{"id":20,"date":"2026-06-05T09:22:25","date_gmt":"2026-06-05T01:22:25","guid":{"rendered":"http:\/\/tantan.ink\/?p=20"},"modified":"2026-06-05T09:22:25","modified_gmt":"2026-06-05T01:22:25","slug":"nemotron-3-ultra","status":"publish","type":"post","link":"https:\/\/www.tantan.ink\/index.php\/2026\/06\/05\/nemotron-3-ultra\/","title":{"rendered":"NVIDIA Nemotron 3 Ultra \u53d1\u5e03\uff1a\u4e00\u4e2a\u4e13\u4e3a\u957f\u8dd1 Agent \u6253\u9020\u7684 550B \u5f00\u6e90\u6a21\u578b"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">NVIDIA Nemotron 3 Ultra \u53d1\u5e03\uff1a\u4e00\u4e2a\u4e13\u4e3a\u957f\u8dd1 Agent \u6253\u9020\u7684 550B \u5f00\u6e90\u6a21\u578b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6628\u5929 NVIDIA \u53d1\u5e03\u4e86 Nemotron 3 Ultra\uff0c\u4e00\u4e2a 550B \u53c2\u6570\u7684 MoE\uff08Mixture of Experts\uff09\u6a21\u578b\uff0c\u6fc0\u6d3b\u53c2\u6570 55B\uff0c\u4e13\u95e8\u4e3a\u957f\u65f6\u95f4\u8fd0\u884c\u7684 Agent \u5de5\u4f5c\u6d41\u4f18\u5316\u3002\u5b83\u5728 Ollama Cloud \u4e0a\u5df2\u7ecf\u53ef\u4ee5\u76f4\u63a5\u7528\u4e86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u53ef\u80fd\u662f\u8fd1\u671f\u5bf9&#8221;\u7528 AI Agent \u5e72\u6d3b\u7684\u4eba&#8221;\u6700\u6709\u5b9e\u9645\u610f\u4e49\u7684\u6a21\u578b\u53d1\u5e03\u3002\u8bf4\u51e0\u4e2a\u6211\u89c9\u5f97\u503c\u5f97\u5173\u6ce8\u7684\u70b9\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e13\u4e3a Agent \u957f\u8dd1\u8bbe\u8ba1<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u591a\u6570\u6a21\u578b\u8bc4\u6d4b\u770b\u7684\u662f\u5355\u8f6e\u5bf9\u8bdd\u8d28\u91cf\uff0c\u4f46\u771f\u6b63\u7528 Agent \u5e72\u6d3b\uff08\u6bd4\u5982\u8ba9 Hermes Agent \u81ea\u52a8\u7814\u7a76\u4e00\u4e2a\u9009\u9898\u3001\u5199\u4ee3\u7801\u3001\u8c03\u8bd5\u3001\u90e8\u7f72\uff09\u662f\u53e6\u4e00\u56de\u4e8b\u3002Agent \u4f1a\u8fde\u7eed\u8c03\u7528\u51e0\u5341\u4e0a\u767e\u6b21\u5de5\u5177\uff0ctoken \u6d88\u8017\u98de\u901f\u589e\u957f\uff0c\u6a21\u578b\u5bb9\u6613&#8221;\u8dd1\u504f&#8221;\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Nemotron 3 Ultra \u7684\u8bad\u7ec3\u6570\u636e\u5305\u542b\u4e86\u5927\u91cf\u957f\u7a0b Agent \u4efb\u52a1\u2014\u2014\u89c4\u5212\u3001\u5de5\u5177\u8c03\u7528\u3001\u8bfb\u56de\u89c2\u5bdf\u7ed3\u679c\u3001\u59d4\u6258\u5b50 Agent\u3001\u9a8c\u8bc1\u8f93\u51fa\u3001\u9519\u8bef\u6062\u590d\u3002\u5b83\u4e0d\u662f\u4e3a\u5355\u8f6e\u804a\u5929\u4f18\u5316\u7684\uff0c\u800c\u662f\u4e3a&#8221;Agent \u8dd1\u5b8c\u4e00\u6574\u6761\u4efb\u52a1\u94fe&#8221;\u4f18\u5316\u7684\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u51e0\u4e2a\u5173\u952e\u6570\u5b57\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>100 \u4e07 token \u4e0a\u4e0b\u6587<\/strong>\uff1a\u53ef\u4ee5\u628a\u6574\u4e2a\u4ee3\u7801\u5e93 + \u957f\u5de5\u5177\u8c03\u7528\u5386\u53f2\u585e\u8fdb\u53bb<\/li>\n<li><strong>Agent Productivity (PinchBench) 91%<\/strong>\uff0c\u4e0e Kimi K2.6 \u5e76\u5217\u7b2c\u4e00<\/li>\n<li><strong>Instruction Following (IFBench) 82%<\/strong>\uff0c\u9886\u8dd1\u5f00\u6e90\u6a21\u578b<\/li>\n<li><strong>Long Context Ruler @1M 95%<\/strong>\uff0cGLM 5.1 \u548c Kimi K2.6 \u6839\u672c\u6ca1\u6cd5\u8dd1 1M \u4e0a\u4e0b\u6587<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u541e\u5410\u91cf\u662f\u540c\u7c7b\u6a21\u578b\u7684 5 \u500d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">NVIDIA \u7528\u4e86\u4e00\u79cd\u53eb NVFP4 \u7684 4-bit \u6d6e\u70b9\u91cf\u5316\u683c\u5f0f\u2014\u2014\u540c\u4e00\u4e2a checkpoint \u80fd\u5728 Hopper\u3001Blackwell\u3001Ampere \u4e09\u4ee3 GPU \u4e0a\u8dd1\u3002\u5728 Blackwell \u4e0a\u6bd4 BF16 \u7684\u541e\u5410\u91cf\u9ad8 5 \u500d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u610f\u5473\u7740 Agent \u4efb\u52a1\u5b8c\u6210\u5f97\u66f4\u5feb\u3001\u66f4\u4fbf\u5b9c\u3002NVIDIA \u7684\u6570\u636e\u663e\u793a\u5b8c\u6210 SWE-bench Verified \u7684\u6210\u672c\u6bd4\u540c\u7c7b\u6a21\u578b\u4f4e 30%\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u67b6\u6784\u4e0a\u6709\u51e0\u4e2a\u6709\u610f\u601d\u7684\u521b\u65b0<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Hybrid Mamba-Transformer<\/strong>\uff1a\u957f\u4e0a\u4e0b\u6587\u7528 Mamba \u5c42\u63d0\u6548\uff0c\u9700\u8981\u7cbe\u786e\u53ec\u56de\u65f6\u7528 Transformer \u5c42<\/li>\n<li><strong>LatentMoE<\/strong>\uff1a\u66f4\u9ad8\u6548\u7684 expert routing\uff0c\u63a8\u7406\/\u7f16\u7801\/\u5de5\u5177\u8c03\u7528\/\u9886\u57df\u903b\u8f91\u5728\u4e0d\u540c expert \u95f4\u5207\u6362<\/li>\n<li><strong>Multi-token Prediction<\/strong>\uff1a\u4e00\u6b21\u524d\u5411\u9884\u6d4b\u591a\u4e2a token\uff0c\u591a\u8f6e\u5bf9\u8bdd\u573a\u666f\u4e0b\u751f\u6210\u901f\u5ea6\u66f4\u5feb<\/li>\n<li><strong>Multi-Teacher On-Policy Distillation (MOPD)<\/strong>\uff1a\u7528 10+ \u4e2a\u9886\u57df\u4e13\u7528\u6559\u5e08\u6a21\u578b\u540c\u65f6\u6253\u5206\u8bad\u7ec3\uff0c\u4e14\u662f\u5f02\u6b65\u6d41\u6c34\u7ebf\u3001\u53ef\u8fed\u4ee3\u7684<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u8ddf\u4f60\u6709\u5565\u5173\u7cfb\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u76f4\u63a5\u7684\u5173\u7cfb\uff1a<strong>Hermes Agent \u5b98\u65b9\u652f\u6301 Nemotron 3 Ultra<\/strong>\u3002NVIDIA \u5b98\u65b9\u535a\u5ba2\u91cc\u660e\u786e\u5199\u4e86 Hermes Agent \u662f Nemotron \u7684\u9996\u9009 agent harness \u4e4b\u4e00\uff0c\u751a\u81f3\u7ed9\u4e86\u6559\u7a0b\u6f14\u793a\u5982\u4f55\u7528 Hermes + Nemotron 3 Ultra \u505a\u81ea\u52a8\u7814\u7a76\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f60\u7528 Ollama\uff0c\u4e00\u884c\u547d\u4ee4\u5c31\u80fd\u8bd5\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>ollama launch hermes --model nemotron-3-ultra:cloud<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e5f\u53ef\u4ee5\u901a\u8fc7 OpenRouter API \u63a5\u5165\uff08<code>nvidia\/nemotron-3-ultra-550b-a55b<\/code>\uff09\uff0cPerplexity Pro \u7528\u6237\u4e5f\u80fd\u76f4\u63a5\u9009\u8fd9\u4e2a\u6a21\u578b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5176\u4ed6\u914d\u5957\u53d1\u5e03<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u6279\u8fd8\u53d1\u4e86\u4e24\u4e2a\u914d\u5957\u6a21\u578b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Nemotron 3.5 Content Safety (4B)<\/strong>\uff1a\u8986\u76d6 23 \u4e2a\u5b89\u5168\u7c7b\u522b\u300112 \u79cd\u8bed\u8a00\u7684\u5185\u5bb9\u5b89\u5168 guardrail \u6a21\u578b<\/li>\n<li><strong>Nemotron 3.5 ASR (0.6B)<\/strong>\uff1a\u591a\u8bed\u8a00\u6d41\u5f0f\u8bed\u97f3\u8bc6\u522b\uff0c40+ \u8bed\u8a00\uff0c\u5ef6\u8fdf &lt;100ms\uff0c\u5c31\u662f\u7ed9 GitHub Copilot CLI \u8bed\u97f3\u8f93\u5165\u63d0\u4f9b\u52a8\u529b\u7684\u90a3\u4e2a\u67b6\u6784<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u8bb8\u53ef<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u6743\u91cd\u3001\u6570\u636e\u3001\u8bad\u7ec3\u914d\u65b9\u5168\u90e8\u5f00\u6e90\uff0c\u91c7\u7528 Linux Foundation \u7684 OpenMDW-1.1 \u8bb8\u53ef\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u53e5\u8bdd\u603b\u7ed3<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f60\u5e73\u65f6\u7528 AI Agent \u5e72\u6d3b\uff08\u4e0d\u7ba1\u662f\u7528 Hermes\u3001OpenClaw \u8fd8\u662f Claude Code\uff09\uff0cNemotron 3 Ultra \u662f\u76ee\u524d\u5f00\u6e90\u6a21\u578b\u91cc\u6700\u503c\u5f97\u5173\u6ce8\u7684&#8221;Agent \u4e13\u7528\u5f15\u64ce&#8221;\u3002\u4e0d\u662f\u6700\u5f3a\u7f16\u7801\u6a21\u578b\uff08Coding \u4e0a Kimi K2.6 \u66f4\u5f3a\uff09\uff0c\u4f46\u5728 Agent \u7f16\u6392\u548c\u6307\u4ee4\u9075\u5faa\u4e0a\u662f\u9876\u7ea7\u6c34\u5e73\uff0c\u800c\u4e14\u8dd1\u5f97\u5feb\u3001\u70e7\u94b1\u5c11\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u6743\u91cd\u5728 Hugging Face \u4e0a\u53ef\u4ee5\u76f4\u63a5\u4e0b\u8f7d\uff1a<code>nvidia\/NVIDIA-Nemotron-3-Ultra-550B-A55B-NVFP4<\/code>\u3002<\/p>\n\n","protected":false},"excerpt":{"rendered":"<p>NVIDIA \u53d1\u5e03 Nemotron 3 Ultra\uff0c550B MoE \u5f00\u6e90\u6a21\u578b\uff0c\u4e13\u4e3a\u957f\u7a0b Agent \u5de5\u4f5c\u6d41\u4f18\u5316\uff0cHermes Agent \u5b98\u65b9\u652f\u6301\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[],"class_list":["post-20","post","type-post","status-publish","format-standard","hentry"],"_links":{"self":[{"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/posts\/20","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/comments?post=20"}],"version-history":[{"count":0,"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/posts\/20\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/media?parent=20"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/categories?post=20"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/tags?post=20"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}