{"id":17235,"date":"2025-01-03T22:56:51","date_gmt":"2025-01-03T14:56:51","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=17235"},"modified":"2025-01-03T22:58:48","modified_gmt":"2025-01-03T14:58:48","slug":"agentyiciling","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/agentyiciling\/","title":{"rendered":"\u201cagent\u201d\u4e00\u8bcd\u4ee4\u4eba\u6cae\u4e27\uff0cGPT-4\u7ea7\u6a21\u578b\u5df2\u4e0d\u503c\u4e00\u63d0\uff0c\u5927\u795e\u7a0b\u5e8f\u5458\u76d8\u70b9\u300c\u5927\u6a21\u578b\u76842024\u300d"},"content":{"rendered":"<p>\u4e13\u5bb6\u666e\u904d\u8ba4\u4e3a\uff0c2024 \u5e74\u662f\u201cAGI \u5143\u5e74\u3002\u8fd9\u4e00\u5e74\uff0c\u5927\u6a21\u578b\u884c\u4e1a\u53d1\u751f\u4e86\u7ffb\u5929\u8986\u5730\u7684\u53d8\u5316\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p>OpenAI \u7684 GPT-4 \u5df2\u4e0d\u518d\u671b\u5c18\u83ab\u53ca\uff1b\u56fe\u50cf\u3001\u89c6\u9891\u751f\u6210\u6a21\u578b\u7684\u4f5c\u54c1\u6108\u53d1\u903c\u771f\uff1b\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u3001\u63a8\u7406\u6a21\u578b\u3001\u667a\u80fd\u4f53\uff08agent\uff09\u53d6\u5f97\u7a81\u7834\u6027\u8fdb\u5c55\uff1b\u4eba\u7c7b\u4e0e AI \u7684\u5173\u5fc3\u4e5f\u6108\u53d1\u7d27\u5bc6\u4e86&#8230;&#8230;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u90a3\u4e48\uff0c\u5bf9\u4e8e\u4e00\u4e2a\u8d44\u6df1\u4e1a\u5185\u4eba\u58eb\u800c\u8a00\uff0c\u5927\u6a21\u578b\u884c\u4e1a\u5728\u8fd9\u4e00\u5e74\u4e2d\u53c8\u53d1\u751f\u4e86\u4ec0\u4e48\u53d8\u5316\u5462\uff1f<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u65e5\u524d\uff0c\u77e5\u540d\u72ec\u7acb\u7a0b\u5e8f\u5458\u3001\u793e\u4ea4\u4f1a\u8bae\u76ee\u5f55 Lanyrd \u8054\u5408\u521b\u59cb\u4eba\u3001Django Web \u6846\u67b6\u8054\u5408\u521b\u5efa\u8005 <strong>Simon Willison<\/strong> \u5728\u9898\u4e3a <em>Things we learned about LLMs in 2024<\/em> \u7684\u6587\u7ae0\u4e2d\u8be6\u7ec6\u56de\u987e\u4e86 <strong>2024 \u5e74\u5927\u6a21\u578b\u884c\u4e1a\u7684\u53d8\u5316\u3001\u60ca\u559c\u4e0e\u4e0d\u8db3<\/strong>\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/37fec5a7e3ff730.jpeg\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u90e8\u5206\u89c2\u70b9\u5982\u4e0b\uff1a<\/strong><\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li>\u5728 2023 \u5e74\uff0c\u8bad\u7ec3\u4e00\u4e2a GPT-4 \u7ea7\u7684\u6a21\u578b\u662f\u4e00\u4ef6\u5927\u4e8b\u3002\u7136\u800c\uff0c\u5728 2024 \u5e74\uff0c\u8fd9\u751a\u81f3\u4e0d\u662f\u4e00\u4e2a\u7279\u522b\u503c\u5f97\u4e00\u63d0\u7684\u6210\u5c31\u3002<\/li>\n<li>\u5728\u8fc7\u53bb\u4e00\u5e74\u4e2d\uff0c\u6211\u4eec\u53d6\u5f97\u4e86\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u7684\u8bad\u7ec3\u548c\u63a8\u7406\u6027\u80fd\u63d0\u5347\u3002<\/li>\n<li>\u63a8\u52a8\u4ef7\u683c\u4e0b\u964d\u7684\u56e0\u7d20\u6709\u4e24\u4e2a\uff1a\u7ade\u4e89\u52a0\u5267\u548c\u6548\u7387\u63d0\u9ad8\u3002<\/li>\n<li>\u90a3\u4e9b\u62b1\u6028 LLM \u8fdb\u5c55\u7f13\u6162\u7684\u4eba\uff0c\u5f80\u5f80\u5ffd\u7565\u4e86\u591a\u6a21\u6001\u6a21\u578b\u7684\u5de8\u5927\u8fdb\u6b65\u3002<\/li>\n<li>prompt \u9a71\u52a8\u7684 app \u751f\u6210\uff0c\u5df2\u7ecf\u6210\u4e3a\u4e00\u79cd\u5546\u54c1\u3002<\/li>\n<li>\u514d\u8d39\u4f7f\u7528 SOTA \u6a21\u578b\u7684\u65e5\u5b50\u4e00\u53bb\u4e0d\u590d\u8fd4\u4e86\u3002<\/li>\n<li>\u667a\u80fd\u4f53\uff0c\u4ecd\u672a\u771f\u6b63\u8bde\u751f\u3002<\/li>\n<li>\u4e3a LLM \u9a71\u52a8\u7684\u7cfb\u7edf\u7f16\u5199\u4f18\u79c0\u7684\u81ea\u52a8\u8bc4\u4f30\uff0c\u662f\u5728\u8fd9\u4e9b\u6a21\u578b\u4e4b\u4e0a\u6784\u5efa\u6709\u7528 app \u6700\u9700\u8981\u7684\u6280\u80fd\u3002<\/li>\n<li>o1 \u5f15\u9886\u6269\u5c55\u6a21\u578b\u65b0\u65b9\u6cd5\uff1a\u901a\u8fc7\u5728\u63a8\u7406\u4e0a\u82b1\u8d39\u66f4\u591a\u8ba1\u7b97\u91cf\u6765\u89e3\u51b3\u66f4\u96be\u95ee\u9898\u3002<\/li>\n<li>\u7f8e\u56fd\u5bf9\u4e2d\u56fd\u51fa\u53e3 GPU \u7684\u89c4\u5b9a\u4f3c\u4e4e\u6fc0\u53d1\u4e86\u4e00\u4e9b\u975e\u5e38\u6709\u6548\u7684\u8bad\u7ec3\u4f18\u5316\u3002<\/li>\n<li>\u5728\u8fc7\u53bb\u51e0\u5e74\u91cc\uff0c\u8fd0\u884c prompt \u7684\u80fd\u8017\u548c\u5bf9\u73af\u5883\u7684\u5f71\u54cd\u90fd\u5927\u5927\u964d\u4f4e\u4e86\u3002<\/li>\n<li>\u4eba\u5de5\u667a\u80fd\u751f\u6210\u7684\u672a\u7ecf\u8bf7\u6c42\u548c\u672a\u7ecf\u5ba1\u67e5\u7684\u5185\u5bb9\uff0c\u5373\u4e3a\u201c\u6cd4\u6c34\u201d\u3002<\/li>\n<li>\u6700\u5927\u9650\u5ea6\u5229\u7528 LLM \u7684\u5173\u952e\u5728\u4e8e\uff0c\u5b66\u4f1a\u5982\u4f55\u4f7f\u7528\u4e0d\u53ef\u9760\u4f46\u5f3a\u5927\u7684\u6280\u672f\u3002<\/li>\n<li>LLM \u6709\u771f\u6b63\u7684\u4ef7\u503c\uff0c\u4f46\u5b9e\u73b0\u8fd9\u79cd\u4ef7\u503c\u5e76\u4e0d\u76f4\u89c2\uff0c\u9700\u8981\u6307\u5bfc\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\u5728\u4e0d\u6539\u53d8\u539f\u6587\u5927\u610f\u7684\u60c5\u51b5\u4e0b\uff0c\u5bf9\u6574\u4f53\u5185\u5bb9\u505a\u4e86\u7cbe\u7f16\uff0c\u5982\u4e0b\uff1a<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>2024 \u5e74\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u9886\u57df\u53d1\u751f\u4e86\u5f88\u591a\u4e8b\u60c5\u3002\u4ee5\u4e0b\u662f\u6211\u4eec\u5728\u8fc7\u53bb 12 \u4e2a\u6708\u4e2d\u5bf9\u8fd9\u4e00\u9886\u57df\u6240\u53d1\u73b0\u7684\u4e8b\u60c5\u7684\u56de\u987e\uff0c\u4ee5\u53ca\u6211\u5bf9\u5173\u952e\u4e3b\u9898\u548c\u5173\u952e\u65f6\u523b\u7684\u8bc6\u522b\u5c1d\u8bd5\u3002\u5305\u62ec<strong> 19 <\/strong>\u4e2a\u65b9\u9762\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>1.GPT-4 \u7684\u62a4\u57ce\u6cb3\uff0c\u88ab\u300c\u7a81\u7834\u300d\u4e86<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u5728 2023 \u5e74 12 \u6708\u7684\u56de\u987e\u4e2d\u5199\u9053\uff1a\u201c<strong>\u6211\u4eec\u8fd8\u4e0d\u77e5\u9053\u5982\u4f55\u6784\u5efa GPT-4<\/strong>\u2014\u2014\u5f53\u65f6\uff0cGPT-4 \u5df2\u7ecf\u95ee\u4e16\u8fd1\u4e00\u5e74\u4e86\uff0c\u4f46\u5176\u4ed6\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u8fd8\u6ca1\u6709\u505a\u51fa\u66f4\u597d\u7684\u6a21\u578b\u3002OpenAI \u77e5\u9053\u4e9b\u4ec0\u4e48\uff0c\u800c\u6211\u4eec\u5176\u4ed6\u4eba\u5374\u4e0d\u77e5\u9053\uff1f<\/p>\n<p>&nbsp;<\/p>\n<p>\u8ba9\u6211\u611f\u5230\u6b23\u6170\u7684\u662f\uff0c\u5728\u8fc7\u53bb\u7684 12 \u4e2a\u6708\u91cc\uff0c\u8fd9\u79cd\u60c5\u51b5\u5df2\u7ecf\u5b8c\u5168\u6539\u53d8\u4e86\u3002\u73b0\u5728\uff0cChatbot Arena Leaderboard \u4e0a\u5df2\u7ecf\u6709<strong>\u6765\u81ea 18 \u4e2a\u7ec4\u7ec7\u7684\u6a21\u578b<\/strong>\u6392\u540d\u9ad8\u4e8e 2023 \u5e74 3 \u6708\u53d1\u5e03\u7684\u539f\u59cb\u7248\u672c GPT-4\uff08GPT-4-0314\uff09\uff0c\u8fd9\u4e00\u6570\u91cf\u8fbe\u5230\u4e86 70 \u4e2a\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/848f99ea0a81d38.png\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u6700\u65e9\u7684\u6311\u6218\u8005\u662f\u8c37\u6b4c\u4e8e 2024 \u5e74 2 \u6708\u53d1\u5e03\u7684 <a href=\"https:\/\/www.kdjingpai.com\/pt\/geminibardgubu\/\">Gemini<\/a> 1.5 Pro\u3002\u9664\u4e86\u63d0\u4f9b GPT-4 \u7ea7\u522b\u7684\u8f93\u51fa\u5916\uff0c\u5b83\u8fd8\u4e3a\u8fd9\u4e00\u9886\u57df\u5e26\u6765\u4e86\u51e0\u9879\u5168\u65b0\u529f\u80fd\uff0c\u5176\u4e2d<strong>\u6700\u5f15\u4eba\u6ce8\u76ee\u7684\u662f 100 \u4e07\uff08\u540e\u6765\u662f 200 \u4e07\uff09token \u8f93\u5165\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u4ee5\u53ca\u8f93\u5165\u89c6\u9891\u7684\u80fd\u529b<\/strong>\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>Gemini 1.5 Pro \u5f15\u53d1\u4e86 2024 \u5e74\u7684\u5173\u952e\u4e3b\u9898\u4e4b\u4e00\uff1a\u589e\u52a0\u4e0a\u4e0b\u6587\u957f\u5ea6\u3002<strong>2023 \u5e74\uff0c\u5927\u591a\u6570\u6a21\u578b\u53ea\u53ef\u4ee5\u63a5\u53d7 4096 \u6216 8192 \u4e2a token<\/strong>\uff0c\u4f46 <a href=\"https:\/\/www.kdjingpai.com\/pt\/claudeanquanfubai\/\">Claude<\/a> 2.1 \u662f\u4e2a\u4f8b\u5916\uff0c\u5b83\u53ef\u63a5\u53d7 20 \u4e07\u4e2a token\u3002\u5982\u4eca\uff0c\u6bcf\u4e2a\u6a21\u578b\u63d0\u4f9b\u5546\u90fd\u6709\u4e00\u4e2a\u63a5\u53d7 10 \u4e07\u4ee5\u4e0a <a href=\"https:\/\/www.kdjingpai.com\/pt\/tokenization\/\">token<\/a> \u7684\u6a21\u578b\uff0c\u8c37\u6b4c\u7684 Gemini \u7cfb\u5217\u53ef\u4ee5\u63a5\u53d7\u591a\u8fbe 200 \u4e07\u7684 token\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u66f4\u957f\u7684\u8f93\u5165\uff0c\u5927\u5927\u589e\u52a0\u4e86\u4f7f\u7528 LLM \u89e3\u51b3\u95ee\u9898\u7684\u8303\u56f4\uff1a\u4f60\u73b0\u5728\u53ef\u4ee5\u8f93\u5165\u4e00\u6574\u672c\u4e66\u5e76\u5c31\u5176\u5185\u5bb9\u63d0\u95ee\uff0c\u4f46\u66f4\u91cd\u8981\u7684\u662f\uff0c\u4f60\u53ef\u4ee5\u8f93\u5165\u5927\u91cf\u793a\u4f8b\u4ee3\u7801\u6765\u5e2e\u52a9\u6a21\u578b\u6b63\u786e\u89e3\u51b3\u7f16\u7801\u95ee\u9898\u3002\u5bf9\u6211\u6765\u8bf4\uff0c\u6d89\u53ca\u957f\u8f93\u5165\u7684 LLM \u7528\u4f8b\u8981\u6bd4\u7eaf\u7cb9\u4f9d\u8d56\u6a21\u578b\u6743\u91cd\u4fe1\u606f\u7684\u7b80\u77ed\u63d0\u793a\u8bcd\uff08prompt\uff09\u6709\u8da3\u5f97\u591a\u3002\u6211\u7684\u8bb8\u591a\u5de5\u5177\u90fd\u662f\u91c7\u7528\u8fd9\u79cd\u6a21\u5f0f\u6784\u5efa\u7684\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u7ee7\u7eed\u8bf4\u4e00\u8bf4\u300c\u51fb\u8d25\u300dGPT-4 \u7684\u6a21\u578b\uff1aAnthropic \u7684 Claude 3 \u7cfb\u5217\u4e8e 3 \u6708\u4efd\u63a8\u51fa\uff0cClaude 3 Opus \u5f88\u5feb\u6210\u4e3a\u6211\u6700\u559c\u6b22\u7684\u6a21\u578b\u30026 \u6708\u4efd\uff0c\u4ed6\u4eec\u53c8\u63a8\u51fa\u4e86 Claude 3.5 Sonnet\u2014\u2014\u516d\u4e2a\u6708\u540e\uff0c\u5b83\u4ecd\u7136\u662f\u6211\u7684\u6700\u7231\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5f53\u7136\uff0c\u8fd8\u6709\u5176\u4ed6\u7684\u3002\u5982\u679c\u4f60\u4eca\u5929\u6d4f\u89c8\u4e00\u4e0b Chatbot Arena Leaderboard\uff0c\u4f60\u5c31\u4f1a\u53d1\u73b0\uff0c<strong>GPT-4-0314 \u5df2\u7ecf\u8dcc\u81f3\u7b2c 70 \u4f4d\u5de6\u53f3<\/strong>\u3002\u6a21\u578b\u5f97\u5206\u8f83\u9ad8\u7684 18 \u5bb6\u673a\u6784\u662f\uff1a\u8c37\u6b4c\u3001OpenAI\u3001\u963f\u91cc\u5df4\u5df4\u3001Anthropic\u3001Meta\u3001Reka AI\u3001\u96f6\u4e00\u4e07\u7269\u3001\u4e9a\u9a6c\u900a\u3001Cohere\u3001DeepSeek\u3001\u82f1\u4f1f\u8fbe\u3001Mistral\u3001NexusFlow\u3001\u667a\u8c31\u3001xAI\u3001AI21 Labs\u3001\u666e\u6797\u65af\u987f\u5927\u5b66\u548c\u817e\u8baf\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5728 2023 \u5e74\uff0c\u8bad\u7ec3\u4e00\u4e2a GPT-4 \u7ea7\u7684\u6a21\u578b\u662f\u4e00\u4ef6\u5927\u4e8b\u3002\u7136\u800c\uff0c<strong>\u5728 2024 \u5e74\uff0c\u8fd9\u751a\u81f3\u4e0d\u662f\u4e00\u4e2a\u7279\u522b\u503c\u5f97\u4e00\u63d0\u7684\u6210\u5c31<\/strong>\uff0c\u4e0d\u8fc7\u6bcf\u5f53\u6709\u65b0\u7684\u7ec4\u7ec7\u52a0\u5165\u8fd9\u4e2a\u540d\u5355\u65f6\uff0c\u6211\u4e2a\u4eba\u8fd8\u662f\u4f1a\u5e86\u795d\u4e00\u756a\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>2.\u7b14\u8bb0\u672c\u7535\u8111\uff0c\u53ef\u4ee5\u8fd0\u884c GPT-4 \u7ea7\u6a21\u578b\u4e86<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u7684\u4e2a\u4eba\u7b14\u8bb0\u672c\u7535\u8111\u662f 2023 \u5e74\u7684 64GB M2 MacBook Pro\u3002\u5b83\u662f\u4e00\u53f0\u529f\u80fd\u5f3a\u5927\u7684\u673a\u5668\uff0c\u4f46\u4e5f\u5df2\u7ecf\u7528\u4e86\u8fd1\u4e24\u5e74\u4e86\u2014\u2014\u66f4\u91cd\u8981\u7684\u662f\uff0c\u81ea\u4ece 2023 \u5e74 3 \u6708\u6211\u7b2c\u4e00\u6b21\u5728\u81ea\u5df1\u7684\u7535\u8111\u4e0a\u8fd0\u884c LLM \u4ee5\u6765\uff0c\u6211\u4e00\u76f4\u7528\u7684\u5c31\u662f\u8fd9\u53f0\u7b14\u8bb0\u672c\u7535\u8111\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>2023 \u5e74 3 \u6708\uff0c\u8fd9\u53f0\u7b14\u8bb0\u672c\u7535\u8111\u8fd8\u53ea\u80fd\u8fd0\u884c\u4e00\u4e2a GPT-3 \u7ea7\u6a21\u578b<\/strong>\uff0c\u73b0\u5728\u5df2\u7ecf\u80fd\u8fd0\u884c\u591a\u4e2a GPT-4 \u7ea7\u6a21\u578b\u4e86\uff01<\/p>\n<p>&nbsp;<\/p>\n<p>\u8fd9\u4ecd\u7136\u4ee4\u6211\u611f\u5230\u60ca\u8bb6\u3002\u6211\u4ee5\u4e3a\uff0c\u8981\u5b9e\u73b0 GPT-4 \u7684\u529f\u80fd\u548c\u8f93\u51fa\u8d28\u91cf\uff0c\u9700\u8981\u4e00\u53f0\u6216\u591a\u53f0\u4ef7\u503c 4 \u4e07\u591a\u7f8e\u5143 GPU \u7684\u6570\u636e\u4e2d\u5fc3\u7ea7\u670d\u52a1\u5668\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8fd9\u4e9b\u6a21\u578b\u5360\u7528\u4e86\u6211 64GB \u7684\u5185\u5b58\uff0c\u6240\u4ee5\u6211\u5e76\u4e0d\u7ecf\u5e38\u8fd0\u884c\u5b83\u4eec\u2014\u2014\u5b83\u4eec\u6ca1\u6709\u7ed9\u5176\u4ed6\u4e1c\u897f\u7559\u4e0b\u592a\u591a\u7a7a\u95f4\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5b83\u4eec\u80fd\u591f\u8fd0\u884c\uff0c\u8bc1\u660e\u4e86\u6211\u4eec\u5728\u8fc7\u53bb\u4e00\u5e74\u4e2d\u53d6\u5f97\u4e86\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u7684\u8bad\u7ec3\u548c\u63a8\u7406\u6027\u80fd\u63d0\u5347\u3002\u4e8b\u5b9e\u8bc1\u660e\uff0c\u5728\u6a21\u578b\u6548\u7387\u65b9\u9762\uff0c\u6211\u4eec\u6536\u83b7\u4e86\u5f88\u591a\u770b\u5f97\u89c1\u7684\u679c\u5b9e\u3002\u6211\u5e0c\u671b\u672a\u6765\u8fd8\u4f1a\u6709\u66f4\u591a\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>Meta \u7684 Llama 3.2 \u7cfb\u5217\u6a21\u578b\u503c\u5f97\u7279\u522b\u4e00\u63d0\u3002\u5b83\u4eec\u53ef\u80fd\u4e0d\u662f GPT-4 \u7ea7\uff0c\u4f46\u5728 1B \u548c 3B \u5927\u5c0f\u4e0a\uff0c\u5b83\u4eec\u5c55\u73b0\u51fa\u4e86\u8d85\u4e4e\u9884\u671f\u7684\u6548\u679c\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>3.\u7531\u4e8e\u7ade\u4e89\u548c\u6548\u7387\u7684\u63d0\u9ad8\uff0cLLM \u7684\u4ef7\u683c\u5927\u5e45\u4e0b\u964d<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u5728\u8fc7\u53bb\u7684\u5341\u4e8c\u4e2a\u6708\u91cc\uff0cLLM \u7684\u4f7f\u7528\u6210\u672c\u6025\u5267\u4e0b\u964d\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>2023 \u5e74 12 \u6708\uff0cOpenAI \u5bf9 GPT-4 \u6536\u53d6 30 \u7f8e\u5143\/\u767e\u4e07\u8f93\u5165 token<\/strong><strong>\uff08mTok\uff09\u7684\u8d39\u7528<\/strong>\uff0c\u5bf9\u5f53\u65f6\u65b0\u63a8\u51fa\u7684 GPT-4 Turbo \u6536\u53d6 10 \u7f8e\u5143\/mTok \u7684\u8d39\u7528\uff0c\u5bf9 GPT-3.5 Turbo \u6536\u53d6 1 \u7f8e\u5143\/mTok \u7684\u8d39\u7528\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5982\u4eca\uff0c30 \u7f8e\u5143\/mTok \u5c31\u80fd\u4e70\u5230 OpenAI \u6700\u8d35\u7684 o1 \u6a21\u578b<\/strong>\u3002GPT-4o \u7684\u4ef7\u683c\u4e3a 2.50 \u7f8e\u5143\uff08\u6bd4 GPT-4 \u4fbf\u5b9c 12 \u500d\uff09\uff0cGPT-4o mini \u7684\u4ef7\u683c\u4e3a 0.15 \u7f8e\u5143\/mTok\u2014\u2014\u6bd4 GPT-3.5 \u4fbf\u5b9c\u8fd1 7 \u500d\uff0c\u800c\u4e14\u529f\u80fd\u66f4\u5f3a\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5176\u4ed6\u6a21\u578b\u63d0\u4f9b\u5546\u7684\u6536\u8d39\u751a\u81f3\u66f4\u4f4e\u3002Anthropic \u7684 Claude 3 Haiku \u7684\u4ef7\u683c\u4e3a 0.25 \u7f8e\u5143\/mTok\u3002\u8c37\u6b4c\u7684 Gemini 1.5 Flash \u4e3a 0.075 \u7f8e\u5143\/mTok\uff0cGemini 1.5 Flash 8B \u4e3a 0.0375 \u7f8e\u5143\/mTok\uff0c\u6bd4 2023 \u5e74\u65f6\u7684 GPT-3.5 Turbo \u4fbf\u5b9c 27 \u500d\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u63a8\u52a8\u4ef7\u683c\u4e0b\u964d\u7684\u56e0\u7d20\u6709\u4e24\u4e2a\uff1a\u7ade\u4e89\u52a0\u5267\u548c\u6548\u7387\u63d0\u9ad8<\/strong>\u3002\u5bf9\u4e8e\u6240\u6709\u5173\u6ce8 LLM \u5bf9\u73af\u5883\u5f71\u54cd\u7684\u4eba\u6765\u8bf4\uff0c\u63d0\u9ad8\u6548\u7387\u975e\u5e38\u91cd\u8981\u3002\u8fd9\u4e9b\u4ef7\u683c\u4e0b\u964d\u4e0e\u8fd0\u884c prompt \u6240\u6d88\u8017\u7684\u80fd\u6e90\u76f4\u63a5\u76f8\u5173\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u6570\u636e\u4e2d\u5fc3\u5efa\u8bbe\u5bf9\u73af\u5883\u7684\u5f71\u54cd\uff0c\u4ecd\u6709\u5f88\u591a\u95ee\u9898\u9700\u8981\u62c5\u5fc3\uff0c\u4f46\u5bf9\u5355\u4e2a prompt \u7684\u80fd\u6e90\u6210\u672c\u7684\u62c5\u5fe7\u5df2\u4e0d\u518d\u53ef\u4fe1\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u4eec\u505a\u4e00\u4e2a\u6709\u8da3\u7684\u8ba1\u7b97\uff1a\u5982\u679c\u4f7f\u7528\u8c37\u6b4c\u6700\u4fbf\u5b9c\u7684 Gemini 1.5 Flash 8B\uff0c\u4e3a\u6211\u4e2a\u4eba\u7167\u7247\u5e93\u4e2d\u7684 68000 \u5f20\u7167\u7247\u9010\u4e00\u751f\u6210\u7b80\u77ed\u63cf\u8ff0\uff0c\u9700\u8981\u591a\u5c11\u94b1\uff1f<\/p>\n<p>&nbsp;<\/p>\n<p>\u6bcf\u5f20\u7167\u7247\u9700\u8981 260 \u4e2a\u8f93\u5165 token \u548c\u5927\u7ea6 100 \u4e2a\u8f93\u51fa token\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>260 * 68000 = 17680000 \u8f93\u5165 token<\/p>\n<p>17680000 * 0.0375 \u7f8e\u5143\/million = 0.66 \u7f8e\u5143<\/p>\n<p>100 * 68000 = 6800,000 \u8f93\u51fa token<\/p>\n<p>6800000 * 0.15 \u7f8e\u5143\/million = 1.02 \u7f8e\u5143<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5904\u7406 68000 \u5f20\u56fe\u7247\u7684\u603b\u6210\u672c\u4e3a 1.68 \u7f8e\u5143<\/strong>\u3002\u8fd9\u7b80\u76f4\u592a\u4fbf\u5b9c\u4e86\uff0c\u6211\u751a\u81f3\u8ba1\u7b97\u4e86\u4e09\u6b21\uff0c\u4ee5\u786e\u8ba4\u6211\u7684\u8ba1\u7b97\u662f\u5426\u6b63\u786e\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8fd9\u4e9b\u63cf\u8ff0\u7a76\u7adf\u6709\u591a\u597d\uff1f\u6211\u4ece\u8fd9\u6761\u547d\u4ee4\u4e2d\u5f97\u5230\u4e86\u4fe1\u606f\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p>llm -m gemini-1.5-flash-8b-latest describe -a IMG_1825.jpeg<\/p>\n<p>&nbsp;<\/p>\n<p>\u8fd9\u662f\u4e00\u5f20\u52a0\u5dde\u79d1\u5b66\u9662\u7684\u8774\u8776\u7167\u7247\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/4540060d764cde1.jpeg\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u56fe\u7247\u4e2d\u6709\u4e00\u4e2a\u7ea2\u8272\u7684\u6d45\u76d8\uff0c\u53ef\u80fd\u662f\u8702\u9e1f\u6216\u8774\u8776\u5582\u98df\u5668\u3002\u76d8\u5b50\u91cc\u6709\u4e00\u7247\u7247\u6a59\u8272\u7684\u6c34\u679c\u7247\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5582\u98df\u5668\u91cc\u6709\u4e24\u53ea\u8774\u8776\uff0c\u4e00\u53ea\u662f\u6df1\u68d5\u8272\/\u9ed1\u8272\u7684\u8774\u8776\uff0c\u8eab\u4e0a\u6709\u767d\u8272\/\u5976\u6cb9\u8272\u7684\u6591\u7eb9\u3002\u53e6\u4e00\u53ea\u662f\u4f53\u578b\u8f83\u5927\u7684\u68d5\u8272\u8774\u8776\uff0c\u8eab\u4e0a\u6709\u6d45\u68d5\u8272\u3001\u7c73\u8272\u548c\u9ed1\u8272\u6591\u7eb9\uff0c\u5305\u62ec\u7a81\u51fa\u7684\u773c\u6591\u3002\u8fd9\u53ea\u8f83\u5927\u7684\u68d5\u8272\u8774\u8776\u4f3c\u4e4e\u6b63\u5728\u5403\u76d8\u5b50\u91cc\u7684\u6c34\u679c\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>260 \u4e2a\u8f93\u5165 token\uff0c92 \u4e2a\u8f93\u51fa token\uff0c\u6210\u672c\u7ea6\u4e3a 0.0024 \u7f8e\u5206\uff08\u4e0d\u5230 1 \u7f8e\u5206\u7684 400 \u5206\u4e4b\u4e00\uff09\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u6548\u7387\u63d0\u9ad8\u548c\u4ef7\u683c\u964d\u4f4e\uff0c\u662f\u6211\u6700\u559c\u6b22\u7684 2024 \u5e74\u53d1\u5c55\u8d8b\u52bf\u3002<\/strong>\u6211\u5e0c\u671b\u4ee5\u6781\u4f4e\u7684\u80fd\u6e90\u6210\u672c\u83b7\u5f97 LLM \u7684\u6548\u7528\uff0c\u800c\u8fd9\u6b63\u662f\u6211\u4eec\u6b63\u5728\u5b9e\u73b0\u7684\u76ee\u6807\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>4.\u591a\u6a21\u6001\u89c6\u89c9\u5df2\u5f88\u5e38\u89c1\uff0c\u97f3\u9891\u548c\u89c6\u9891\u5f00\u59cb\u300c\u6d8c\u73b0\u300d<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u4e0a\u9762\u4e3e\u7684\u8774\u8776\u4f8b\u5b50\uff0c\u4e5f\u8bf4\u660e\u4e86 2024 \u5e74\u7684\u53e6\u4e00\u4e2a\u5173\u952e\u8d8b\u52bf\uff1a\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\u7684\u5174\u8d77\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u4e00\u5e74\u524d\uff0c\u5728 2023 \u5e74 11 \u6708 OpenAI \u7684 DevDay \u4e0a\u53d1\u5e03\u7684 GPT-4 Vision \u662f\u5176\u4e2d\u6700\u5f15\u4eba\u6ce8\u76ee\u7684\u4f8b\u5b50\u3002\u8c37\u6b4c\u5219\u5728 2023 \u5e74 12 \u6708 7 \u65e5\u53d1\u5e03\u4e86\u591a\u6a21\u6001 Gemini 1.0\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>2024 \u5e74\uff0c\u51e0\u4e4e\u6240\u6709\u6a21\u578b\u63d0\u4f9b\u5546\u90fd\u53d1\u5e03\u4e86\u591a\u6a21\u6001\u6a21\u578b\u3002<\/strong>\u6211\u4eec\u5728 3 \u6708\u770b\u5230\u4e86 <a href=\"https:\/\/www.kdjingpai.com\/pt\/claudeanquanfubai\/\">Anthropic<\/a> \u7684 Claude 3 \u7cfb\u5217\uff0c\u5728 4 \u6708\u770b\u5230\u4e86 Gemini 1.5 Pro\uff08\u56fe\u50cf\u3001\u97f3\u9891\u548c\u89c6\u9891\uff09\uff0c\u5728 9 \u6708\u53c8\u770b\u5230\u4e86 <a href=\"https:\/\/www.kdjingpai.com\/pt\/le-chat-mistral\/\">Mistral<\/a> \u7684 Pixtral 12B\uff0c\u4ee5\u53ca Meta \u7684 Llama 3.2 11B \u548c 90B \u89c6\u89c9\u6a21\u578b\u3002\u6211\u4eec\u5728 10 \u6708\u4efd\u4ece OpenAI \u83b7\u5f97\u4e86\u97f3\u9891\u8f93\u5165\u548c\u8f93\u51fa\uff0c\u5728 11 \u6708\u4efd\u4ece Hugging Face \u83b7\u5f97\u4e86 SmolVLM\uff0c\u5728 12 \u6708\u4efd\u4ece Amazon Nova \u83b7\u5f97\u4e86\u56fe\u50cf\u548c\u89c6\u9891\u6a21\u578b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u8ba4\u4e3a\uff0c<strong>\u90a3\u4e9b\u62b1\u6028 LLM \u8fdb\u5c55\u7f13\u6162\u7684\u4eba\uff0c\u5f80\u5f80\u5ffd\u7565\u4e86\u8fd9\u4e9b\u591a\u6a21\u6001\u6a21\u578b\u7684\u5de8\u5927\u8fdb\u6b65<\/strong>\u3002\u80fd\u591f\u9488\u5bf9\u56fe\u50cf\uff08\u4ee5\u53ca\u97f3\u9891\u548c\u89c6\u9891\uff09\u8fd0\u884c prompt \u662f\u5e94\u7528\u8fd9\u4e9b\u6a21\u578b\u7684\u4e00\u79cd\u4ee4\u4eba\u7740\u8ff7\u7684\u65b0\u65b9\u6cd5\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>5.\u8bed\u97f3\u548c\u5b9e\u65f6\u89c6\u9891\u6a21\u5f0f\uff0c\u8ba9\u79d1\u5e7b\u7167\u8fdb\u73b0\u5b9e<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u7279\u522b\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u97f3\u9891\u548c\u5b9e\u65f6\u89c6\u9891\u6a21\u578b\u5f00\u59cb\u51fa\u73b0\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u4e0e <a href=\"https:\/\/www.kdjingpai.com\/pt\/chatgpt-6\/\">ChatGPT<\/a> \u5bf9\u8bdd\u7684\u529f\u80fd\u4e8e 2023 \u5e74 9 \u6708\u9996\u6b21\u51fa\u73b0\uff0c\u4f46\u8fd9\u4e3b\u8981\u662f\u4e00\u79cd\u5047\u8c61\uff1aOpenAI \u4f7f\u7528\u5176\u51fa\u8272\u7684 <a href=\"https:\/\/www.kdjingpai.com\/pt\/crisperwhisper\/\">Whisper<\/a> \u8bed\u97f3\u8f6c\u6587\u672c\u6a21\u578b\u548c\u4e00\u4e2a\u65b0\u7684\u6587\u672c\u8f6c\u8bed\u97f3\u6a21\u578b\uff08\u547d\u540d\u4e3a tts-1\uff09\u6765\u5b9e\u73b0\u4e0e ChatGPT \u7684\u5bf9\u8bdd\uff0c\u4f46\u5b9e\u9645\u6a21\u578b\u53ea\u80fd\u770b\u5230\u6587\u672c\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>OpenAI \u4e8e 5 \u6708 13 \u65e5\u53d1\u5e03\u7684 GPT-4o \u5305\u62ec\u4e00\u4e2a\u5168\u65b0\u8bed\u97f3\u6a21\u578b\u7684\u6f14\u793a\uff0c\u771f\u6b63\u7684\u591a\u6a21\u6001 GPT-4o\uff08\u201co\u201d\u4ee3\u8868\u201comni\u201d\uff09\u6a21\u578b\u53ef\u4ee5\u63a5\u53d7\u97f3\u9891\u8f93\u5165\uff0c\u5e76\u8f93\u51fa\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u7684\u903c\u771f\u8bed\u97f3\uff0c\u800c\u65e0\u9700\u5355\u72ec\u7684 TTS \u6216 STT \u6a21\u578b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5f53 ChatGPT \u9ad8\u7ea7\u8bed\u97f3\u6a21\u5f0f\u7ec8\u4e8e\u63a8\u51fa\u65f6\uff0c\u5176\u6548\u679c\u975e\u5e38\u60ca\u4eba\u3002<strong>\u6211\u7ecf\u5e38\u5728\u5e26\u72d7\u6563\u6b65\u65f6\u4f7f\u7528\u8fd9\u79cd\u6a21\u5f0f\uff0c\u97f3\u8c03\u5df2\u7ecf\u5f97\u5230\u4e86\u5f88\u5927\u7684\u6539\u5584\uff0c\u8fd9\u771f\u662f\u4ee4\u4eba\u60ca\u53f9<\/strong>\u3002\u5728\u4f7f\u7528 OpenAI \u97f3\u9891 API \u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u8fd8\u4f53\u9a8c\u5230\u4e86\u5f88\u591a\u4e50\u8da3\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>OpenAI \u5e76\u4e0d\u662f\u552f\u4e00\u62e5\u6709\u591a\u6a21\u6001\u97f3\u9891\u6a21\u578b\u7684\u56e2\u961f\u3002\u8c37\u6b4c\u7684 Gemini \u4e5f\u63a5\u53d7\u97f3\u9891\u8f93\u5165\uff0c\u4e5f\u53ef\u4ee5\u7528\u7c7b\u4f3c ChatGPT \u7684\u65b9\u5f0f\u8bf4\u8bdd\u3002\u4e9a\u9a6c\u900a\u4e5f\u63d0\u524d\u5ba3\u5e03\u4e86 Amazon Nova \u7684\u8bed\u97f3\u6a21\u5f0f\uff0c\u4f46\u8be5\u6a21\u5f0f\u5c06\u4e8e 2025 \u5e74\u7b2c\u4e00\u5b63\u5ea6\u63a8\u51fa\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8c37\u6b4c\u7684 <strong>NotebookLM<\/strong> \u4e8e 9 \u6708\u4efd\u53d1\u5e03\uff0c\u5b83\u5c06\u97f3\u9891\u8f93\u51fa\u63d0\u5347\u5230\u4e86\u4e00\u4e2a\u65b0\u7684\u6c34\u5e73\uff0c\u4e24\u4e2a\u201c\u64ad\u5ba2\u4e3b\u6301\u4eba\u201d\u53ef\u4ee5\u5c31\u4f60\u8f93\u5165\u7684\u4efb\u4f55\u5185\u5bb9\u8fdb\u884c\u903c\u771f\u5bf9\u8bdd\uff0c\u540e\u6765\u4e5f\u6dfb\u52a0\u4e86\u81ea\u5b9a\u4e49\u6307\u4ee4\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6700\u8fd1\u7684\u65b0\u53d8\u5316\u4e5f\u662f\u4ece 12 \u6708\u5f00\u59cb\u7684\uff0c\u90a3\u5c31\u662f\u5b9e\u65f6\u89c6\u9891\u3002ChatGPT \u8bed\u97f3\u6a21\u5f0f\u73b0\u5728\u63d0\u4f9b\u4e86\u4e0e\u6a21\u578b\u5206\u4eab\u76f8\u673a\u753b\u9762\u7684\u9009\u9879\uff0c\u5e76\u53ef\u5b9e\u65f6\u8c08\u8bba\u4f60\u6240\u770b\u5230\u7684\u5185\u5bb9\u3002\u8c37\u6b4c\u7684 Gemini \u4e5f\u63a8\u51fa\u4e86\u5177\u6709\u76f8\u540c\u529f\u80fd\u7684\u9884\u89c8\u7248\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>6.prompt \u9a71\u52a8\u7684 app \u751f\u6210\uff0c\u5df2\u7ecf\u6210\u4e3a\u4e00\u79cd\u5546\u54c1<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>GPT-4 \u5728 2023 \u5e74\u5c31\u5df2\u7ecf\u53ef\u4ee5\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff0c\u4f46\u5b83\u7684\u4ef7\u503c\u5728 2024 \u5e74\u624d\u663e\u73b0\u51fa\u6765\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u4f17\u6240\u5468\u77e5\uff0cLLM \u5728\u7f16\u5199\u4ee3\u7801\u65b9\u9762\u6709\u7740\u60ca\u4eba\u7684\u5929\u8d4b\u3002\u5982\u679c\u4f60\u53ef\u4ee5\u6b63\u786e\u5730\u5199\u51fa prompt\uff0c\u5b83\u4eec\u5c31\u80fd\u4f7f\u7528 HTML\u3001CSS \u548c JavaScript \u4e3a\u4f60\u6784\u5efa\u4e00\u4e2a\u5b8c\u6574\u7684\u4ea4\u4e92\u5f0f app\u2014\u2014\u901a\u5e38\u53ea\u9700\u8981\u4e00\u6b21 prompt\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Anthropic \u5728\u53d1\u5e03 Claude Artifacts \u65f6\u5c06\u8fd9\u4e00\u7406\u5ff5\u63a8\u5411\u4e86\u9ad8\u6f6e<\/strong>\uff0c\u8fd9\u662f\u4e00\u4e2a\u5f00\u521b\u6027\u7684\u65b0\u529f\u80fd\u3002\u6709\u4e86 Artifacts\uff0cClaude \u53ef\u4ee5\u4e3a\u4f60\u7f16\u5199\u4e00\u4e2a\u6309\u9700\u4ea4\u4e92\u5f0f app\uff0c\u7136\u540e\u8ba9\u4f60\u76f4\u63a5\u5728 Claude \u754c\u9762\u4e2d\u4f7f\u7528\u5b83\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8fd9\u662f\u4e00\u4e2a\u63d0\u53d6 URLs \u7684 app\uff0c\u5b8c\u5168\u7531 Claude \u751f\u6210\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/9a7982f68ac867b.png\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u7ecf\u5e38\u4f7f\u7528\u5b83\u3002\u6211\u5728 10 \u6708\u4efd\u5c31\u6ce8\u610f\u5230\u4e86\u6211\u5bf9\u5b83\u7684\u4f9d\u8d56\u7a0b\u5ea6\uff0c<strong>\u6211\u4f7f\u7528 Artifacts \u5728\u4e03\u5929\u65f6\u95f4\u91cc\u521b\u5efa\u4e86 14 \u4e2a\u5c0f\u5de5\u5177<\/strong>\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/cfc8a1712210ccc.png\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u4ece\u90a3\u4ee5\u540e\uff0c\u4e00\u5927\u6279\u5176\u4ed6\u56e2\u961f\u4e5f\u5efa\u7acb\u4e86\u7c7b\u4f3c\u7684\u7cfb\u7edf\u300210 \u6708\uff0cGitHub \u53d1\u5e03\u4e86\u4ed6\u4eec\u7684\u7248\u672c\u2014\u2014GitHub Spark\u300211 \u6708\uff0cMistral Chat \u5c06\u5176\u6dfb\u52a0\u4e3a\u4e00\u9879\u540d\u4e3a Canvas \u7684\u529f\u80fd\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6765\u81ea Val Town \u7684 Steve Krause \u9488\u5bf9 <a href=\"https:\/\/www.kdjingpai.com\/pt\/cerebras\/\">Cerebras<\/a> \u6784\u5efa\u4e86\u4e00\u4e2a\u7248\u672c\uff0c\u5c55\u793a\u4e86\u6bcf\u79d2 2000 \u4e2a token \u7684 LLM \u5982\u4f55\u8fed\u4ee3 app\uff0c\u5e76\u5728\u4e0d\u5230\u4e00\u79d2\u7684\u65f6\u95f4\u5185\u770b\u5230\u53d8\u5316\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u968f\u540e\u5728 12 \u6708\uff0cChatbot Arena \u56e2\u961f\u4e3a\u8fd9\u9879\u529f\u80fd\u63a8\u51fa\u4e86\u4e00\u4e2a\u5168\u65b0\u7684 leaderboard\uff0c\u7531\u7528\u6237\u4f7f\u7528\u4e24\u79cd\u4e0d\u540c\u7684\u6a21\u578b\u6784\u5efa\u76f8\u540c\u7684\u4ea4\u4e92\u5f0f app \u4e24\u6b21\uff0c\u5e76\u5bf9\u7b54\u6848\u8fdb\u884c\u6295\u7968\u3002\u5f88\u96be\u6709\u6bd4\u8fd9\u66f4\u6709\u8bf4\u670d\u529b\u7684\u8bba\u636e\u6765\u8bc1\u660e\uff0c\u8fd9\u9879\u529f\u80fd\u73b0\u5728\u5df2\u7ecf\u6210\u4e3a\u4e00\u79cd\u5546\u54c1\uff0c\u53ef\u4ee5\u6709\u6548\u5730\u4e0e\u6240\u6709\u9886\u5148\u7684\u6a21\u578b\u8fdb\u884c\u7ade\u4e89\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u4e00\u76f4\u5728\u4e3a\u6211\u7684 Datasette \u9879\u76ee\u7422\u78e8\u8fd9\u4e2a\u7248\u672c\uff0c\u76ee\u7684\u662f\u8ba9\u7528\u6237\u4f7f\u7528 prompt \u6765\u6784\u5efa\u548c\u8fed\u4ee3\u81ea\u5b9a\u4e49\u5c0f\u5de5\u5177\uff0c\u5e76\u6839\u636e\u81ea\u5df1\u7684\u6570\u636e\u8fdb\u884c\u6570\u636e\u53ef\u89c6\u5316\u3002\u6211\u8fd8\u53d1\u73b0\u4e86\u4e00\u79cd\u7c7b\u4f3c\u7684\u6a21\u5f0f\uff0c\u53ef\u4ee5\u901a\u8fc7 uv \u6765\u7f16\u5199\u4e00\u6b21\u6027 Python \u7a0b\u5e8f\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8fd9\u79cd\u7531 prompt \u9a71\u52a8\u7684\u81ea\u5b9a\u4e49\u754c\u9762\u529f\u80fd\u975e\u5e38\u5f3a\u5927\uff0c\u800c\u4e14\u5f88\u5bb9\u6613\u6784\u5efa\uff08\u4e00\u65e6\u4f60\u5f04\u6e05\u4e86\u6d4f\u89c8\u5668\u6c99\u76d2\u7684\u590d\u6742\u7ec6\u8282\uff09\uff0c\u6211\u5e0c\u671b\u5b83\u80fd\u5728 2025 \u5e74\u4f5c\u4e3a\u4e00\u9879\u529f\u80fd\u51fa\u73b0\u5728\u5404\u79cd\u4ea7\u54c1\u4e2d\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>7.\u77ed\u77ed\u51e0\u4e2a\u6708\uff0c\u5f3a\u5927\u6a21\u578b\u5f97\u4ee5\u666e\u53ca<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u5728 2024 \u5e74\u77ed\u77ed\u51e0\u4e2a\u6708\u7684\u65f6\u95f4\u91cc\uff0c\u4e16\u754c\u4e0a\u5927\u591a\u6570\u56fd\u5bb6\u90fd\u53ef\u4ee5\u514d\u8d39\u4f7f\u7528\u5f3a\u5927\u7684\u6a21\u578b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>OpenAI \u5728 5 \u6708\u5411\u6240\u6709\u7528\u6237\u514d\u8d39\u63d0\u4f9b GPT-4o\uff0c\u800c Claude 3.5 Sonnet \u5219\u5728 6 \u6708\u53d1\u5e03\u540e\u514d\u8d39\u63d0\u4f9b\u3002\u8fd9\u662f\u4e00\u4e2a\u91cd\u5927\u53d8\u5316\uff0c\u56e0\u4e3a\u5728\u8fc7\u53bb\u7684\u4e00\u5e74\u91cc\uff0c\u514d\u8d39\u7528\u6237\u5927\u591a\u53ea\u80fd\u4f7f\u7528 GPT-3.5 \u7ea7\u7684\u6a21\u578b\uff0c\u8fd9\u5728\u8fc7\u53bb\u4f1a\u5bfc\u81f4\u65b0\u7528\u6237\u5bf9 LLM \u7684\u5b9e\u9645\u80fd\u529b\u5e76\u4e0d\u6e05\u6670\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u968f\u7740 OpenAI \u63a8\u51fa ChatGPT Pro\uff0c\u8fd9\u4e2a\u65f6\u4ee3\u4f3c\u4e4e\u5df2\u7ecf\u7ed3\u675f\u4e86\uff0c\u5f88\u53ef\u80fd\u662f\u6c38\u4e45\u6027\u7684<\/strong>\u3002\u8fd9\u9879 200 \u7f8e\u5143\/\u6708\u7684\u8ba2\u9605\u670d\u52a1\u662f\u8bbf\u95ee\u5176\u6700\u5f3a\u6a21\u578b o1 Pro \u7684\u552f\u4e00\u9014\u5f84\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>o1 \u7cfb\u5217\uff08\u4ee5\u53ca\u6beb\u65e0\u7591\u95ee\u4f1a\u6fc0\u53d1\u7684\u672a\u6765\u6a21\u578b\uff09\u80cc\u540e\u7684\u5173\u952e\u662f\uff0c\u82b1\u8d39\u66f4\u591a\u7684\u8ba1\u7b97\u65f6\u95f4\u6765\u83b7\u5f97\u66f4\u597d\u7684\u7ed3\u679c\u3002\u56e0\u6b64\uff0c\u6211\u8ba4\u4e3a\u514d\u8d39\u4f7f\u7528 SOTA \u6a21\u578b\u7684\u65e5\u5b50\u4e00\u53bb\u4e0d\u590d\u8fd4\u4e86\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>8.\u667a\u80fd\u4f53\uff0c\u4ecd\u672a\u771f\u6b63\u8bde\u751f<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u4e2a\u4eba\u8ba4\u4e3a\uff0c<strong>\u201cagent\u201d\u8fd9\u4e2a\u8bcd\u975e\u5e38\u4ee4\u4eba\u6cae\u4e27<\/strong>\u3002\u5b83\u7f3a\u4e4f\u4e00\u4e2a\u5355\u4e00\u3001\u660e\u786e\u548c\u5e7f\u4e3a\u7406\u89e3\u7684\u542b\u4e49&#8230;&#8230;\u4f46\u4f7f\u7528\u8fd9\u4e2a\u672f\u8bed\u7684\u4eba\u4f3c\u4e4e\u4ece\u6765\u4e0d\u627f\u8ba4\u8fd9\u4e00\u70b9\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5982\u679c\u4f60\u544a\u8bc9\u6211\u4f60\u6b63\u5728\u6784\u5efa\u201c\u667a\u80fd\u4f53\u201d\uff08agent\uff09\uff0c\u90a3\u4e48\u4f60\u51e0\u4e4e\u6ca1\u6709\u5411\u6211\u4f20\u8fbe\u4efb\u4f55\u4fe1\u606f\u3002\u5982\u679c\u4e0d\u8bfb\u61c2\u4f60\u7684\u60f3\u6cd5\uff0c\u6211\u5c31\u65e0\u6cd5\u77e5\u9053\u4f60\u8bf4\u7684\u662f\u51e0\u5341\u79cd\u53ef\u80fd\u5b9a\u4e49\u4e2d\u7684\u54ea\u4e00\u79cd\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u6211\u770b\u5230\u7684\u4e3b\u8981\u6709\u4e24\u7c7b\u4eba<\/strong>\uff0c\u4e00\u7c7b\u4eba\u8ba4\u4e3a agent \u663e\u7136\u662f\u4ee3\u8868\u4f60\u53bb\u884c\u52a8\u7684\u4e1c\u897f\u2014\u2014\u65c5\u884c agent\uff1b\u53e6\u4e00\u7c7b\u4eba\u8ba4\u4e3a agent \u662f\u53ef\u4ee5\u83b7\u5f97\u5de5\u5177\u7684 LLM\uff0c\u53ef\u4ee5\u5faa\u73af\u8fd0\u884c\u4f5c\u4e3a\u89e3\u51b3\u95ee\u9898\u7684\u4e00\u90e8\u5206\u3002\u201cautonomy\u201d\u4e00\u8bcd\u4e5f\u7ecf\u5e38\u88ab\u6df7\u5728\u4e00\u8d77\uff0c\u4f46\u540c\u6837\u6ca1\u6709\u660e\u786e\u7684\u5b9a\u4e49\u3002(\u51e0\u4e2a\u6708\u524d\uff0c\u6211\u8fd8\u5728\u63a8\u7279\u4e0a\u6536\u96c6\u4e86\u5173\u4e8e agent \u7684 211 \u4e2a\u5b9a\u4e49\uff0c\u5e76\u8ba9 gemini-exp-1206 \u5c1d\u8bd5\u5bf9\u5176\u8fdb\u884c\u603b\u7ed3\uff09\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u4e0d\u7ba1\u8fd9\u4e2a\u672f\u8bed\u662f\u4ec0\u4e48\u610f\u601d\uff0c<strong>agent \u4ecd\u7136\u6709\u4e00\u79cd\u6c38\u8fdc\u201c\u5373\u5c06\u5230\u6765\u201d\u7684\u611f\u89c9<\/strong>\u3002\u6487\u5f00\u672f\u8bed\u4e0d\u8c08\uff0c<strong>\u6211\u4ecd\u7136\u5bf9\u5b83\u4eec\u7684\u5b9e\u7528\u6027\u6301\u6000\u7591\u6001\u5ea6<\/strong>\uff0c\u8fd9\u662f\u57fa\u4e8e\u201c\u8f7b\u4fe1\u201d\uff08gullibility\uff09\u7684\u6311\u6218\u3002LLM \u4f1a\u76f8\u4fe1\u4f60\u544a\u8bc9\u5b83\u4eec\u7684\u4efb\u4f55\u4e8b\u60c5\u3002\u4efb\u4f55\u8bd5\u56fe\u4ee3\u8868\u4f60\u505a\u51fa\u6709\u610f\u4e49\u51b3\u7b56\u7684\u7cfb\u7edf\u90fd\u4f1a\u9047\u5230\u540c\u6837\u7684\u969c\u788d\uff1a\u5982\u679c\u4e00\u4e2a\u65c5\u884c agent\u3001\u6216\u8005\u4e00\u4e2a\u6570\u5b57\u52a9\u7406\uff0c\u751a\u81f3\u4e00\u4e2a\u7814\u7a76\u5de5\u5177\u90fd\u65e0\u6cd5\u5206\u8fa8\u771f\u5047\uff0c\u90a3\u4e48\u5b83\u8fd8\u80fd\u6709\u591a\u5927\u7528\u5904\u5462\uff1f<\/p>\n<p>&nbsp;<\/p>\n<p>\u5c31\u5728\u524d\u51e0\u5929\uff0c\u8c37\u6b4c\u641c\u7d22\u88ab\u53d1\u73b0\u63d0\u4f9b\u4e86\u5173\u4e8e\u4e0d\u5b58\u5728\u7684\u7535\u5f71\u300aEncanto 2\u300b\u7684\u5b8c\u5168\u865a\u5047\u7684\u63cf\u8ff0\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u53ca\u65f6\u6ce8\u5165\u662f\u8fd9\u79cd\u8f7b\u4fe1\u7684\u81ea\u7136\u540e\u679c\u3002\u6211\u770b\u5230 2024 \u5e74\u5728\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u4e0a\u8fdb\u5c55\u751a\u5fae\uff0c\u800c\u6211\u4eec\u4ece 2022 \u5e74 9 \u6708\u5c31\u5f00\u59cb\u8ba8\u8bba\u8fd9\u4e2a\u95ee\u9898\u4e86\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>Prompt injection \u653b\u51fb\u662f\u8fd9\u79cd\u201c\u8f7b\u4fe1\u201d\u7684\u81ea\u7136\u7ed3\u679c\u3002\u6211\u770b\u5230 2024 \u5e74\u4e1a\u5185\u5728\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u4e0a\u8fdb\u5c55\u751a\u5fae\uff0c\u800c\u6211\u4eec\u4ece 2022 \u5e74 9 \u6708\u8d77\u5c31\u4e00\u76f4\u5728\u8ba8\u8bba\u8fd9\u4e2a\u95ee\u9898\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u5f00\u59cb\u8ba4\u4e3a\uff0c\u6700\u6d41\u884c\u7684 agent \u6982\u5ff5\u5c06\u4f9d\u8d56\u4e8e AGI\u3002<strong>\u8ba9\u6a21\u578b\u80fd\u591f\u62b5\u5fa1\u201c\u8f7b\u4fe1\u201d\uff0c\u786e\u5b9e\u662f\u4e00\u4e2a\u5f88\u9ad8\u7684\u8981\u6c42<\/strong>\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>9.\u8bc4\u4f30\uff0c\u975e\u5e38\u91cd\u8981<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>Anthropic \u7684 Amanda Askell\uff08\u8d1f\u8d23 Claude\u2019s <a href=\"https:\/\/www.kdjingpai.com\/pt\/character-ai\/\">Character<\/a> \u80cc\u540e\u7684\u5927\u90e8\u5206\u5de5\u4f5c\uff09\u66fe\u8bf4\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p>\u597d\u7684\u7cfb\u7edf prompt \u80cc\u540e\u6709\u4e00\u4e2a\u67af\u71e5\u4f46\u81f3\u5173\u91cd\u8981\u7684\u79d8\u5bc6\uff0c\u90a3\u5c31\u662f\u6d4b\u8bd5\u9a71\u52a8\u5f00\u53d1\u3002\u4f60\u4e0d\u662f\u5199\u4e0b\u4e00\u4e2a\u7cfb\u7edf prompt\uff0c\u7136\u540e\u60f3\u529e\u6cd5\u6d4b\u8bd5\u5b83\u3002\u4f60\u8981\u5199\u4e0b\u6d4b\u8bd5\uff0c\u7136\u540e\u627e\u5230\u80fd\u901a\u8fc7\u6d4b\u8bd5\u7684\u7cfb\u7edf prompt\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5728 2024 \u5e74\u7684\u53d1\u5c55\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u5df2\u7ecf\u975e\u5e38\u6e05\u695a\u5730\u8ba4\u8bc6\u5230\uff0c<strong>\u4e3a LLM \u9a71\u52a8\u7684\u7cfb\u7edf\u7f16\u5199\u4f18\u79c0\u7684\u81ea\u52a8\u8bc4\u4f30<\/strong>\uff0c\u662f\u5728\u8fd9\u4e9b\u6a21\u578b\u4e4b\u4e0a\u6784\u5efa\u6709\u7528 app \u6700\u9700\u8981\u7684\u6280\u80fd\u3002\u5982\u679c\u4f60\u62e5\u6709\u5f3a\u5927\u7684\u8bc4\u4f30\u5957\u4ef6\uff0c\u4f60\u5c31\u80fd\u6bd4\u7ade\u4e89\u5bf9\u624b\u66f4\u5feb\u5730\u91c7\u7528\u65b0\u6a21\u578b\uff0c\u66f4\u597d\u5730\u8fed\u4ee3\uff0c\u5e76\u6784\u5efa\u66f4\u53ef\u9760\u3001\u66f4\u6709\u7528\u7684\u4ea7\u54c1\u529f\u80fd\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>Vercel \u7684\u9996\u5e2d\u6280\u672f\u5b98 Malte Ubl \u8ba4\u4e3a\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p>\u5728 v0\uff08\u4e00\u4e2a\u7f51\u9875\u5f00\u53d1 agent\uff09\u521a\u95ee\u4e16\u65f6\uff0c\u6211\u4eec\u8fd8\u504f\u6267\u5730\u60f3\u7528\u5404\u79cd\u590d\u6742\u7684\u9884\u5904\u7406\u548c\u540e\u5904\u7406\u6765\u4fdd\u62a4 prompt\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u4eec\u5b8c\u5168\u8f6c\u5411\u4e86\u8ba9\u5b83\u81ea\u7531\u53d1\u6325\u3002\u6ca1\u6709\u8bc4\u4f30\u3001\u6a21\u578b\uff0c\u5c24\u5176\u662f\u7528\u6237\u4f53\u9a8c\u7684 prompt\uff0c\u5c31\u50cf\u4e00\u53f0\u574f\u6389\u7684 ASML \u673a\u5668\u6ca1\u6709\u8bf4\u660e\u4e66\u4e00\u6837\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u4ecd\u7136\u5728\u5c1d\u8bd5\u627e\u5230\u66f4\u597d\u7684\u6a21\u5f0f\u6765\u5b8c\u6210\u6211\u81ea\u5df1\u7684\u5de5\u4f5c\u3002\u6bcf\u4e2a\u4eba\u90fd\u77e5\u9053\u8bc4\u4f30\u5f88\u91cd\u8981\uff0c\u4f46\u5bf9\u4e8e<strong>\u5982\u4f55\u6700\u597d\u5730\u5b9e\u73b0\u8bc4\u4f30\uff0c\u4ecd\u7136\u7f3a\u4e4f\u5f88\u597d\u7684\u6307\u5bfc<\/strong>\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>10.Apple Intelligence \u5f88\u7cdf\u7cd5\uff0c\u4f46 MLX \u5374\u5f88\u51fa\u8272<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u4f5c\u4e3a Mac \u7528\u6237\uff0c\u6211\u73b0\u5728\u5bf9\u81ea\u5df1\u9009\u62e9\u7684\u5e73\u53f0\u611f\u89c9\u597d\u591a\u4e86\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>2023 \u5e74\uff0c\u6211\u611f\u89c9\u81ea\u5df1\u6ca1\u6709\u914d\u5907\u82f1\u4f1f\u8fbe GPU \u7684 Linux\/Windows \u673a\u5668\uff0c\u8fd9\u5bf9\u6211\u8bd5\u7528\u65b0\u6a21\u578b\u6765\u8bf4\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u52a3\u52bf\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u7406\u8bba\u4e0a\uff0c64GB \u7684 Mac \u5e94\u8be5\u662f\u8fd0\u884c\u6a21\u578b\u7684\u597d\u673a\u5668\uff0c\u56e0\u4e3a CPU \u548c GPU \u53ef\u4ee5\u5171\u4eab\u76f8\u540c\u7684\u5185\u5b58\u3002\u5b9e\u9645\u4e0a\uff0c\u8bb8\u591a\u6a21\u578b\u90fd\u662f\u4ee5\u6a21\u578b\u6743\u91cd\u548c\u5e93\u7684\u5f62\u5f0f\u53d1\u5e03\u7684\uff0c\u4e0e\u5176\u4ed6\u5e73\u53f0\u76f8\u6bd4\uff0c\u82f1\u4f1f\u8fbe\u7684 CUDA \u66f4\u53d7\u9752\u7750\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/www.kdjingpai.com\/pt\/llamacpp\/\">llama.cpp<\/a> \u751f\u6001\u7cfb\u7edf\u5728\u8fd9\u65b9\u9762\u5e2e\u52a9\u5f88\u5927\uff0c\u4f46\u771f\u6b63\u7684\u7a81\u7834\u662f\u82f9\u679c\u516c\u53f8\u7684 MLX \u5e93\uff0c\u5b83\u592a\u68d2\u4e86\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u82f9\u679c\u516c\u53f8\u7684 mlx-lm Python \u652f\u6301\u5728\u6211\u7684 Mac \u4e0a\u8fd0\u884c\u5404\u79cd mlx \u517c\u5bb9\u7684\u6a21\u578b\uff0c\u6027\u80fd\u975e\u5e38\u51fa\u8272\u3002Hugging Face \u4e0a\u7684 mlx \u793e\u533a\u63d0\u4f9b\u4e86 1000 \u591a\u4e2a\u6a21\u578b\uff0c\u8fd9\u4e9b\u6a21\u578b\u5df2\u88ab\u8f6c\u6362\u4e3a\u5fc5\u8981\u7684\u683c\u5f0f\u3002Prince Canuma \u7684 mlx-vlm \u9879\u76ee\u975e\u5e38\u51fa\u8272\uff0c\u8fdb\u5c55\u8fc5\u901f\uff0c\u4e5f\u4e3a Apple Silicon \u5e26\u6765\u4e86\u89c6\u89c9 LLM\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u867d\u7136 MLX \u6539\u53d8\u4e86\u6e38\u620f\u89c4\u5219\uff0c\u4f46\u82f9\u679c\u516c\u53f8\u81ea\u5df1\u7684 Apple Intelligence \u529f\u80fd\u5927\u591a\u4ee4\u4eba\u5931\u671b<\/strong>\u3002\u6211\u66fe\u5728 6 \u6708\u4efd\u64b0\u5199\u8fc7\u4e00\u7bc7\u5173\u4e8e\u4ed6\u4eec\u6700\u521d\u53d1\u5e03\u7684\u6587\u7ae0\uff0c\u5f53\u65f6\u6211\u8fd8\u4e50\u89c2\u5730\u8ba4\u4e3a\uff0c\u82f9\u679c\u516c\u53f8\u5df2\u7ecf\u628a\u91cd\u70b9\u653e\u5728\u4fdd\u62a4\u7528\u6237\u9690\u79c1\u5e76\u6700\u5927\u9650\u5ea6\u5730\u51cf\u5c11\u7528\u6237\u88ab\u8bef\u5bfc\u7684 LLM app \u4e0a\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u73b0\u5728\uff0c\u8fd9\u4e9b\u529f\u80fd\u5df2\u7ecf\u63a8\u51fa\uff0c\u4f46\u6548\u679c\u8fd8\u6bd4\u8f83\u5dee\u3002\u4f5c\u4e3a LLM \u7684\u91cd\u5ea6\u7528\u6237\uff0c\u6211\u77e5\u9053\u8fd9\u4e9b\u6a21\u578b\u7684\u80fd\u529b\uff0c\u800c\u82f9\u679c\u7684 LLM \u529f\u80fd\u53ea\u662f\u5bf9\u524d\u6cbf LLM \u529f\u80fd\u7684\u82cd\u767d\u6a21\u4eff\u3002\u76f8\u53cd\uff0c\u6211\u4eec\u6536\u5230\u7684\u901a\u77e5\u6458\u8981\u6b6a\u66f2\u4e86\u65b0\u95fb\u6807\u9898\uff0c\u6211\u751a\u81f3\u8ba4\u4e3a\u5199\u4f5c\u52a9\u624b\u5de5\u5177\u4e00\u70b9\u7528\u5904\u90fd\u6ca1\u6709\u3002\u4e0d\u8fc7\uff0cGenmoji \u8fd8\u662f\u633a\u597d\u73a9\u7684\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>11.inference-scaling\uff0c\u201c\u63a8\u7406\u201d\u6a21\u578b\u7684\u5174\u8d77<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>2024 \u5e74\u6700\u540e\u4e00\u4e2a\u5b63\u5ea6\u6700\u6709\u8da3\u7684\u8fdb\u5c55\u662f\u51fa\u73b0\u4e86\u4e00\u79cd\u65b0\u7684 LLM \u5f62\u6001\uff0cOpenAI \u7684 o1 \u6a21\u578b\u5c31\u662f\u4e00\u4e2a\u4f8b\u5b50\u2014\u2014o1-preview \u548c o1-mini \u4e8e 9 \u6708 12 \u65e5\u53d1\u5e03\u3002\u601d\u8003\u8fd9\u4e9b\u6a21\u578b\u7684\u4e00\u79cd\u65b9\u6cd5\u662f\u601d\u7ef4\u94fe prompt \u6280\u5de7\u7684\u5ef6\u4f38\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8fd9\u4e2a\u6280\u5de7\u4e3b\u8981\u5728\u4e8e\uff0c<strong>\u5982\u679c\u4f60\u8ba9\u4e00\u4e2a\u6a21\u578b\u52aa\u529b\u601d\u8003\uff08talk out loud\uff09\u5b83\u6b63\u5728\u89e3\u51b3\u7684\u95ee\u9898\uff0c\u4f60\u901a\u5e38\u4f1a\u5f97\u5230\u4e00\u4e2a\u6a21\u578b\u539f\u672c\u65e0\u6cd5\u5f97\u5230\u7684\u7ed3\u679c<\/strong>\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>o1 \u5c06\u8fd9\u4e00\u8fc7\u7a0b\u8fdb\u4e00\u6b65\u5d4c\u5165\u6a21\u578b\u5185\u3002\u7ec6\u8282\u6709\u4e9b\u6a21\u7cca\uff1ao1 \u6a21\u578b\u82b1\u8d39\u4e86\u201c\u63a8\u7406 token\u201d\u6765\u601d\u8003\u95ee\u9898\uff0c\u7528\u6237\u65e0\u6cd5\u76f4\u63a5\u770b\u5230\u8fd9\u4e9b token\uff08\u5c3d\u7ba1 ChatGPT UI \u4f1a\u663e\u793a\u4e00\u4e2a\u603b\u7ed3\uff09\uff0c\u7136\u540e\u8f93\u51fa\u6700\u7ec8\u7ed3\u679c\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8fd9\u91cc\u6700\u5927\u7684\u521b\u65b0\u5728\u4e8e\uff0c\u5b83\u5f00\u8f9f\u4e86\u4e00\u79cd\u6269\u5c55\u6a21\u578b\u7684\u65b0\u65b9\u6cd5\uff1a\u6a21\u578b\u73b0\u5728\u53ef\u4ee5\u901a\u8fc7\u5728\u63a8\u7406\u4e0a\u82b1\u8d39\u66f4\u591a\u7684\u8ba1\u7b97\u91cf\u6765\u89e3\u51b3\u66f4\u96be\u7684\u95ee\u9898\uff0c<strong>\u800c\u4e0d\u662f\u7eaf\u7cb9\u901a\u8fc7\u5728\u8bad\u7ec3\u65f6\u589e\u52a0\u8ba1\u7b97\u91cf\u6765\u63d0\u9ad8\u6a21\u578b\u6027\u80fd<\/strong>\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>o1 \u7684\u7ee7\u4efb\u8005 o3 \u4e8e 12 \u6708 20 \u65e5\u53d1\u5e03\uff0c\u5728 ARC-AGI \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u6210\u7ee9\uff0c\u5c3d\u7ba1\u5176\u4e2d\u53ef\u80fd\u6d89\u53ca\u8d85\u8fc7 100 \u4e07\u7f8e\u5143\u7684\u8ba1\u7b97\u65f6\u95f4\u6210\u672c\uff01<\/p>\n<p>&nbsp;<\/p>\n<p>o3 \u9884\u8ba1\u5c06\u4e8e 1 \u6708\u4efd\u53d1\u5e03\u3002\u6211\u6000\u7591\u662f\u5426\u6709\u5f88\u591a\u4eba\u7684\u5b9e\u9645\u95ee\u9898\u4f1a\u53d7\u76ca\u4e8e\u8fd9\u79cd\u7ea7\u522b\u7684\u8ba1\u7b97\u652f\u51fa\uff0c\u6211\u5f53\u7136\u6ca1\u6709\uff01\u4f46\u5b83\u4f3c\u4e4e\u662f LLM \u67b6\u6784\u7684\u771f\u6b63\u4e0b\u4e00\u6b65\uff0c\u53ef\u4ee5\u89e3\u51b3\u66f4\u96be\u7684\u95ee\u9898\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>OpenAI \u5e76\u4e0d\u662f\u8fd9\u91cc\u552f\u4e00\u7684\u73a9\u5bb6\u300212 \u6708 19 \u65e5\uff0c\u8c37\u6b4c\u53d1\u5e03\u4e86\u4ed6\u4eec\u5728\u8fd9\u4e00\u9886\u57df\u7684\u7b2c\u4e00\u4e2a\u53c2\u8d5b\u8005\u2014\u2014gemini-2.0-flash-thinking-exp\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u963f\u91cc\u5df4\u5df4\u7684 Qwen \u56e2\u961f\u4e8e 11 \u6708 28 \u65e5\u5728 Apache 2.0 \u8bb8\u53ef\u4e0b\u53d1\u5e03\u4e86 QwQ \u6a21\u578b\u3002\u968f\u540e\uff0c\u4ed6\u4eec\u4e8e 12 \u6708 24 \u65e5\u53d1\u5e03\u4e86\u540d\u4e3a QvQ \u7684\u89c6\u89c9\u63a8\u7406\u6a21\u578b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/www.kdjingpai.com\/pt\/deepseek-chatshena\/\">DeepSeek<\/a> \u4e8e 11 \u6708 20 \u65e5\u901a\u8fc7\u804a\u5929\u754c\u9762\u63d0\u4f9b\u4e86 DeepSeek-R1-Lite-Preview \u6a21\u578b\u4f9b\u8bd5\u7528\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u7f16\u8005\u6ce8\uff1a\u667a\u8c31\u4e5f\u4e8e 2024 \u5e74\u6700\u540e\u4e00\u5929\u53d1\u5e03\u4e86<a target=\"_blank\"><strong>\u6df1\u5ea6\u63a8\u7406\u6a21\u578b\u00a0GLM-Zero<\/strong><\/a>\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>Anthropic \u548c Meta \u76ee\u524d\u8fd8\u6ca1\u6709\u4efb\u4f55\u8fdb\u5c55\uff0c\u4f46\u5982\u679c\u4ed6\u4eec\u6ca1\u6709\u81ea\u5df1\u7684\u63a8\u7406\u6269\u5c55\u6a21\u578b\uff0c\u6211\u4f1a\u611f\u5230\u975e\u5e38\u60ca\u8bb6\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>12.\u76ee\u524d\u6700\u597d\u7684 LLM\uff0c\u662f\u5728\u4e2d\u56fd\u8bad\u7ec3\u7684\u5417<\/strong><strong>\uff1f<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u4e0d\u5b8c\u5168\u662f\uff0c\u4f46\u5dee\u4e0d\u591a\u662f\uff01\u8fd9\u7684\u786e\u662f\u4e00\u4e2a\u5438\u5f15\u773c\u7403\u7684\u597d\u6807\u9898\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>DeepSeek v3 \u662f\u4e00\u4e2a\u5e9e\u5927\u7684 685B \u53c2\u6570\u6a21\u578b\u2014\u2014\u662f\u76ee\u524d\u6700\u5927\u7684\u516c\u5f00\u6388\u6743\u6a21\u578b\u4e4b\u4e00\uff0c\u6bd4 Meta \u7684 Llama \u7cfb\u5217\u4e2d\u6700\u5927\u7684 Llama 3.1 405B \u5927\u5f97\u591a\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u57fa\u51c6\u6d4b\u8bd5\u7ed3\u679c\u663e\u793a\uff0c\u5b83\u4e0e Claude 3.5 Sonnet \u4e0d\u76f8\u4e0a\u4e0b\u3002Vibe \u57fa\u51c6\u6d4b\u8bd5\u76ee\u524d\u5c06\u5176\u6392\u5728\u7b2c 7 \u4f4d\uff0c\u5728 Gemini 2.0 \u548c OpenAI 4o\/o1 \u6a21\u578b\u4e4b\u540e\u3002\u8fd9\u662f\u8fc4\u4eca\u4e3a\u6b62\u6392\u540d\u6700\u9ad8\u7684\u516c\u5f00\u6388\u6743\u6a21\u578b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u771f\u6b63\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u662f\uff0c<strong>DeepSeek v3\u00a0\u7684<\/strong>\u8bad\u7ec3\u6210\u672c<\/strong>\u3002\u8be5\u6a21\u578b\u5728 2788000 \u4e2a H800 GPU \u5c0f\u65f6\u5185\u8fdb\u884c\u4e86\u8bad\u7ec3\uff0c\u4f30\u8ba1\u6210\u672c\u4e3a 5576000 \u7f8e\u5143\u3002Llama 3.1 405B \u8bad\u7ec3\u4e86 30840000 \u4e2a GPU \u5c0f\u65f6\uff0c\u662f DeepSeek v3 \u7684 11 \u500d\uff0c\u4f46\u6a21\u578b\u7684\u57fa\u51c6\u6027\u80fd\u5374\u66f4\u5dee\u4e00\u4e9b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u7f8e\u56fd\u5bf9\u4e2d\u56fd\u51fa\u53e3 GPU \u7684\u89c4\u5b9a\u4f3c\u4e4e\u6fc0\u53d1\u4e86\u4e00\u4e9b\u975e\u5e38\u6709\u6548\u7684\u8bad\u7ec3\u4f18\u5316\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>13.\u8fd0\u884c prompt \u7684\u73af\u5883\u5f71\u54cd\uff0c\u5f97\u4ee5\u6539\u5584<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u65e0\u8bba\u662f\u6258\u7ba1\u6a21\u578b\u8fd8\u662f\u6211\u5728\u672c\u5730\u8fd0\u884c\u7684\u6a21\u578b\uff0c\u6548\u7387\u7684\u63d0\u9ad8\u90fd\u5e26\u6765\u4e86\u4e00\u4e2a\u53ef\u559c\u7684\u7ed3\u679c\uff0c\u90a3\u5c31\u662f\u5728\u8fc7\u53bb\u51e0\u5e74\u91cc\uff0c\u8fd0\u884c prompt \u7684\u80fd\u8017\u548c\u5bf9\u73af\u5883\u7684\u5f71\u54cd\u90fd\u5927\u5927\u964d\u4f4e\u4e86\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u4e0e GPT-3 \u90a3\u65f6\u76f8\u6bd4\uff0cOpenAI \u81ea\u5df1\u7684 prompt \u6536\u8d39\u4f4e\u4e86 100 \u500d\u3002<\/strong>\u6211\u6709\u53ef\u9760\u6d88\u606f\u79f0\uff0c\u8c37\u6b4c Gemini \u548c Amazon Nova\uff08\u4e24\u5bb6\u6700\u4fbf\u5b9c\u7684\u6a21\u578b\u63d0\u4f9b\u5546\uff09\u90fd\u6ca1\u6709\u4e8f\u672c\u8fd0\u884c prompt\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8fd9\u610f\u5473\u7740\uff0c\u4f5c\u4e3a\u4e2a\u4eba\u7528\u6237\uff0c\u6211\u4eec\u5b8c\u5168\u4e0d\u5fc5\u4e3a\u7edd\u5927\u591a\u6570 prompt \u6240\u6d88\u8017\u7684\u80fd\u91cf\u611f\u5230\u5185\u759a\u3002\u4e0e\u5728\u8857\u4e0a\u5f00\u8f66\uff0c\u751a\u81f3\u5728 YouTube \u4e0a\u89c2\u770b\u89c6\u9891\u76f8\u6bd4\uff0c\u8fd9\u79cd\u5f71\u54cd\u53ef\u80fd\u5fae\u4e0d\u8db3\u9053\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u540c\u6837\uff0c\u8bad\u7ec3\u4e5f\u662f\u5982\u6b64\u3002DeepSeek v3 \u7684\u8bad\u7ec3\u8d39\u7528\u4e0d\u5230 600 \u4e07\u7f8e\u5143\uff0c\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u597d\u7684\u8ff9\u8c61\uff0c\u8868\u660e\u8bad\u7ec3\u6210\u672c\u53ef\u4ee5\u800c\u4e14\u5e94\u8be5\u7ee7\u7eed\u4e0b\u964d\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>14.\u65b0\u7684\u6570\u636e\u4e2d\u5fc3\uff0c\u8fd8\u6709\u5fc5\u8981\u5417\uff1f<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u800c\u66f4\u5927\u7684\u95ee\u9898\u5728\u4e8e\uff0c\u8fd9\u4e9b\u6a21\u578b\u672a\u6765\u6240\u9700\u7684\u57fa\u7840\u8bbe\u65bd\u5efa\u8bbe\u5c06\u9762\u4e34\u5de8\u5927\u7684\u7ade\u4e89\u538b\u529b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8c37\u6b4c\u3001Meta\u3001\u5fae\u8f6f\u548c\u4e9a\u9a6c\u900a\u7b49\u516c\u53f8\u90fd\u5728\u65a5\u8d44\u6570\u5341\u4ebf\u7f8e\u5143\u5efa\u9020\u65b0\u7684\u6570\u636e\u4e2d\u5fc3\uff0c\u8fd9\u5bf9\u7535\u7f51\u548c\u73af\u5883\u9020\u6210\u4e86\u6781\u5927\u7684\u5f71\u54cd\u3002\u751a\u81f3\u8fd8\u6709\u4eba\u8bf4\u8981\u5efa\u7acb\u65b0\u7684\u6838\u7535\u7ad9\uff0c\u4f46\u8fd9\u9700\u8981\u51e0\u5341\u5e74\u7684\u65f6\u95f4\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8fd9\u79cd\u57fa\u7840\u8bbe\u65bd\u6709\u5fc5\u8981\u5417\uff1fDeepSeek v3 \u7684 600 \u4e07\u7f8e\u5143\u8bad\u7ec3\u8d39\u7528\u548c LLM \u4ef7\u683c\u7684\u6301\u7eed\u964d\u4f4e\uff0c\u53ef\u80fd\u8db3\u4ee5\u8bf4\u660e\u8fd9\u4e00\u95ee\u9898\u3002\u4f46\u662f\uff0c\u4f60\u662f\u5426\u613f\u610f\u6210\u4e3a\u90a3\u4e2a\u4e3b\u5f20\u4e0d\u8981\u5efa\u7acb\u8fd9\u79cd\u57fa\u7840\u8bbe\u65bd\uff0c\u5374\u5728\u51e0\u5e74\u540e\u88ab\u8bc1\u660e\u662f\u9519\u8bef\u7684\u5927\u79d1\u6280\u516c\u53f8\u9ad8\u7ba1\u5462\uff1f<\/p>\n<p>&nbsp;<\/p>\n<p>\u4e00\u4e2a\u6709\u8da3\u7684\u5bf9\u6bd4\u662f\uff0c19 \u4e16\u7eaa\u94c1\u8def\u5728\u4e16\u754c\u5404\u5730\u7684\u53d1\u5c55\u3002\u4fee\u5efa\u8fd9\u4e9b\u94c1\u8def\u9700\u8981\u5de8\u989d\u6295\u8d44\uff0c\u5bf9\u73af\u5883\u9020\u6210\u4e86\u5de8\u5927\u7684\u5f71\u54cd\uff0c\u800c\u4e14\u8bb8\u591a\u4fee\u5efa\u7684\u7ebf\u8def\u88ab\u8bc1\u660e\u662f\u4e0d\u5fc5\u8981\u7684\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u7531\u6b64\u4ea7\u751f\u7684\u6ce1\u6cab\u5bfc\u81f4\u4e86\u6570\u6b21\u91d1\u878d\u5d29\u6e83\uff0c\u5b83\u4eec\u7ed9\u6211\u4eec\u7559\u4e0b\u4e86\u5927\u91cf\u6709\u7528\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u4e5f\u7559\u4e0b\u4e86\u5927\u91cf\u7684\u7834\u4ea7\u548c\u73af\u5883\u7834\u574f\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>15.2024\uff0c\u201c\u6cd4\u6c34\u201d\u4e4b\u5e74<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>2024 \u5e74\u662f\u201c\u6cd4\u6c34\u201d\uff08slop\uff09\u4e00\u8bcd\u6210\u4e3a\u827a\u672f\u672f\u8bed\u7684\u4e00\u5e74\u3002@deepfates \u66fe\u5728 twitter \u4e0a\u5199\u9053\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p>\u5c31\u50cf\u201c\u5783\u573e\u90ae\u4ef6\u201d\u6210\u4e3a\u4e0d\u53d7\u6b22\u8fce\u7684\u7535\u5b50\u90ae\u4ef6\u7684\u4e13\u6709\u540d\u8bcd\u4e00\u6837\uff0c\u201c\u6cd4\u6c34\u201d\u4e5f\u5c06\u4f5c\u4e3a\u4eba\u5de5\u667a\u80fd\u751f\u6210\u7684\u4e0d\u53d7\u6b22\u8fce\u7684\u5185\u5bb9\u7684\u4e13\u6709\u540d\u8bcd\u51fa\u73b0\u5728\u5b57\u5178\u4e2d\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u5728\u4e94\u6708\u4efd\u5199\u8fc7\u4e00\u7bc7\u6587\u7ae0\uff0c\u628a\u8fd9\u4e2a\u5b9a\u4e49\u7a0d\u5fae\u6269\u5c55\u4e86\u4e00\u4e0b\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p>\u201c\u6cd4\u6c34\u201d\u6307\u7684\u662f\u4eba\u5de5\u667a\u80fd\u751f\u6210\u7684\u672a\u7ecf\u8bf7\u6c42\u548c\u672a\u7ecf\u5ba1\u67e5\u7684\u5185\u5bb9\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u559c\u6b22\u201c\u6cd4\u6c34\u201d\u8fd9\u4e2a\u8bcd\uff0c\u56e0\u4e3a\u5b83\u7b80\u660e\u627c\u8981\u5730\u6982\u62ec\u4e86\u6211\u4eec\u4e0d\u5e94\u8be5\u4f7f\u7528\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u7684\u4e00\u79cd\u65b9\u5f0f\uff01<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>16.\u5408\u6210\u8bad\u7ec3\u6570\u636e\uff0c\u975e\u5e38\u6709\u6548<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u201c\u6a21\u5f0f\u5d29\u6e83\u201d\u8fd9\u4e00\u6982\u5ff5\u2014\u2014\u5373\u5728\u9012\u5f52\u751f\u6210\u7684\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\u65f6\uff0c\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u4f1a\u5d29\u6e83\u2014\u2014\u4f3c\u4e4e\u5728\u516c\u4f17\u610f\u8bc6\u4e2d\u6839\u6df1\u8482\u56fa\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8fd9\u4e2a\u60f3\u6cd5\u5f88\u6709\u8bf1\u60d1\u529b\uff1a\u968f\u7740\u4eba\u5de5\u667a\u80fd\u751f\u6210\u7684\u201c\u6cd4\u6c34\u201d\u5145\u65a5\u4e92\u8054\u7f51\uff0c\u6a21\u578b\u672c\u8eab\u4e5f\u4f1a\u9000\u5316\uff0c\u4ee5\u81ea\u8eab\u7684\u8f93\u51fa\u4e3a\u98df\uff0c\u6700\u7ec8\u5bfc\u81f4\u4e0d\u53ef\u907f\u514d\u7684\u706d\u4ea1\uff01<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u663e\u7136\uff0c\u8fd9\u79cd\u60c5\u51b5\u6ca1\u6709\u53d1\u751f<\/strong>\u3002\u76f8\u53cd\uff0c\u6211\u4eec\u770b\u5230\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\u8d8a\u6765\u8d8a\u591a\u5730\u5bf9\u5408\u6210\u5185\u5bb9\u8fdb\u884c\u8bad\u7ec3\u2014\u2014\u901a\u8fc7\u521b\u5efa\u4eba\u5de5\u6570\u636e\uff0c\u5e2e\u52a9\u5f15\u5bfc\u5176\u6a21\u578b\u8d70\u5411\u6b63\u786e\u7684\u65b9\u5411\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u6211\u770b\u5230\u7684\u6700\u597d\u7684\u63cf\u8ff0\u4e4b\u4e00\u6765\u81ea Phi-4 \u6280\u672f\u62a5\u544a<\/strong>\uff0c\u5176\u4e2d\u5305\u62ec\u4ee5\u4e0b\u5185\u5bb9\uff1a<\/p>\n<p>&nbsp;<\/p>\n<p>\u5408\u6210\u6570\u636e\u4f5c\u4e3a\u9884\u8bad\u7ec3\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\u6b63\u53d8\u5f97\u8d8a\u6765\u8d8a\u666e\u904d\uff0cPhi \u7cfb\u5217\u6a21\u578b\u4e5f\u4e00\u76f4\u5f3a\u8c03\u5408\u6210\u6570\u636e\u7684\u91cd\u8981\u6027\u3002\u4e0e\u5176\u8bf4\u5408\u6210\u6570\u636e\u662f\u73b0\u5b9e\u6570\u636e\u7684\u5ec9\u4ef7\u66ff\u4ee3\u54c1\uff0c\u4e0d\u5982\u8bf4\u5408\u6210\u6570\u636e\u4e0e\u73b0\u5b9e\u6570\u636e\u76f8\u6bd4\u6709\u51e0\u4e2a\u76f4\u63a5\u4f18\u52bf\u3002<\/p>\n<p>\u7ed3\u6784\u5316\u6e10\u8fdb\u5b66\u4e60\u3002\u5728\u73b0\u5b9e\u6570\u636e\u96c6\u4e2d\uff0ctoken \u4e4b\u95f4\u7684\u5173\u7cfb\u5f80\u5f80\u590d\u6742\u800c\u95f4\u63a5\u3002\u53ef\u80fd\u9700\u8981\u8bb8\u591a\u63a8\u7406\u6b65\u9aa4\u624d\u80fd\u5c06\u5f53\u524d token \u4e0e\u4e0b\u4e00\u4e2a token \u8054\u7cfb\u8d77\u6765\uff0c\u8fd9\u4f7f\u5f97\u6a21\u578b\u5f88\u96be\u6709\u6548\u5730\u4ece\u4e0b\u4e00\u4e2a token \u9884\u6d4b\u4e2d\u5b66\u4e60\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684\u6bcf\u4e2a token \u90fd\u662f\u7531\u524d\u9762\u7684 token \u9884\u6d4b\u7684\uff0c\u8fd9\u4f7f\u5f97\u6a21\u578b\u66f4\u5bb9\u6613\u9075\u5faa\u7531\u6b64\u4ea7\u751f\u7684\u63a8\u7406\u6a21\u5f0f\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u53e6\u4e00\u79cd\u5e38\u89c1\u7684\u6280\u672f\u662f\u4f7f\u7528\u8f83\u5927\u7684\u6a21\u578b\u6765\u5e2e\u52a9\u4e3a\u8f83\u5c0f\u3001\u8f83\u4fbf\u5b9c\u7684\u6a21\u578b\u521b\u5efa\u8bad\u7ec3\u6570\u636e\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u5b9e\u9a8c\u5ba4\u90fd\u5728\u4f7f\u7528\u8fd9\u79cd\u6280\u5de7\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>DeepSeek v3 \u4f7f\u7528\u4e86 <a href=\"https:\/\/www.kdjingpai.com\/pt\/deepseek-r1nenglixiang\/\">DeepSeek-R1<\/a> \u521b\u5efa\u7684 &#8220;\u63a8\u7406 &#8220;\u6570\u636e\u3002Meta \u7684 Llama 3.3 70B \u5fae\u8c03\u4f7f\u7528\u4e86\u8d85\u8fc7 2500 \u4e07\u4e2a\u5408\u6210\u751f\u6210\u7684\u793a\u4f8b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u7cbe\u5fc3\u8bbe\u8ba1\u7528\u4e8e LLM \u7684\u8bad\u7ec3\u6570\u636e\u4f3c\u4e4e\u662f\u521b\u5efa\u8fd9\u4e9b\u6a21\u578b\u7684\u5173\u952e\u6240\u5728\u3002\u4ece\u7f51\u7edc\u4e0a\u6293\u53d6\u5168\u90e8\u6570\u636e\uff0c\u7136\u540e\u4e0d\u52a0\u9009\u62e9\u5730\u5c06\u5176\u8f93\u5165\u8bad\u7ec3\u8fd0\u884c\u7684\u65f6\u4ee3\uff0c\u65e9\u5df2\u4e00\u53bb\u4e0d\u590d\u8fd4\u4e86\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>17.\u597d\u597d\u4f7f\u7528 LLM\uff0c\u5e76\u4e0d\u5bb9\u6613<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u4e00\u76f4\u5728\u5f3a\u8c03\uff0cLLM \u662f\u5f3a\u5927\u7684\u7528\u6237\u5de5\u5177\u2014\u2014\u5b83\u4eec\u662f\u4f2a\u88c5\u6210\u83dc\u5200\u7684\u7535\u952f\u3002\u5b83\u4eec\u770b\u8d77\u6765\u7b80\u5355\u6613\u7528\u2014\u2014\u7ed9\u804a\u5929\u673a\u5668\u4eba\u8f93\u5165\u4fe1\u606f\u80fd\u6709\u591a\u96be\uff1f\u4f46\u5b9e\u9645\u4e0a\uff0c<strong>\u8981\u5145\u5206\u5229\u7528\u5b83\u4eec\u5e76\u907f\u514d\u5b83\u4eec\u7684\u8bb8\u591a\u9677\u9631\uff0c\u4f60\u9700\u8981\u5bf9\u5b83\u4eec\u6709\u6df1\u5165\u7684\u7406\u89e3\u548c\u4e30\u5bcc\u7684\u7ecf\u9a8c<\/strong>\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u8fd9\u4e2a\u95ee\u9898\u5728 2024 \u5e74\u53d8\u5f97\u66f4\u52a0\u4e25\u91cd\u4e86\u3002<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u4eec\u5df2\u7ecf\u5efa\u7acb\u4e86\u53ef\u4ee5\u7528\u4eba\u7c7b\u8bed\u8a00\u4e0e\u4e4b\u5bf9\u8bdd\u7684\u8ba1\u7b97\u673a\u7cfb\u7edf\uff0c\u5b83\u53ef\u4ee5\u56de\u7b54\u4f60\u7684\u95ee\u9898\uff0c\u800c\u4e14\u901a\u5e38\u90fd\u80fd\u7b54\u5bf9\uff01&#8230;&#8230;\u53d6\u51b3\u4e8e\u95ee\u9898\u7684\u5185\u5bb9\u3001\u63d0\u95ee\u65b9\u5f0f\uff0c\u4ee5\u53ca\u80fd\u5426\u51c6\u786e\u5730\u53cd\u6620\u5728\u672a\u8bb0\u5f55\u7684\u79d8\u5bc6\u8bad\u7ec3\u96c6\u4e2d\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5982\u4eca\uff0c\u53ef\u7528\u7cfb\u7edf\u7684\u6570\u91cf\u6b63\u5728\u6fc0\u589e\u3002\u4e0d\u540c\u7684\u7cfb\u7edf\u6709\u4e0d\u540c\u7684\u5de5\u5177\uff0c\u5b83\u4eec\u53ef\u4ee5\u7528\u6765\u89e3\u51b3\u4f60\u7684\u95ee\u9898\uff0c\u6bd4\u5982 Python\u3001JavaScript\u3001\u7f51\u7edc\u641c\u7d22\u3001\u56fe\u50cf\u751f\u6210\uff0c\u751a\u81f3\u6570\u636e\u5e93\u67e5\u8be2&#8230;&#8230;\u6240\u4ee5\u4f60\u6700\u597d\u4e86\u89e3\u8fd9\u4e9b\u5de5\u5177\u662f\u4ec0\u4e48\uff0c\u5b83\u4eec\u80fd\u505a\u4ec0\u4e48\uff0c\u4ee5\u53ca\u5982\u4f55\u5224\u65ad LLM \u662f\u5426\u4f7f\u7528\u4e86\u5b83\u4eec\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u4f60\u77e5\u9053 ChatGPT \u73b0\u5728\u6709\u4e24\u79cd\u5b8c\u5168\u4e0d\u540c\u7684 Python \u8fd0\u884c\u65b9\u5f0f\u5417\uff1f<\/p>\n<p>&nbsp;<\/p>\n<p>\u60f3\u8981\u6784\u5efa\u4e00\u4e2a\u4e0e\u5916\u90e8 API \u5bf9\u8bdd\u7684 Claude Artifact\uff1f\u4f60\u6700\u597d\u5148\u4e86\u89e3\u4e00\u4e0b CSP \u548c CORS HTTP \u6807\u5934\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8fd9\u4e9b\u6a21\u578b\u7684\u80fd\u529b\u53ef\u80fd\u63d0\u9ad8\u4e86\uff0c\u4f46\u5927\u591a\u6570\u5c40\u9650\u6027\u4f9d\u7136\u5b58\u5728\u3002OpenAI \u7684 o1 \u53ef\u80fd\u7ec8\u4e8e\u53ef\u4ee5\uff08\u5927\u90e8\u5206\uff09\u8ba1\u7b97\u8349\u8393\u4e2d\u7684\u201cr\u201d\uff0c\u4f46\u5b83\u7684\u80fd\u529b\u4ecd\u7136\u53d7\u5230\u5176\u4f5c\u4e3a LLM \u7684\u6027\u8d28\u4ee5\u53ca\u5176\u8fd0\u884c\u7ebf\u675f\u5bf9\u5b83\u7684\u9650\u5236\u3002o1 \u4e0d\u80fd\u8fdb\u884c\u7f51\u7edc\u641c\u7d22\u6216\u4f7f\u7528\u4ee3\u7801\u89e3\u91ca\u5668\uff0c\u4f46 GPT-4o \u53ef\u4ee5\u2014\u2014\u4e24\u8005\u90fd\u5728\u540c\u4e00\u4e2a ChatGPT UI \u4e2d\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u4eec\u5bf9\u6b64\u505a\u4e86\u4ec0\u4e48\uff1f\u6ca1\u505a\u4ec0\u4e48\u3002\u5927\u591a\u6570\u7528\u6237\u90fd\u662f\u201c\u65b0\u624b\u201d\u3002\u9ed8\u8ba4\u7684 LLM \u804a\u5929 UI \u5c31\u50cf\u662f\u628a\u5168\u65b0\u7684\u7535\u8111\u7528\u6237\u6254\u8fdb Linux \u7ec8\u7aef\uff0c\u7136\u540e\u6307\u671b\u4ed6\u4eec\u81ea\u5df1\u80fd\u641e\u5b9a\u4e00\u5207\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u7ec8\u7aef\u7528\u6237\u5bf9\u8fd9\u4e9b\u8bbe\u5907\u7684\u5de5\u4f5c\u539f\u7406\u548c\u529f\u80fd\u6240\u5f62\u6210\u7684\u4e0d\u51c6\u786e\u7684\u5fc3\u667a\u6a21\u578b\u4e5f\u8d8a\u6765\u8d8a\u5e38\u89c1\u3002\u6211\u89c1\u8fc7\u5f88\u591a\u8fd9\u6837\u7684\u4f8b\u5b50\uff0c\u6709\u4eba\u8bd5\u56fe\u7528 ChatGPT \u7684\u622a\u56fe\u6765\u8d62\u5f97\u4e89\u8bba\u2014\u2014\u8fd9\u672c\u6765\u5c31\u662f\u4e00\u4e2a\u53ef\u7b11\u7684\u547d\u9898\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u6a21\u578b\u672c\u6765\u5c31\u4e0d\u53ef\u9760\uff0c\u518d\u52a0\u4e0a\u53ea\u8981\u4f60\u7ed9\u51fa\u6b63\u786e\u7684 prompt\uff0c\u5c31\u80fd\u8ba9\u5b83\u4eec\u8bf4\u51fa\u4efb\u4f55\u8bdd\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u4e5f\u6709\u4e00\u4e2a\u53cd\u9762\uff1a\u5f88\u591a\u201c\u8001\u624b\u201d\u5df2\u7ecf\u5b8c\u5168\u653e\u5f03\u4e86 LLM\uff0c\u56e0\u4e3a\u4ed6\u4eec\u4e0d\u660e\u767d\u600e\u4e48\u4f1a\u6709\u4eba\u4ece\u4e00\u4e2a\u6709\u5982\u6b64\u591a\u7f3a\u9677\u7684\u5de5\u5177\u4e2d\u83b7\u76ca\u3002\u8981\u60f3\u6700\u5927\u9650\u5ea6\u5730\u5229\u7528 LLM\uff0c\u5173\u952e\u5728\u4e8e\u5b66\u4f1a\u5982\u4f55\u4f7f\u7528\u8fd9\u79cd\u4e0d\u53ef\u9760\u4f46\u53c8\u5f3a\u5927\u7684\u6280\u672f\u3002\u8fd9\u663e\u7136\u4e0d\u662f\u4e00\u9879\u663e\u800c\u6613\u89c1\u7684\u6280\u80fd\uff01<\/p>\n<p>&nbsp;<\/p>\n<p>\u5c3d\u7ba1\u6709\u592a\u591a\u6709\u7528\u7684\u6559\u80b2\u5185\u5bb9\uff0c\u4f46\u6211\u4eec\u9700\u8981\u505a\u5f97\u66f4\u597d\uff0c\u800c\u4e0d\u662f\u628a\u8fd9\u4e9b\u5185\u5bb9\u90fd\u5916\u5305\u7ed9\u90a3\u4e9b\u5728\u63a8\u7279\u4e0a\u72c2\u8f70\u6ee5\u70b8\u7684\u4eba\u5de5\u667a\u80fd\u9a97\u5b50\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>18.\u8ba4\u77e5\u5dee\uff0c\u4f9d\u7136\u5b58\u5728<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u73b0\u5728\uff0c<strong>\u5927\u591a\u6570\u4eba\u90fd\u542c\u8bf4\u8fc7 ChatGPT\uff0c\u4f46\u53c8\u6709\u591a\u5c11\u4eba\u542c\u8bf4\u8fc7 Claude\uff1f<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u79ef\u6781\u5173\u6ce8\u8fd9\u4e9b\u95ee\u9898\u7684\u4eba\u4e0e 99% \u4e0d\u5173\u6ce8\u8fd9\u4e9b\u95ee\u9898\u7684\u4eba\u4e4b\u95f4\uff0c\u5b58\u5728\u7740<strong>\u5de8\u5927\u7684\u77e5\u8bc6\u9e3f\u6c9f<\/strong>\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u4e0a\u4e2a\u6708\uff0c\u6211\u4eec\u770b\u5230\u4e86\u5b9e\u65f6\u754c\u9762\u7684\u666e\u53ca\uff0c\u4f60\u53ef\u4ee5\u5c06\u624b\u673a\u76f8\u673a\u5bf9\u51c6\u67d0\u6837\u4e1c\u897f\uff0c\u7136\u540e\u7528\u58f0\u97f3\u8c08\u8bba\u5b83&#8230;&#8230;\u8fd8\u53ef\u4ee5\u9009\u62e9\u8ba9\u5b83\u5047\u88c5\u6210\u5723\u8bde\u8001\u4eba\u3002\u5927\u591a\u6570\u81ea\u6211\u8ba4\u8bc1\u7684\u4eba\u4eec\uff08\u539f\u6587\u7528\u8bcd\u4e3a\u201cnerd\u201d\uff09\u8fd8\u6ca1\u8bd5\u8fc7\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8003\u8651\u5230\u8fd9\u9879\u6280\u672f\u5bf9\u793e\u4f1a\u7684\u6301\u7eed\uff08\u548c\u6f5c\u5728\uff09\u5f71\u54cd\uff0c\u6211\u8ba4\u4e3a\u5f53\u524d<strong>\u8fd9\u79cd\u9e3f\u6c9f\u662f\u4e0d\u5065\u5eb7\u7684<\/strong>\u3002\u6211\u5e0c\u671b\u770b\u5230\u66f4\u591a\u7684\u52aa\u529b\u6765\u6539\u5584\u8fd9\u79cd\u72b6\u51b5\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>19.LLM\uff0c\u9700\u8981\u66f4\u597d\u7684\u6279\u8bc4<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u5f88\u591a\u4eba\u90fd\u975e\u5e38\u8ba8\u538c\u6709\u5173 LLM \u7684\u4e1c\u897f\u3002\u5728\u6211\u5e38\u901b\u7684\u4e00\u4e9b\u7f51\u7ad9\u5185\uff0c\u5373\u4f7f\u6709\u4eba\u63d0\u51fa\u201c LLM \u975e\u5e38\u6709\u7528\u201d\uff0c\u4e5f\u8db3\u4ee5\u5f15\u53d1\u4e00\u573a\u5927\u6218\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u660e\u767d\u3002\u4eba\u4eec\u4e0d\u559c\u6b22\u8fd9\u9879\u6280\u672f\u7684\u7406\u7531\u6709\u5f88\u591a\u2014\u2014\u73af\u5883\u5f71\u54cd\u3001\u8bad\u7ec3\u6570\u636e\u7f3a\u4e4f\u53ef\u9760\u6027\u3001\u4e0d\u6b63\u9762\u7684\u5e94\u7528\u3001\u5bf9\u4eba\u4eec\u5de5\u4f5c\u7684\u6f5c\u5728\u5f71\u54cd\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>LLM \u7edd\u5bf9\u503c\u5f97\u6279\u8bc4\u3002<\/strong>\u6211\u4eec\u9700\u8981\u5bf9\u8fd9\u4e9b\u95ee\u9898\u8fdb\u884c\u8ba8\u8bba\uff0c\u627e\u5230\u7f13\u89e3\u8fd9\u4e9b\u95ee\u9898\u7684\u65b9\u6cd5\uff0c\u5e2e\u52a9\u4eba\u4eec\u5b66\u4f1a\u5982\u4f55\u8d1f\u8d23\u4efb\u5730\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\uff0c\u4f7f\u5176\u6b63\u9762\u5e94\u7528\u5927\u4e8e\u8d1f\u9762\u5f71\u54cd\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u559c\u6b22\u5bf9\u8fd9\u9879\u6280\u672f\u6301\u6000\u7591\u6001\u5ea6\u7684\u4eba\u3002\u4e24\u5e74\u591a\u6765\uff0c\u7092\u4f5c\u7684\u58f0\u97f3\u6108\u53d1\u591a\uff0c\u5927\u91cf\u7684\u9519\u8bef\u4fe1\u606f\u5145\u65a5\u5176\u4e2d\u3002\u5f88\u591a\u9519\u8bef\u7684\u51b3\u5b9a\u90fd\u662f\u5728\u8fd9\u79cd\u7092\u4f5c\u7684\u57fa\u7840\u4e0a\u505a\u51fa\u7684\u3002<strong>\u6562\u4e8e\u6279\u8bc4\u662f\u4e00\u79cd\u7f8e\u5fb7\u3002<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p>\u5982\u679c\u6211\u4eec\u60f3\u8ba9\u6709\u51b3\u7b56\u6743\u7684\u4eba\u5728\u5982\u4f55\u5e94\u7528\u8fd9\u4e9b\u5de5\u5177\u65b9\u9762\u505a\u51fa\u6b63\u786e\u7684\u51b3\u5b9a\uff0c\u6211\u4eec\u9996\u5148\u9700\u8981\u627f\u8ba4\u786e\u5b9e\u6709\u597d\u7684\u5e94\u7528\uff0c\u7136\u540e\u5e2e\u52a9\u89e3\u91ca\u5982\u4f55\u5c06\u8fd9\u4e9b\u5e94\u7528\u4ed8\u8bf8\u5b9e\u8df5\uff0c\u540c\u65f6\u907f\u514d\u8bb8\u591a\u975e\u5b9e\u7528\u6027\u7684\u9677\u9631\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u8ba4\u4e3a\uff0c<strong>\u544a\u8bc9\u4eba\u4eec\u6574\u4e2a\u9886\u57df\u90fd\u662f\u73af\u5883\u707e\u96be\u6027\u7684\u527d\u7a83\u673a\u5668\uff0c\u4e0d\u65ad\u5730\u80e1\u7f16\u4e71\u9020\uff0c\u65e0\u8bba\u8fd9\u4ee3\u8868\u4e86\u591a\u5c11\u771f\u7406\uff0c\u90fd\u662f\u5bf9\u8fd9\u4e9b\u4eba\u7684\u4f24\u5bb3<\/strong>\u3002\u8fd9\u91cc\u6709\u771f\u6b63\u7684\u4ef7\u503c\uff0c\u4f46\u5b9e\u73b0\u8fd9\u79cd\u4ef7\u503c\u5e76\u4e0d\u76f4\u89c2\uff0c\u9700\u8981\u6307\u5bfc\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u4eec\u8fd9\u4e9b\u4e86\u89e3\u8fd9\u4e9b\u4e1c\u897f\u7684\u4eba\uff0c\u6709\u8d23\u4efb\u5e2e\u52a9\u5176\u4ed6\u4eba\u5f04\u660e\u767d\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e13\u5bb6\u666e\u904d\u8ba4\u4e3a\uff0c2024 \u5e74\u662f\u201cAGI \u5143\u5e74\u3002\u8fd9\u4e00\u5e74\uff0c\u5927\u6a21\u578b\u884c\u4e1a\u53d1\u751f\u4e86\u7ffb\u5929\u8986\u5730\u7684\u53d8\u5316\uff1a &nbsp; OpenAI \u7684 GPT-4 \u5df2\u4e0d\u518d\u671b\u5c18\u83ab\u53ca\uff1b\u56fe\u50cf\u3001\u89c6\u9891\u751f\u6210\u6a21\u578b\u7684\u4f5c\u54c1\u6108\u53d1\u903c\u771f\uff1b\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u3001\u63a8\u7406\u6a21\u578b\u3001\u667a\u80fd\u4f53\uff08agent\uff09\u53d6\u5f97\u7a81\u7834\u6027\u8fdb&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61558,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20,46],"tags":[],"class_list":["post-17235","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","category-news"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/17235","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=17235"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/17235\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media\/61558"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=17235"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=17235"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=17235"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}