{"id":235,"date":"2026-08-15T15:00:03","date_gmt":"2026-08-15T13:00:03","guid":{"rendered":"https:\/\/www.martinpavlicek.cz\/blog\/?p=235"},"modified":"2026-08-15T15:00:03","modified_gmt":"2026-08-15T13:00:03","slug":"nvidia-nemotron-3-5-lightning-mensi-model-jako-pracovni-sila-pro-dlouhodobe-bezici-agenty","status":"publish","type":"post","link":"https:\/\/www.martinpavlicek.cz\/blog\/nvidia-nemotron-3-5-lightning-mensi-model-jako-pracovni-sila-pro-dlouhodobe-bezici-agenty\/","title":{"rendered":"NVIDIA Nemotron 3.5 Lightning: men\u0161\u00ed model jako pracovn\u00ed s\u00edla pro dlouhodob\u011b b\u011b\u017e\u00edc\u00ed agenty"},"content":{"rendered":"\n<p>NVIDIA p\u0159edstavila Nemotron 3.5 Lightning, model zam\u011b\u0159en\u00fd na rychl\u00e9 vykon\u00e1v\u00e1n\u00ed specializovan\u00fdch \u00faloh uvnit\u0159 agentn\u00edch syst\u00e9m\u016f. Model vyu\u017e\u00edv\u00e1 architekturu Mixture-of-Experts. Celkov\u011b pracuje s des\u00edtkami miliard parametr\u016f, ale pro jeden token aktivuje pouze jejich men\u0161\u00ed \u010d\u00e1st.<\/p>\n\n\n\n<p>Smyslem nen\u00ed vytvo\u0159it dal\u0161\u00edho gigantick\u00e9ho \u201ev\u0161ezn\u00e1lka\u201c, kter\u00fd bude \u0159e\u0161it \u00fapln\u011b v\u0161echno. Lightning je navr\u017een nap\u0159\u00edklad pro opakovan\u00e9 vol\u00e1n\u00ed n\u00e1stroj\u016f, kontrolu v\u00fdsledk\u016f, jednoduch\u00e9 programovac\u00ed \u00falohy, monitoring nebo delegov\u00e1n\u00ed pr\u00e1ce mezi agenty. U vhodn\u011b kvantizovan\u00fdch variant je nav\u00edc mo\u017en\u00e9 uva\u017eovat i o provozu na jednom v\u00fdkonn\u00e9m GPU, m\u00edsto aby ka\u017ed\u00fd agentn\u00ed krok vy\u017eadoval velk\u00fd cloudov\u00fd cluster.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Koment\u00e1\u0159<\/strong><\/h3>\n\n\n\n<p>Tady se dob\u0159e ukazuje, kam se agentn\u00ed AI pravd\u011bpodobn\u011b posouv\u00e1. D\u00e1vat ka\u017ed\u00e9mu jednoduch\u00e9mu API callu nejv\u00fdkonn\u011bj\u0161\u00ed dostupn\u00fd model je podobn\u00e9, jako kdyby firma povolala seniorn\u00edho architekta poka\u017ed\u00e9, kdy\u017e je pot\u0159eba p\u0159ejmenovat soubor. Fungovat to bude. Jen je to drah\u00e9.<\/p>\n\n\n\n<p>Budouc\u00ed agentn\u00ed syst\u00e9my proto pravd\u011bpodobn\u011b nebudou postaven\u00e9 kolem jedin\u00e9ho modelu. Budou p\u0159ipom\u00ednat hierarchii r\u016fzn\u011b drah\u00fdch a r\u016fzn\u011b schopn\u00fdch model\u016f. Velk\u00fd model vytvo\u0159\u00ed pl\u00e1n nebo vy\u0159e\u0161\u00ed t\u011b\u017ek\u00fd probl\u00e9m. Men\u0161\u00ed modely pak provedou stovky rutinn\u00edch krok\u016f kolem n\u011bj.<\/p>\n\n\n\n<p>A pr\u00e1v\u011b v takov\u00e9m sv\u011bt\u011b mohou m\u00edt modely typu Lightning v\u011bt\u0161\u00ed praktick\u00fd v\u00fdznam, ne\u017e nazna\u010duje jejich velikost.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Zdroj<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/developer.nvidia.com\/blog\/nvidia-nemotron-3-5-lightning-delivers-fast-accurate-specialized-task-execution-for-long-running-agents\/\">NVIDIA Technical Blog \u2014 Nemotron 3.5 Lightning<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>NVIDIA p\u0159edstavila Nemotron 3.5 Lightning, model zam\u011b\u0159en\u00fd na rychl\u00e9 vykon\u00e1v\u00e1n\u00ed specializovan\u00fdch \u00faloh uvnit\u0159 agentn\u00edch syst\u00e9m\u016f. Model vyu\u017e\u00edv\u00e1 architekturu Mixture-of-Experts. Celkov\u011b pracuje s des\u00edtkami miliard parametr\u016f, ale pro jeden token aktivuje pouze jejich men\u0161\u00ed \u010d\u00e1st. Smyslem nen\u00ed vytvo\u0159it dal\u0161\u00edho gigantick\u00e9ho \u201ev\u0161ezn\u00e1lka\u201c, kter\u00fd bude \u0159e\u0161it \u00fapln\u011b v\u0161echno. Lightning je navr\u017een nap\u0159\u00edklad pro opakovan\u00e9 vol\u00e1n\u00ed n\u00e1stroj\u016f, kontrolu v\u00fdsledk\u016f, [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-235","post","type-post","status-publish","format-standard","hentry","category-nezarazene"],"_links":{"self":[{"href":"https:\/\/www.martinpavlicek.cz\/blog\/wp-json\/wp\/v2\/posts\/235","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.martinpavlicek.cz\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.martinpavlicek.cz\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.martinpavlicek.cz\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.martinpavlicek.cz\/blog\/wp-json\/wp\/v2\/comments?post=235"}],"version-history":[{"count":1,"href":"https:\/\/www.martinpavlicek.cz\/blog\/wp-json\/wp\/v2\/posts\/235\/revisions"}],"predecessor-version":[{"id":236,"href":"https:\/\/www.martinpavlicek.cz\/blog\/wp-json\/wp\/v2\/posts\/235\/revisions\/236"}],"wp:attachment":[{"href":"https:\/\/www.martinpavlicek.cz\/blog\/wp-json\/wp\/v2\/media?parent=235"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.martinpavlicek.cz\/blog\/wp-json\/wp\/v2\/categories?post=235"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.martinpavlicek.cz\/blog\/wp-json\/wp\/v2\/tags?post=235"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}