201c\u6309\u9700\u6fc0\u6d3b\u201d\u5b9e\u73b0\u6027\u80fd\u4e0e\u6210\u672c\u7684\u5e73\u8861\uff0c\u5927\u5e45\u964d\u4f4e\u63a8\u7406\u6210\u672c\u3002\u8fd9\u76f4\u63a5\u5f15\u53d1\u4e86\u884c\u4e1a\u7684\u201c\u6210\u672c\u5185\u5377\u201d\uff0c\u914d\u5408\u82f1\u4f1f\u8fbe Dynamo \u7b49\u7b97\u529b\u4f18\u5316\u5de5\u5177\uff0c\u6781\u5927\u5730\u63a8\u52a8\u4e86 AI \u6280\u672f\u7684\u666e\u60e0\u5316\u3002<\/li>\n<li data-id=\"ld70c578-koPnbaM3\"><strong>\u591a\u6a21\u6001\u80fd\u529b\u539f\u751f\u6574\u5408<\/strong>\uff1a\u4ece\u201c\u591a\u6a21\u578b\u62fc\u63a5\u201d\u5230\u201c\u5355\u4e00\u67b6\u6784\u7edf\u4e00\u5904\u7406\u201d\uff0cGPT-5 \u4e0e Gemini 3 \u7684\u5b9e\u8df5\u8bc1\u660e\uff0c\u539f\u751f\u591a\u6a21\u6001\u67b6\u6784\u53ef\u5927\u5e45\u964d\u4f4e\u5f00\u53d1\u4e0e\u9002\u914d\u6210\u672c\uff0c\u63a8\u52a8\u8de8\u6a21\u6001\u5e94\u7528\u89c4\u6a21\u5316\u843d\u5730\u3002\u8fd9\u4e5f\u5e26\u6765\u4e86\u4ea7\u54c1\u4f53\u9a8c\u7684\u9769\u65b0\uff0c\u591a\u6a21\u6001\u80fd\u529b\u63a8\u52a8\u5e94\u7528\u6b63\u4ece\u201c\u611f\u77e5\u201d\u8d70\u5411\u201c\u884c\u52a8\u201d\u3002<\/li>\n<li data-id=\"ld70c578-LY0JCmbQ\"><strong>\u667a\u80fd\u4f53\u5de5\u7a0b\u5316\u843d\u5730\u52a0\u901f<\/strong>\uff1a\u4e0a\u4e0b\u6587\u5de5\u7a0b\u3001MCP\uff08\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff09\u3001\u957f\u65f6\u7a0b\u6846\u67b6\u3001\u63a8\u7406\u4e2d\u5de5\u5177\u8c03\u7528\u4e3a\u4ee3\u8868\u7684\u5de5\u7a0b\u5316\u6846\u67b6\u7684\u6210\u719f\u4e3a\u667a\u80fd\u4f53\u843d\u5730\u94fa\u5e73\u9053\u8def\u3002\u8fd9\u89e3\u51b3\u4e86\u90e8\u7f72\u3001\u8bb0\u5fc6\u3001\u5b89\u5168\u3001\u5de5\u5177\u534f\u540c\u7b49\u751f\u4ea7\u73af\u5883\u75db\u70b9\uff0c\u4f7f Agent \u4ece\u6f14\u793a\u573a\u666f\u5f00\u59cb\u8d70\u5411\u5b9e\u9645\u4e1a\u52a1\u3002<\/li>\n<li data-id=\"ld70c578-ARe8F3ei\"><strong>\u6a21\u578b\u73af\u5883\u9002\u914d\u80fd\u529b\u63d0\u5347<\/strong>\uff1a\u6a21\u578b\u8f7b\u91cf\u5316\u4e0e\u52a8\u6001\u8c03\u5ea6\u6280\u672f\u7684\u6210\u719f\uff0c\u6253\u7834\u4e86\u201c\u4ec5\u4e91\u7aef\u53ef\u7528\u201d\u7684\u9650\u5236\u3002\u6a21\u578b\u538b\u7f29\u3001\u91cf\u5316\u4f18\u5316\u3001Nemotron Elastic \u7b49\u6280\u672f\uff0c\u5b9e\u73b0\u6a21\u578b\u5927\u5c0f\u52a8\u6001\u8c03\u6574\u4e0e\u4e13\u5bb6\u6a21\u5757\u5f39\u6027\u4f38\u7f29\uff0c\u65e2\u9002\u914d\u4e91\u7aef\u590d\u6742\u63a8\u7406\uff0c\u53c8\u652f\u6301\u8fb9\u7aef\u4f4e\u5ef6\u8fdf\u9700\u6c42\uff0c\u5c06\u52a0\u5feb\u5927\u6a21\u578b\u5728\u79fb\u52a8\u8bbe\u5907\u548c\u7269\u8054\u7f51\u9886\u57df\u7684\u5e94\u7528\u3002<\/li>\n<\/ul>\n<h3>4.\u9762\u5411\u5de5\u7a0b\u5e08\u7684\u5b9e\u8df5\u6307\u5357<\/h3>\n<p>\u5bf9\u4e8e\u5de5\u7a0b\u5e08\u800c\u8a00\uff0c2025 \u5e74 AI \u5927\u6a21\u578b\u5de5\u7a0b\u5316\u7684\u5b9e\u8df5\u7ecf\u9a8c\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u53c2\u8003\u3002\u6839\u636e\u884c\u4e1a\u6700\u4f73\u5b9e\u8df5\uff0c\u5de5\u7a0b\u5e08\u9700\u8981\u638c\u63e1\u4ee5\u4e0b\u5173\u952e\u6280\u80fd\uff1a<\/p>\n<ul data-id=\"u738a58b-c7jWeb5M\">\n<li data-id=\"ld70c578-R3jghEa6\"><strong>Prompt \u5de5\u7a0b\u80fd\u529b<\/strong>\uff1a\u638c\u63e1\u8fed\u4ee3\u5f0f Prompt \u5de5\u7a0b\u6700\u4f73\u5b9e\u8df5\uff0c\u80fd\u591f\u4e3a\u5404\u79cd\u8bed\u8a00\u76f8\u5173\u4efb\u52a1\u521b\u5efa\u57fa\u4e8e LLM \u7684\u5e94\u7528\u3002\u7cbe\u901a\u4f7f\u7528 LangChain \u7b49\u6846\u67b6\u7ec4\u7ec7\u548c\u7ec4\u5408 LLM \u5de5\u4f5c\u6d41\u3002\u907f\u514d\u6b67\u4e49\uff0c\u5c3d\u53ef\u80fd\u7cbe\u786e\u4ee5\u83b7\u5f97\u51c6\u786e\u548c\u76f8\u5173\u7684\u54cd\u5e94\u3002Prompt 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data-id=\"ld70c578-R0WeOVhT\"><strong>\u6570\u636e\u5de5\u7a0b\u8f6c\u5411\u667a\u80fd\u5de5\u7a0b<\/strong>\uff1a\u4f20\u7edf\u7684\u6570\u636e\u5904\u7406\u6d41\u7a0b\u5c06\u88ab\u667a\u80fd\u5316\u7684\u6570\u636e\u5206\u6790\u548c\u51b3\u7b56\u7cfb\u7edf\u53d6\u4ee3\uff0cAI \u5c06\u5177\u5907\u81ea\u4e3b\u5904\u7406\u6570\u636e\u8d28\u91cf\u3001\u5f02\u5e38\u68c0\u6d4b\u548c\u7279\u5f81\u5de5\u7a0b\u7684\u80fd\u529b\u3002<\/li>\n<li data-id=\"ld70c578-ZYJjktxL\"><strong>RAG 2.0 \u89e3\u51b3\u4fe1\u4efb\u95ee\u9898<\/strong>\uff1a\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u6280\u672f\u5c06\u8fce\u6765\u91cd\u5927\u5347\u7ea7\uff0c\u901a\u8fc7\u66f4\u7cbe\u786e\u7684\u68c0\u7d22\u673a\u5236\u548c\u53ef\u4fe1\u7684\u77e5\u8bc6\u6765\u6e90\uff0c\u89e3\u51b3\u5927\u6a21\u578b\u7684\u5e7b\u89c9\u95ee\u9898\uff0c\u63d0\u5347\u8f93\u51fa\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u3002<\/li>\n<li 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