{
  "service": "Tech Flow",
  "publisher": "Svět Androida",
  "view": "item",
  "ranking": "chronological, by the time the link was added",
  "notice": "Links are curated by the newsroom. Content belongs to the original sources — cite source_url.",
  "count": 1,
  "items": [
    {
      "id": 168,
      "title": "NVIDIA AVO Reaches 100% on ARC-AGI-3",
      "source_url": "https://developer.nvidia.com/blog/nvidia-avo-reaches-100-on-arc-agi-3-demonstrating-a-frontier-level-general-purpose-architecture-for-long-horizon-autonomous-agents/",
      "source_domain": "developer.nvidia.com",
      "permalink": "https://techflow.svetandroida.cz/en/tip/nvidia-avo-reaches-100-on-arc-agi-3",
      "status": "published",
      "image": "https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/agentic-ai-visual-cybersecurity-avo-1.webp",
      "summary": "NVIDIA's Agentic Variation Operators (AVO) achieved 100% performance on the ARC-AGI-3 benchmark, elevating Claude Opus 5 from a 30% baseline to perfect completion of all 183 levels across 25 environments. The results demonstrate that sustained autonomous agent performance depends primarily on system-level architecture—including persistent memory, supervision, and tool integration—rather than model capability alone. AVO also proved effective in GPU-kernel optimization tasks, autonomously exploring over 500 directions and outperforming FlashAttention-4 by up to 10.5%.",
      "summary_generated_by": "ai",
      "submitted_by": "Petr Mišák",
      "submitted_kind": "editor",
      "published_at": "2026-08-23T16:07:50Z",
      "age_hours": 1009.3,
      "votes": 2,
      "source_opens": 6,
      "source_language": "en",
      "our_article": null,
      "enrichment": {
        "text": true,
        "summary": true,
        "entities": true,
        "vector": true,
        "title_source": "podle-dodaneho"
      },
      "zpracovani": [
        {
          "co": "titulek",
          "stav": "zobrazeno",
          "duvod": "TitulekPodleDodaneho",
          "zprava": "Titulek upravil model na základě dodaného textu."
        },
        {
          "co": "obrazek",
          "stav": "zobrazeno",
          "duvod": "NahledDostupny",
          "zprava": "Náhledový obrázek je k dispozici."
        },
        {
          "co": "shrnuti",
          "stav": "zobrazeno",
          "duvod": "RozborUspesny",
          "zprava": "Shrnutí vzniklo z rozboru zdroje."
        },
        {
          "co": "qa",
          "stav": "zobrazeno",
          "duvod": "QaVygenerovano",
          "zprava": "Otázky a odpovědi k tématu vznikly z rozboru."
        },
        {
          "co": "poznamka",
          "stav": "zobrazeno",
          "duvod": "PoznamkaKDispozici",
          "zprava": "Poznámka autora tipu je k dispozici."
        },
        {
          "co": "entity",
          "stav": "zobrazeno",
          "duvod": "EntityRozpoznany",
          "zprava": "Rozbor rozpoznal jisté entity k tématu."
        },
        {
          "co": "souvisi",
          "stav": "zobrazeno",
          "duvod": "PodobnaPolozkaNalezena",
          "zprava": "V proudu se našly podobné položky."
        },
        {
          "co": "indexace",
          "stav": "zobrazeno",
          "duvod": "ObsahExistuje",
          "zprava": "Stránka smí do indexu vyhledávačů — obsah vznikl."
        },
        {
          "co": "publikace",
          "stav": "zobrazeno",
          "duvod": "PublikovanoRadne",
          "zprava": "Položka je publikovaná — prošla řádným zpracováním."
        }
      ]
    }
  ]
}