{"id":2221,"date":"2026-01-31T17:01:18","date_gmt":"2026-01-31T09:01:18","guid":{"rendered":"https:\/\/www.lvguit.com\/?p=2221"},"modified":"2026-01-31T18:52:11","modified_gmt":"2026-01-31T10:52:11","slug":"llm%e6%97%b6%e4%bb%a3%e7%bb%88%e7%bb%93%ef%bc%9f2026%e5%b9%b4%ef%bc%8cai%e6%ad%a3%e4%bb%8e%e6%96%87%e5%ad%97%e5%a4%8d%e8%af%bb%e6%9c%ba%e8%bf%9b%e5%8c%96%e4%b8%ba%e7%90%86%e8%a7%a3","status":"publish","type":"post","link":"https:\/\/www.lvguit.com\/?p=2221","title":{"rendered":"LLM\u65f6\u4ee3\u7ec8\u7ed3\uff1f2026\u5e74\uff0cAI\u6b63\u4ece\u201c\u6587\u5b57\u590d\u8bfb\u673a\u201d\u8fdb\u5316\u4e3a\u7406\u89e3\u56e0\u679c\u7684\u201c\u7269\u7406\u4e0a\u5e1d\u201d"},"content":{"rendered":"\n<p><strong>\u4e00\u3001 \u8303\u5f0f\u8f6c\u79fb\uff1aNSP\u6b63\u5728\u53d6\u4ee3NTP<\/strong> \u5728\u8fc7\u53bb\u51e0\u5e74\u91cc\uff0c\u6211\u4eec\u88ab\u5927\u6a21\u578b\u201c\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\uff08Next Token Prediction\uff09\u201d\u7684\u795e\u5947\u6240\u9707\u64bc\u3002\u4f46\u8fdb\u51652026\u5e74\uff0c\u6280\u672f\u5708\u516c\u8ba4\uff1a\u9760\u5806\u6587\u672c\u91cf\u5df2\u7ecf\u65e0\u6cd5\u63a8\u5f00\u901a\u5f80\u5f3a\u4eba\u5de5\u667a\u80fd\uff08AGI\uff09\u7684\u5927\u95e8\u3002<\/p>\n\n\n\n<p>\u6700\u65b0\u7684\u70ed\u70b9\u662f<strong>NSP\uff08Next State Prediction\uff0c\u4e0b\u4e00\u72b6\u6001\u9884\u6d4b\uff09<\/strong>\u3002\u7b80\u5355\u6765\u8bf4\uff0cAI\u4e0d\u518d\u53ea\u662f\u5728\u731c\u4f60\u4e0b\u4e00\u53e5\u8981\u8bf4\u4ec0\u4e48\uff0c\u800c\u662f\u5728\u8ba1\u7b97\u8fd9\u4e2a\u7269\u7406\u4e16\u754c\u4e0b\u4e00\u6b65\u4f1a\u53d1\u751f\u4ec0\u4e48\u3002\u5f53\u4f60\u63a8\u5012\u4e00\u4e2a\u6c34\u676f\uff0c2026\u5e74\u7684\u4e16\u754c\u6a21\u578b\u80fd\u51c6\u786e\u9884\u5224\u6c34\u7684\u6d41\u5411\u3001\u73bb\u7483\u7684\u788e\u88c2\u65b9\u5f0f\u4ee5\u53ca\u91cd\u529b\u5e26\u6765\u7684\u8fde\u9501\u53cd\u5e94\u3002<\/p>\n\n\n\n<p><strong>\u4e8c\u3001 \u5177\u8eab\u667a\u80fd\uff1a\u4ece\u201c\u5b9e\u9a8c\u5ba4Demo\u201d\u5230\u201c\u84dd\u9886\u5c97\u4f4d\u201d<\/strong> \u5f97\u76ca\u4e8e\u4e16\u754c\u6a21\u578b\u7684\u6210\u719f\uff0c2026\u5e74\u6210\u4e3a\u4e86**\u5177\u8eab\u667a\u80fd\uff08Physical AI\uff09**\u7684\u5546\u4e1a\u5316\u5143\u5e74\u3002<\/p>\n\n\n\n<p>\u4ee5\u524d\u7684\u4eba\u5f62\u673a\u5668\u4eba\u9700\u8981\u5de5\u7a0b\u5e08\u7f16\u5199\u6210\u5343\u4e0a\u4e07\u884c\u4ee3\u7801\u6765\u89c4\u5b9a\u52a8\u4f5c\u3002\u800c\u73b0\u5728\u7684\u673a\u5668\u4eba\uff0c\u901a\u8fc7\u63a5\u5165\u5982\u201c\u667a\u6e90\u609f\u754c\u201d\u6216OpenAI\u6700\u65b0\u53d1\u5e03\u7684\u7269\u7406\u5f15\u64ce\uff0c\u53ea\u9700\u89c2\u770b\u51e0\u5c0f\u65f6\u7684\u5e08\u5085\u64cd\u4f5c\u89c6\u9891\uff0c\u5c31\u80fd\u7406\u89e3\u7269\u4f53\u95f4\u7684\u7a7a\u95f4\u5173\u7cfb\u548c\u56e0\u679c\u903b\u8f91\u3002\u6469\u6839\u58eb\u4e39\u5229\u57281\u6708\u5e95\u7684\u62a5\u544a\u4e2d\u6307\u51fa\uff0c2026\u5e74\u4e2d\u56fd\u4eba\u5f62\u673a\u5668\u4eba\u9500\u91cf\u5c06\u7ffb\u756a\u81f32.8\u4e07\u53f0\uff0c\u5b83\u4eec\u6b63\u4ee5\u524d\u6240\u672a\u6709\u7684\u901f\u5ea6\u63a5\u7ba1\u9ad8\u5371\u3001\u91cd\u590d\u7684\u5de5\u4e1a\u5de1\u68c0\u4efb\u52a1\u3002<\/p>\n\n\n\n<p><strong>\u4e09\u3001 \u667a\u80fd\u4f53\u65f6\u4ee3\u7684\u201cTCP\/IP\u201d\u534f\u8bae\u521d\u73b0<\/strong> \u9664\u4e86\u7269\u7406\u4e16\u754c\u7684\u7406\u89e3\uff0cAI\u5728\u6570\u5b57\u4e16\u754c\u7684\u534f\u4f5c\u4e5f\u8fce\u6765\u4e86\u7a81\u7834\u30022026\u5e741\u6708\uff0c\u968f\u7740MCP\uff08Model Context Protocol\uff09\u7b49\u901a\u4fe1\u534f\u8bae\u7684\u6807\u51c6\u5316\uff0c**\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff08MAS\uff09**\u7ec8\u4e8e\u6709\u4e86\u901a\u7528\u7684\u201c\u8bed\u8a00\u201d\u3002<\/p>\n\n\n\n<p>\u8fd9\u610f\u5473\u7740\uff0c\u4f60\u624b\u673a\u91cc\u7684AI\u52a9\u7406\u53ef\u4ee5\u50cf\u4eba\u7c7b\u793e\u4ea4\u4e00\u6837\uff0c\u81ea\u4e3b\u4e0e\u7535\u5546\u3001\u7269\u6d41\u3001\u8ba2\u7968\u7cfb\u7edf\u7684AI\u8fdb\u884c\u8c08\u5224\u3002\u8fd9\u79cd\u201c\u667a\u80fd\u4f53\u5bf9\u667a\u80fd\u4f53\uff08A2A\uff09\u201d\u7684\u6c9f\u901a\u6a21\u5f0f\uff0c\u6b63\u5728\u91cd\u5851\u4e92\u8054\u7f51\u7684\u5e95\u5c42\u67b6\u6784\uff0c\u7e41\u7410\u7684App\u8df3\u8f6c\u6b63\u9010\u6e10\u6d88\u5931\uff0c\u53d6\u800c\u4ee3\u4e4b\u7684\u662f\u7531\u65e0\u6570Agent\u6784\u6210\u7684\u9690\u5f62\u670d\u52a1\u7f51\u3002<\/p>\n\n\n\n<p><strong>\u56db\u3001 \u7ed3\u8bed\uff1aAI\u7684\u201c\u9752\u6625\u671f\u201d\u70e6\u607c<\/strong> \u6b63\u5982\u52a0\u5dde\u5927\u5b66\u62c9\u6885\u4ec0\u00b7\u65af\u91cc\u5c3c\u74e6\u6851\u6559\u6388\u6240\u8a00\uff0c2026\u5e74\u7684AI\u6b63\u4ece\u201c\u5a74\u513f\u671f\u201d\u8fc8\u5411\u201c\u9752\u6625\u671f\u201d\u3002\u5b83\u5f00\u59cb\u62e5\u6709\u66f4\u5f3a\u7684\u529b\u91cf\uff0c\u4f46\u4e5f\u5e26\u6765\u4e86\u80fd\u6e90\u7535\u529b\u77ed\u7f3a\u3001\u5408\u6210\u6570\u636e\u771f\u5047\u96be\u8fa8\u7b49\u6311\u6218\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8eAI\u4ece\u4e1a\u8005\u6765\u8bf4\uff0c\u5982\u679c\u4f60\u8fd8\u5728\u7ea0\u7ed3\u5982\u4f55\u5199Prompt\uff08\u63d0\u793a\u8bcd\uff09\uff0c\u53ef\u80fd\u5df2\u7ecf\u6389\u961f\u4e86\u30022026\u5e74\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u5728\u4e8e\uff1a<strong>\u4f60\u662f\u5426\u80fd\u8ba9AI\u7406\u89e3\u7269\u7406\u4e16\u754c\u7684\u903b\u8f91\uff0c\u6216\u8005\u8ba9\u4f60\u7684Agent\u63a5\u5165\u5168\u7403\u534f\u4f5c\u7684\u7edf\u4e00\u534f\u8bae\u3002<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001 \u8303\u5f0f\u8f6c\u79fb\uff1aNSP\u6b63\u5728\u53d6\u4ee3NTP \u5728\u8fc7\u53bb\u51e0\u5e74\u91cc\uff0c\u6211\u4eec\u88ab\u5927\u6a21\u578b\u201c\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\uff08Next Token Pred<\/p>\n<p class=\"more-link\"><a href=\"https:\/\/www.lvguit.com\/?p=2221\" class=\"themebutton\">Read More<\/a><\/p>\n","protected":false},"author":1,"featured_media":2236,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","footnotes":""},"categories":[7],"tags":[34,39,37,35,36,38],"class_list":["post-2221","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-2026ai","tag-agi","tag-nsp","tag-35","tag-36","tag-38"],"uagb_featured_image_src":{"full":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI.png",640,427,false],"thumbnail":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI-150x150.png",150,150,true],"medium":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI-300x200.png",300,200,true],"medium_large":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI.png",640,427,false],"large":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI.png",640,427,false],"1536x1536":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI.png",640,427,false],"2048x2048":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI.png",640,427,false],"sc-testimonial-1":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI-120x120.png",120,120,true],"sc-testimonial-2":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI-105x105.png",105,105,true],"column1-1\/2":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI.png",640,427,false],"column1-1\/3":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI-640x380.png",640,380,true],"column1-1\/4":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI-640x285.png",640,285,true],"column1-2\/5":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI.png",640,427,false],"column2-1\/1":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI-570x427.png",570,427,true],"column2-1\/2":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI-570x285.png",570,285,true],"column2-2\/3":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI-570x380.png",570,380,true],"column2-3\/5":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI-570x342.png",570,342,true],"column2-4\/5":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI-570x427.png",570,427,true],"column2-6\/5":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI-570x427.png",570,427,true],"column3-1\/1":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI-380x380.png",380,380,true],"column3-1\/3":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI-380x107.png",380,107,true],"column3-2\/5":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI-380x152.png",380,152,true],"column3-2\/3":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI-380x254.png",380,254,true],"column3-3\/4":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI-380x285.png",380,285,true],"column4-1\/1":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI-285x285.png",285,285,true],"column4-2\/3":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI-285x190.png",285,190,true],"column4-3\/4":["https:\/\/www.lvguit.com\/wp-content\/uploads\/2026\/01\/\u7269\u7406AI-285x214.png",285,214,true]},"uagb_author_info":{"display_name":"\u673a\u5668\u4eba\u4eba\u5de5\u667a\u80fd","author_link":"https:\/\/www.lvguit.com\/?author=1"},"uagb_comment_info":0,"uagb_excerpt":"\u4e00\u3001 \u8303\u5f0f\u8f6c\u79fb\uff1aNSP\u6b63\u5728\u53d6\u4ee3NTP \u5728\u8fc7\u53bb\u51e0\u5e74\u91cc\uff0c\u6211\u4eec\u88ab\u5927\u6a21\u578b\u201c\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\uff08Next Token Pred&hellip;","_links":{"self":[{"href":"https:\/\/www.lvguit.com\/index.php?rest_route=\/wp\/v2\/posts\/2221","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.lvguit.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.lvguit.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.lvguit.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.lvguit.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2221"}],"version-history":[{"count":1,"href":"https:\/\/www.lvguit.com\/index.php?rest_route=\/wp\/v2\/posts\/2221\/revisions"}],"predecessor-version":[{"id":2222,"href":"https:\/\/www.lvguit.com\/index.php?rest_route=\/wp\/v2\/posts\/2221\/revisions\/2222"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.lvguit.com\/index.php?rest_route=\/wp\/v2\/media\/2236"}],"wp:attachment":[{"href":"https:\/\/www.lvguit.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2221"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.lvguit.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2221"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.lvguit.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2221"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}