{
  "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": 184,
      "title": "How to Build a Diffusion Language Model",
      "source_url": "https://kuleshov-group.github.io/blog/blog/2026/how-to-build-a-diffusion-language-model/",
      "source_domain": "kuleshov-group.github.io",
      "permalink": "https://techflow.svetandroida.cz/en/tip/how-to-build-a-diffusion-language-model",
      "status": "published",
      "image": "https://kuleshov-group.github.io/blog/assets/img/ar-diffusion-comparison.png",
      "summary": "The text introduces diffusion language models and their building blocks. The authors explain how diffusion-based generation differs from autoregressive approaches by generating text in parallel through iterative refinement of the entire sequence at once, and describe techniques for masking, iterative improvement, and training, with examples of recent implementations such as Mercury 2, Gemma Diffusion, and Nemotron Diffusion.",
      "summary_generated_by": "ai",
      "submitted_by": "Petr Mišák",
      "submitted_kind": "editor",
      "published_at": "2026-09-01T09:55:19Z",
      "age_hours": 798.8,
      "votes": 0,
      "source_opens": 5,
      "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."
        }
      ]
    }
  ]
}