{"id":7476,"date":"2025-09-26T18:54:21","date_gmt":"2025-09-26T15:54:21","guid":{"rendered":"https:\/\/unihost.com\/blog\/?p=7476"},"modified":"2026-03-18T13:41:29","modified_gmt":"2026-03-18T11:41:29","slug":"ai-meets-hosting-2025","status":"publish","type":"post","link":"https:\/\/unihost.com\/blog\/uk\/ai-meets-hosting-2025\/","title":{"rendered":"AI Meets Hosting: \u044f\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u0438 Unihost \u043d\u0430\u0432\u0447\u0430\u044e\u0442\u044c \u0431\u043e\u0442\u0456\u0432, \u0449\u043e \u0444\u043e\u0440\u043c\u0443\u044e\u0442\u044c 2025 \u0440\u0456\u043a"},"content":{"rendered":"

\u0423 2025 \u0440\u043e\u0446\u0456 \u0448\u0442\u0443\u0447\u043d\u0438\u0439 \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442 \u0432\u0436\u0435 \u043d\u0435 \u0454 \u043b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u043d\u0438\u043c \u0435\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u043c \u2014 \u0432\u0456\u043d \u0441\u0442\u0430\u0432 \u0456\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0438\u043c \u0448\u0430\u0440\u043e\u043c<\/strong> \u0434\u043b\u044f \u043c\u0430\u0439\u0436\u0435 \u0431\u0443\u0434\u044c-\u044f\u043a\u043e\u0433\u043e \u0446\u0438\u0444\u0440\u043e\u0432\u043e\u0433\u043e \u0431\u0456\u0437\u043d\u0435\u0441\u0443. \u0410\u0441\u0438\u0441\u0442\u0435\u043d\u0442\u0438 \u043d\u0430 \u0431\u0430\u0437\u0456 LLM \u043e\u0431\u0440\u043e\u0431\u043b\u044f\u044e\u0442\u044c \u0437\u0430\u043f\u0438\u0442\u0438 \u043a\u043b\u0456\u0454\u043d\u0442\u0456\u0432 \u0456 \u0437\u0434\u0456\u0439\u0441\u043d\u044e\u044e\u0442\u044c \u043f\u0440\u043e\u0434\u0430\u0436\u0456, RAG-\u0441\u0438\u0441\u0442\u0435\u043c\u0438 \u0434\u0456\u0441\u0442\u0430\u044e\u0442\u044c \u0444\u0430\u043a\u0442\u0438 \u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0438\u0445 \u0431\u0430\u0437 \u0437\u043d\u0430\u043d\u044c, \u0430\u0433\u0435\u043d\u0442\u0438 \u043f\u0440\u0430\u0446\u044e\u044e\u0442\u044c \u0443 \u0441\u043a\u043b\u0430\u0434\u043d\u0438\u0445 \u0441\u0435\u0440\u0435\u0434\u043e\u0432\u0438\u0449\u0430\u0445, \u0430 \u043c\u0443\u043b\u044c\u0442\u0438\u043c\u043e\u0434\u0430\u043b\u044c\u043d\u0456 \u043c\u043e\u0434\u0435\u043b\u0456 \u0430\u043d\u0430\u043b\u0456\u0437\u0443\u044e\u0442\u044c \u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u043d\u044f, \u043c\u043e\u0432\u0443 \u0442\u0430 \u0432\u0456\u0434\u0435\u043e. \u0423\u0441\u0456 \u0446\u0456 \u043d\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0435\u043d\u043d\u044f \u043e\u0431\u0447\u0438\u0441\u043b\u044e\u0432\u0430\u043b\u044c\u043d\u043e \u0442\u0430 \u043e\u043f\u0435\u0440\u0430\u0446\u0456\u0439\u043d\u043e \u0432\u0430\u0436\u043a\u0456: \u0442\u0435\u0440\u0430\u0431\u0430\u0439\u0442\u0438 \u0434\u0430\u043d\u0438\u0445, \u0441\u043e\u0442\u043d\u0456 \u0433\u0456\u0433\u0430\u0431\u0456\u0442 \u043c\u0456\u0436\u0432\u0443\u0437\u043b\u043e\u0432\u043e\u0433\u043e \u0442\u0440\u0430\u0444\u0456\u043a\u0443, \u0434\u0435\u0441\u044f\u0442\u043a\u0438 GPU \u043d\u0430 \u0437\u0430\u0434\u0430\u0447\u0443, \u0441\u0443\u0432\u043e\u0440\u0435 \u0434\u043e\u0442\u0440\u0438\u043c\u0430\u043d\u043d\u044f SLO (p95\/p99), \u0432\u0438\u043c\u043e\u0433\u0438 \u0434\u043e \u043a\u043e\u043c\u043f\u043b\u0430\u0454\u043d\u0441\u0443 \u0442\u0430 \u043f\u0435\u0440\u0435\u0434\u0431\u0430\u0447\u0443\u0432\u0430\u043d\u0430 \u0432\u0430\u0440\u0442\u0456\u0441\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0443.<\/p>\n

\u0423 \u0446\u0456\u0439 \u0441\u0442\u0430\u0442\u0442\u0456 \u043c\u0438 \u0440\u043e\u0437\u0433\u043b\u044f\u043d\u0435\u043c\u043e, \u044f\u043a Unihost<\/strong> \u0432\u0438\u0431\u0443\u0434\u043e\u0432\u0443\u0454 \u0441\u0435\u0440\u0432\u0435\u0440\u043d\u0443 \u0442\u0430 \u043c\u0435\u0440\u0435\u0436\u0435\u0432\u0443 \u043e\u0441\u043d\u043e\u0432\u0443 \u0434\u043b\u044f AI-\u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0456\u0432 \u2014 \u0432\u0456\u0434 \u0442\u0440\u0435\u043d\u0443\u0432\u0430\u043b\u044c\u043d\u0438\u0445 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u0456\u0432 \u0456 \u0456\u043d\u0444\u0435\u0440\u0435\u043d\u0441\u0443 \u0434\u043e RAG, \u0430\u0433\u0435\u043d\u0442\u0456\u0432, MLOps, \u0431\u0435\u0437\u043f\u0435\u043a\u0438 \u0442\u0430 \u0435\u043a\u043e\u043d\u043e\u043c\u0456\u043a\u0438.<\/p>\n

\u0429\u043e \u043d\u0430\u0441\u043f\u0440\u0430\u0432\u0434\u0456 \u043f\u043e\u0442\u0440\u0456\u0431\u043d\u043e \u043c\u043e\u0434\u0435\u043b\u044f\u043c \u0443 2025: \u043d\u0435 \u043b\u0438\u0448\u0435 \u00ab\u0431\u0456\u043b\u044c\u0448\u0435 GPU\u00bb<\/strong><\/p>\n

\u0417\u0432\u043e\u0434\u0438\u0442\u0438 AI \u0434\u043e \u00ab\u0434\u043e\u0434\u0430\u0439\u0442\u0435 \u0449\u0435 GPU\u00bb \u2014 \u0445\u0438\u0431\u043d\u0438\u0439 \u043f\u0456\u0434\u0445\u0456\u0434. \u0412\u0430\u0436\u043b\u0438\u0432\u0456 \u0437\u0431\u0430\u043b\u0430\u043d\u0441\u043e\u0432\u0430\u043d\u0456 \u0441\u0438\u0441\u0442\u0435\u043c\u0438<\/strong>. \u0427\u043e\u0442\u0438\u0440\u0438 \u043f\u043b\u0430\u0441\u0442\u0438 \u0432\u0438\u0437\u043d\u0430\u0447\u0430\u044e\u0442\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432\u043d\u0456\u0441\u0442\u044c:<\/p>\n

    \n
  1. \u0417\u0431\u0435\u0440\u0456\u0433\u0430\u043d\u043d\u044f \u0442\u0430 \u043f\u043e\u0442\u043e\u043a\u0438 \u0434\u0430\u043d\u0438\u0445.<\/strong> NVMe-\u043c\u0430\u0441\u0438\u0432\u0438 \u0434\u043b\u044f \u0442\u0440\u0435\u043d\u0443\u0432\u0430\u043b\u044c\u043d\u0438\u0445 \u0432\u0438\u0431\u0456\u0440\u043e\u043a, scratch-\u0434\u0438\u0441\u043a\u0438 \u0434\u043b\u044f \u043f\u0440\u0435\u043f\u0440\u043e\u0446\u0435\u0441\u0438\u043d\u0433\u0443, \u043a\u0435\u0448\u0456 \u0447\u0435\u043a\u043f\u043e\u0456\u043d\u0442\u0456\u0432, staging \u0434\u043b\u044f \u0430\u0443\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0456\u0457.<\/li>\n
  2. \u041c\u0456\u0436\u0432\u0443\u0437\u043b\u043e\u0432\u0430 \u043c\u0435\u0440\u0435\u0436\u0430.<\/strong> 25\/40\/100 Gbps \u0456\u0437 \u043d\u0438\u0437\u044c\u043a\u0438\u043c \u0434\u0436\u0438\u0442\u0435\u0440\u043e\u043c \u0442\u0430 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043e\u0432\u0430\u043d\u0438\u043c\u0438 p99. \u0420\u043e\u0437\u043f\u043e\u0434\u0456\u043b\u0435\u043d\u0435 \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f \u00ab\u043f\u0430\u0434\u0430\u0454\u00bb, \u044f\u043a\u0449\u043e \u043a\u043e\u043c\u0443\u043d\u0456\u043a\u0430\u0446\u0456\u0457 \u0441\u043b\u0430\u0431\u043a\u0456.<\/li>\n
  3. \u0411\u0430\u043b\u0430\u043d\u0441 GPU\/CPU.<\/strong> PCIe-\u043b\u0456\u043d\u0456\u0457, \u043f\u0430\u043c\u2019\u044f\u0442\u044c CPU \u0442\u0430 NUMA-\u043f\u0440\u043e\u0444\u0456\u043b\u044c \u043c\u0430\u044e\u0442\u044c \u0432\u0456\u0434\u043f\u043e\u0432\u0456\u0434\u0430\u0442\u0438, \u0449\u043e\u0431 \u0443\u043d\u0438\u043a\u0430\u0442\u0438 \u00ab\u0433\u043e\u043b\u043e\u0434\u0443\u00bb \u0432 \u043a\u043e\u043d\u0432\u0435\u0454\u0440\u0456 \u0434\u0430\u043d\u0438\u0445.<\/li>\n
  4. \u041e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0456\u044f \u0442\u0430 \u0441\u043f\u043e\u0441\u0442\u0435\u0440\u0435\u0436\u0443\u0432\u0430\u043d\u0456\u0441\u0442\u044c.<\/strong> MLOps, \u0430\u043b\u0435\u0440\u0442\u0438 \u043d\u0430 \u00ab\u0445\u0432\u043e\u0441\u0442\u0438\u00bb, \u043f\u0440\u043e\u0433\u0440\u0456\u0432 \u043c\u043e\u0434\u0435\u043b\u0435\u0439, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0434\u0435\u0433\u0440\u0430\u0434\u0430\u0446\u0456\u0439.<\/li>\n<\/ol>\n

    Unihost<\/strong> \u0441\u0442\u0432\u043e\u0440\u044e\u0454 \u043a\u043e\u043d\u0444\u0456\u0433\u0443\u0440\u0430\u0446\u0456\u0457 \u043f\u0456\u0434 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u0456 \u043f\u0440\u043e\u0444\u0456\u043b\u0456: \u043f\u043e\u0432\u043d\u0435 \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f, fine-tune, \u043e\u043d\u043b\u0430\u0439\u043d\/\u043e\u0444\u043b\u0430\u0439\u043d \u0456\u043d\u0444\u0435\u0440\u0435\u043d\u0441, \u043c\u0443\u043b\u044c\u0442\u0438\u043c\u043e\u0434\u0430\u043b\u044c\u043d\u0456 \u0441\u0446\u0435\u043d\u0430\u0440\u0456\u0457, RAG-\u043a\u043e\u043d\u0432\u0435\u0454\u0440\u0438 \u0442\u0430 \u0430\u0433\u0435\u043d\u0442\u043d\u0456 \u0441\u0435\u0440\u0435\u0434\u043e\u0432\u0438\u0449\u0430. \u0423 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0456 \u0446\u0435 \u043d\u0435 \u00ab\u043a\u0443\u043f\u0430 \u0437\u0430\u043b\u0456\u0437\u0430\u00bb, \u0430 \u0456\u043d\u0442\u0435\u0433\u0440\u043e\u0432\u0430\u043d\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0437 \u043f\u0435\u0440\u0435\u0434\u0431\u0430\u0447\u0443\u0432\u0430\u043d\u0438\u043c \u0447\u0430\u0441\u043e\u043c \u0435\u043f\u043e\u0445\u0438 \u0442\u0430 \u0448\u0432\u0438\u0434\u043a\u0456\u0441\u0442\u044e \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0456\u0457 \u0442\u043e\u043a\u0435\u043d\u0456\u0432.<\/p>\n

    \u0422\u0440\u0435\u043d\u0443\u0432\u0430\u043b\u044c\u043d\u0456 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u0438: \u043f\u0440\u0438\u0441\u043a\u043e\u0440\u044e\u0432\u0430\u0442\u0438 \u0435\u043f\u043e\u0445\u0438, \u0430 \u043d\u0435 \u043b\u0438\u0448\u0435 \u0431\u044e\u0434\u0436\u0435\u0442<\/strong><\/p>\n

    \u0415\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0456\u0441\u0442\u044c \u0442\u0440\u0435\u043d\u0443\u0432\u0430\u043d\u043d\u044f \u043d\u0435 \u0434\u043e\u0440\u0456\u0432\u043d\u044e\u0454 \u00ab\u0434\u043e\u0434\u0430\u0442\u0438 \u0449\u0435 8 GPU\u00bb. \u0412\u0430\u0436\u043b\u0438\u0432\u0456:<\/p>\n

      \n
    • \u0420\u043e\u0437\u0442\u0430\u0448\u0443\u0432\u0430\u043d\u043d\u044f \u0434\u0430\u043d\u0438\u0445.<\/strong> \u0428\u0432\u0438\u0434\u0448\u0435 \u0442\u0440\u0438\u043c\u0430\u0442\u0438 \u0434\u0430\u0442\u0430\u0441\u0435\u0442 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e \u043d\u0430 NVMe, \u043d\u0456\u0436 \u0442\u044f\u0433\u043d\u0443\u0442\u0438 \u0437 \u0432\u0456\u0434\u0434\u0430\u043b\u0435\u043d\u043e\u0433\u043e \u0441\u0445\u043e\u0432\u0438\u0449\u0430. Unihost \u0440\u043e\u0437\u0434\u0456\u043b\u044f\u0454 \u0442\u0440\u0435\u043d\u0443\u0432\u0430\u043b\u044c\u043d\u0456 \u0447\u0438\u0442\u0430\u043d\u043d\u044f, \u043b\u043e\u0433\u0438 \u0442\u0430 \u0447\u0435\u043a\u043f\u043e\u0456\u043d\u0442\u0438.<\/li>\n
    • \u041c\u0435\u0440\u0435\u0436\u0430 \u043c\u0456\u0436 \u0432\u0443\u0437\u043b\u0430\u043c\u0438.<\/strong> \u041f\u0440\u0438 DDP\/ZeRO\/FSDP \u043a\u043e\u043c\u0443\u043d\u0456\u043a\u0430\u0446\u0456\u0457 \u0437\u2019\u0457\u0434\u0430\u044e\u0442\u044c \u0437\u043d\u0430\u0447\u043d\u0443 \u0447\u0430\u0441\u0442\u0438\u043d\u0443 \u0435\u043f\u043e\u0445\u0438. \u0412\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0454\u043c\u043e LAG\/ECMP, jumbo-\u0444\u0440\u0435\u0439\u043c\u0438 (\u0434\u0435 \u0431\u0435\u0437\u043f\u0435\u0447\u043d\u043e), \u0431\u0430\u043b\u0430\u043d\u0441 \u043f\u043e\u0442\u043e\u043a\u0456\u0432 \u2014 \u0449\u043e\u0431 p95\/p99 \u0437\u0430\u043b\u0438\u0448\u0430\u0432\u0441\u044f \u0432 \u043c\u0435\u0436\u0430\u0445 SLO.<\/li>\n
    • \u0427\u0435\u043a\u043f\u043e\u0456\u043d\u0442\u0438 \u0442\u0430 \u0432\u0456\u0434\u043d\u043e\u0432\u043b\u0435\u043d\u043d\u044f.<\/strong> \u0420\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u0456 snapshot\u2019\u0438 \u043d\u0430 \u0448\u0432\u0438\u0434\u043a\u0456 \u0442\u043e\u043c\u0438, \u043f\u0435\u0440\u0435\u0432\u0456\u0440\u043a\u0430 resuming-\u043f\u0440\u043e\u0446\u0435\u0434\u0443\u0440 \u2014 \u043c\u0435\u043d\u0448\u0435 \u0432\u0442\u0440\u0430\u0442 \u043f\u0440\u0438 \u0437\u0431\u043e\u044f\u0445.<\/li>\n
    • \u041f\u043b\u0430\u043d\u0443\u0432\u0430\u043d\u043d\u044f \u0435\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0456\u0432.<\/strong> \u041a\u0440\u0430\u0449\u0435 10 \u0432\u0456\u0434\u0442\u0432\u043e\u0440\u044e\u0432\u0430\u043d\u0438\u0445 \u043f\u0440\u043e\u0433\u043e\u043d\u0456\u0432 \u0456\u0437 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043e\u0432\u0430\u043d\u0438\u043c\u0438 seed\/\u0433\u0456\u043f\u0435\u0440\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0430\u043c\u0438, \u043d\u0456\u0436 20 \u0445\u0430\u043e\u0442\u0438\u0447\u043d\u0438\u0445. \u041c\u0438 \u0434\u043e\u043f\u043e\u043c\u0430\u0433\u0430\u0454\u043c\u043e \u0437 runbook\u2019\u0430\u043c\u0438 \u0439 \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0430\u043c\u0438 \u043a\u043e\u043d\u0444\u0456\u0433\u0443\u0440\u0430\u0446\u0456\u0439.<\/li>\n<\/ul>\n

      \u0406\u043d\u0444\u0435\u0440\u0435\u043d\u0441 24\/7: SLA \u0432\u0438\u0437\u043d\u0430\u0447\u0430\u044e\u0442\u044c \u00ab\u0445\u0432\u043e\u0441\u0442\u0438\u00bb, \u0430 \u043d\u0435 \u0441\u0435\u0440\u0435\u0434\u043d\u0456<\/strong><\/p>\n

      \u041a\u043e\u0440\u0438\u0441\u0442\u0443\u0432\u0430\u0447\u0443 \u0431\u0430\u0439\u0434\u0443\u0436\u0435, \u0449\u043e p50 \u0434\u043e\u0440\u0456\u0432\u043d\u044e\u0454 50 \u043c\u0441, \u044f\u043a\u0449\u043e p99 \u043f\u0435\u0440\u0435\u0432\u0438\u0449\u0443\u0454 \u0441\u0435\u043a\u0443\u043d\u0434\u0443. \u0414\u043b\u044f \u043f\u0440\u043e\u0434\u0430\u043a\u0448\u043d-\u0456\u043d\u0444\u0435\u0440\u0435\u043d\u0441\u0443 Unihost \u043d\u0430\u0434\u0430\u0454<\/strong>:<\/p>\n

        \n
      • SLA-\u043f\u0440\u043e\u0444\u0456\u043b\u0456 \u043c\u0435\u0440\u0435\u0436\u0456<\/strong> \u0442\u0430 \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u0456 VLAN \u0434\u043b\u044f \u0441\u0442\u0430\u0431\u0456\u043b\u044c\u043d\u0438\u0445 p95\/p99 \u0443 \u043f\u0456\u043a\u0430\u0445.<\/li>\n
      • \u041b\u043e\u043a\u0430\u043b\u044c\u043d\u0438\u0439 \u043a\u0435\u0448 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0456 \u0442\u043e\u043a\u0435\u043d\u0456\u0437\u0430\u0442\u043e\u0440\u0456\u0432<\/strong> \u043d\u0430 NVMe, \u0449\u043e\u0431 \u0443\u043d\u0438\u043a\u043d\u0443\u0442\u0438 \u0445\u043e\u043b\u043e\u0434\u043d\u0438\u0445 \u0441\u0442\u0430\u0440\u0442\u0456\u0432.<\/li>\n
      • \u0413\u0430\u0440\u044f\u0447\u0456 \u0442\u0430 \u00ab\u0442\u0435\u043f\u043b\u0456\u00bb \u043f\u0443\u043b\u0438.<\/strong> \u041f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u0456 \u043c\u043e\u0434\u0435\u043b\u0456 \u043d\u0430 GPU \u0432\u0443\u0437\u043b\u0430\u0445 \u043f\u043e\u0441\u0442\u0456\u0439\u043d\u043e, \u0434\u0440\u0443\u0433\u043e\u0440\u044f\u0434\u043d\u0456 \u2014 \u043d\u0430 \u0435\u043b\u0430\u0441\u0442\u0438\u0447\u043d\u0438\u0445 \u043f\u0443\u043b\u0430\u0445; \u0430\u0432\u0442\u043e\u0441\u043a\u0435\u0439\u043b\u0456\u043d\u0433 \u0437\u0430 \u0447\u0435\u0440\u0433\u0430\u043c\u0438.<\/li>\n
      • \u0406\u0437\u043e\u043b\u044f\u0446\u0456\u044f \u0441\u0435\u0440\u0435\u0434\u043e\u0432\u0438\u0449.<\/strong> \u0420\u0456\u0437\u043d\u0456 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a\u0438 \u0439 \u0434\u0440\u0430\u0439\u0432\u0435\u0440\u0438 \u0443 \u0432\u043b\u0430\u0441\u043d\u0438\u0445 \u043a\u043e\u043d\u0442\u0443\u0440\u0430\u0445.<\/li>\n
      • \u0421\u043f\u043e\u0441\u0442\u0435\u0440\u0435\u0436\u0443\u0432\u0430\u043d\u0456\u0441\u0442\u044c.<\/strong> \u041c\u0435\u0442\u0440\u0438\u043a\u0438 throughput, \u0442\u043e\u043a\u0435\u043d\u0438\/\u0441\u0435\u043a, p95\/p99 latency, \u0447\u0435\u0440\u0433\u0438, \u043a\u043e\u0435\u0444\u0456\u0446\u0456\u0454\u043d\u0442 \u043f\u043e\u043c\u0438\u043b\u043e\u043a. \u0410\u043b\u0435\u0440\u0442\u0438 \u0437\u0430\u0432\u2019\u044f\u0437\u0430\u043d\u0456 \u043d\u0430 \u0434\u0438\u043d\u0430\u043c\u0456\u043a\u0443 \u00ab\u0445\u0432\u043e\u0441\u0442\u0456\u0432\u00bb.<\/li>\n<\/ul>\n

        RAG \u0456 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0456 \u0437\u043d\u0430\u043d\u043d\u044f: \u0448\u0432\u0438\u0434\u043a\u0438\u0439 \u0440\u0435\u0442\u0440\u0438\u0432\u0435\u0440 \u0432\u0430\u0436\u043b\u0438\u0432\u0456\u0448\u0438\u0439 \u0437\u0430 \u00ab\u043c\u0456\u043b\u044c\u044f\u0440\u0434\u0438 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0456\u0432\u00bb<\/strong><\/p>\n

        \u0423 2025 \u0431\u0456\u043b\u044c\u0448\u0456\u0441\u0442\u044c \u043a\u0435\u0439\u0441\u0456\u0432 \u2014 \u0446\u0435 RAG-\u0430\u0440\u0445\u0456\u0442\u0435\u043a\u0442\u0443\u0440\u0438<\/strong>, \u0430 \u043d\u0435 \u00ab\u0447\u0438\u0441\u0442\u0456 LLM\u00bb. \u041a\u043b\u044e\u0447\u043e\u0432\u0435:<\/p>\n

          \n
        • \u0406\u043d\u0434\u0435\u043a\u0441\u0438 \u0439 \u0432\u0435\u043a\u0442\u043e\u0440\u043d\u0456 \u0441\u0445\u043e\u0432\u0438\u0449\u0430.<\/strong> FAISS\/HNSW \u0447\u0438 \u0441\u043f\u0435\u0446\u0456\u0430\u043b\u0456\u0437\u043e\u0432\u0430\u043d\u0456 \u0434\u0432\u0438\u0436\u043a\u0438, \u0440\u043e\u0437\u043c\u0456\u0440 \u0435\u043c\u0431\u0435\u0434\u0434\u0438\u043d\u0433\u0456\u0432, \u0448\u0430\u0440\u0434\u0438\u043d\u0433, \u043a\u0435\u0448.<\/li>\n
        • \u041e\u043d\u043e\u0432\u043b\u0435\u043d\u043d\u044f.<\/strong> \u0420\u0435\u0433\u0443\u043b\u044f\u0440\u043d\u0456 job\u2019\u0438 \u0434\u043b\u044f \u0456\u043d\u0434\u0435\u043a\u0441\u0456\u0432, \u0434\u0435\u0434\u0443\u043f\u043b\u0456\u043a\u0430\u0446\u0456\u044f, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0434\u0440\u0435\u0439\u0444\u0443.<\/li>\n
        • \u0411\u0435\u0437\u043f\u0435\u043a\u0430 \u0434\u043e\u0441\u0442\u0443\u043f\u0443.<\/strong> AuthZ \u043d\u0430 \u0440\u0456\u0432\u043d\u0456 \u0434\u0436\u0435\u0440\u0435\u043b, \u043c\u0430\u0441\u043a\u0443\u0432\u0430\u043d\u043d\u044f \u043f\u043e\u043b\u0456\u0432, \u0430\u0443\u0434\u0438\u0442 \u0437\u0430\u043f\u0438\u0442\u0456\u0432.<\/li>\n
        • \u0428\u0432\u0438\u0434\u043a\u0456\u0441\u0442\u044c \u043a\u043e\u043d\u0432\u0435\u0454\u0440\u0430.<\/strong> \u0423 RAG \u0432\u0430\u0436\u043b\u0438\u0432\u0438\u0439 \u0437\u0430\u0433\u0430\u043b\u044c\u043d\u0438\u0439 p95: \u0440\u0435\u0442\u0440\u0438\u0432 + \u0440\u0430\u043d\u0436\u0443\u0432\u0430\u043d\u043d\u044f + \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0456\u044f. \u041c\u0438 \u043e\u043f\u0442\u0438\u043c\u0456\u0437\u0443\u0454\u043c\u043e \u043c\u0435\u0440\u0435\u0436\u0443 \u0439 NVMe \u043f\u0456\u0434 \u0446\u0435.<\/li>\n<\/ul>\n

          \u0410\u0433\u0435\u043d\u0442\u043d\u0456 \u0441\u0446\u0435\u043d\u0430\u0440\u0456\u0457: \u0434\u043e\u0432\u0433\u0456 \u0441\u0435\u0441\u0456\u0457 \u0442\u0430 \u0441\u0442\u0456\u0439\u043a\u0438\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442<\/strong><\/p>\n

          \u0410\u0433\u0435\u043d\u0442\u0438 (sales-\u0431\u043e\u0442\u0438, \u043f\u0456\u0434\u0442\u0440\u0438\u043c\u043a\u0430, \u0434\u043e\u0441\u043b\u0456\u0434\u043d\u0438\u043a\u0438) \u043f\u0440\u0430\u0446\u044e\u044e\u0442\u044c \u0433\u043e\u0434\u0438\u043d\u0430\u043c\u0438. \u0414\u043b\u044f \u043d\u0438\u0445:<\/p>\n

            \n
          • \u0417\u0431\u0435\u0440\u0435\u0436\u0435\u043d\u043d\u044f \u0442\u0430 \u0432\u0456\u0434\u043d\u043e\u0432\u043b\u0435\u043d\u043d\u044f \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0443<\/strong> \u043d\u0430 NVMe \u0447\u0438 \u0443 \u0448\u0432\u0438\u0434\u043a\u0456\u0439 \u0411\u0414; RAG-\u043f\u0456\u0434\u0442\u0440\u0438\u043c\u043a\u0430 \u0437 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0435\u043c \u0432\u0438\u0442\u043e\u043a\u0456\u0432.<\/li>\n
          • \u0422\u0430\u0439\u043c\u0430\u0443\u0442\u0438 \u0442\u0430 \u0437\u0432\u043e\u0440\u043e\u0442\u043d\u0456\u0441\u0442\u044c.<\/strong> \u041b\u0430\u043d\u0446\u044e\u0436\u043a\u0438 \u043a\u0440\u043e\u043a\u0456\u0432 \u0456\u0437 \u0447\u0435\u043a\u043f\u043e\u0456\u043d\u0442\u0430\u043c\u0438 \u0442\u0430 rollback.<\/li>\n
          • \u0412\u0430\u0440\u0442\u0456\u0441\u0442\u044c \u0435\u043f\u0456\u0437\u043e\u0434\u0443.<\/strong> \u041b\u0456\u043c\u0456\u0442\u0438 \u043d\u0430 \u0442\u043e\u043a\u0435\u043d\u0438, \u0437\u0430\u0442\u0440\u0438\u043c\u043a\u0438, \u0437\u043e\u0432\u043d\u0456\u0448\u043d\u0456 \u0432\u0438\u043a\u043b\u0438\u043a\u0438; \u0437\u0432\u0456\u0442\u0438 \u043f\u043e \u0432\u0430\u0440\u0442\u043e\u0441\u0442\u0456 \u0441\u0435\u0441\u0456\u0457.<\/li>\n
          • \u041c\u0435\u0440\u0435\u0436\u0435\u0432\u0456 SLO.<\/strong> QoS \u0434\u043b\u044f \u0437\u043e\u0432\u043d\u0456\u0448\u043d\u0456\u0445 API, \u0449\u043e\u0431 \u0430\u0433\u0435\u043d\u0442 \u043d\u0435 \u00ab\u043f\u0440\u043e\u0432\u0430\u043b\u044e\u0432\u0430\u0432\u00bb \u0434\u0456\u0430\u043b\u043e\u0433 \u0447\u0435\u0440\u0435\u0437 \u0447\u0443\u0436\u0438\u0439 SLA.<\/li>\n<\/ul>\n

            MLOps \u044f\u043a \u0434\u0438\u0441\u0446\u0438\u043f\u043b\u0456\u043d\u0430: \u0432\u0456\u0434\u0442\u0432\u043e\u0440\u044e\u0432\u0430\u043d\u0456\u0441\u0442\u044c \u043f\u043e\u043d\u0430\u0434 \u00ab\u0433\u0435\u0440\u043e\u0457\u0437\u043c\u00bb<\/strong><\/p>\n

            \u041c\u0438 \u0432\u043f\u0440\u043e\u0432\u0430\u0434\u0436\u0443\u0454\u043c\u043e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438:<\/p>\n

              \n
            • \u041a\u0430\u0442\u0430\u043b\u043e\u0433\u0438 \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0456\u0432, \u0432\u0435\u0440\u0441\u0456\u043e\u043d\u0443\u0432\u0430\u043d\u043d\u044f.<\/strong> \u041f\u0440\u0430\u0432\u0430 \u0434\u043e\u0441\u0442\u0443\u043f\u0443, lineage.<\/li>\n
            • \u0420\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0456\u0457 \u043c\u043e\u0434\u0435\u043b\u0435\u0439.<\/strong> \u041f\u043e\u043b\u0456\u0442\u0438\u043a\u0430 \u043f\u0440\u043e\u043c\u043e\u0443\u0448\u0435\u043d\u0430 (staging \u2192 canary \u2192 prod), \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0441\u0443\u043c.<\/li>\n
            • CI\/CD \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u0438.<\/strong> \u0422\u0435\u0441\u0442\u0438, \u0441\u0442\u0430\u0442\u0430\u043d\u0430\u043b\u0456\u0437, rollback.<\/li>\n
            • \u041f\u043e\u043b\u0456\u0442\u0438\u043a\u0430 \u0435\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0456\u0432.<\/strong> \u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u043d\u0438\u0439 \u043b\u043e\u0433 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0456\u0432, \u0430\u0432\u0442\u043e\u0437\u0432\u0456\u0442\u0438.<\/li>\n
            • SRE-\u043a\u0443\u043b\u044c\u0442\u0443\u0440\u0430.<\/strong> \u0414\u0435\u0436\u0443\u0440\u0441\u0442\u0432\u0430, SLO\/SLA, \u043f\u043e\u0441\u0442\u043c\u043e\u0440\u0442\u0435\u043c\u0438, \u0430\u043b\u0435\u0440\u0442\u0438 \u043f\u043e \u00ab\u0445\u0432\u043e\u0441\u0442\u0430\u0445\u00bb.<\/li>\n<\/ul>\n

              \u0411\u0435\u0437\u043f\u0435\u043a\u0430 \u0442\u0430 \u043a\u043e\u043c\u043f\u043b\u0430\u0454\u043d\u0441: \u043f\u0440\u0438\u0441\u043a\u043e\u0440\u044e\u0432\u0430\u0442\u0438, \u0430 \u043d\u0435 \u0433\u0430\u043b\u044c\u043c\u0443\u0432\u0430\u0442\u0438 \u0440\u0435\u043b\u0456\u0437\u0438<\/strong><\/p>\n

              AI \u0447\u0430\u0441\u0442\u043e \u0437\u0430\u0447\u0456\u043f\u0430\u0454 \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u0456 \u0434\u0430\u043d\u0456. \u0423 Unihost:<\/p>\n

                \n
              • \u0421\u0435\u0433\u043c\u0435\u043d\u0442\u0430\u0446\u0456\u044f \u043f\u043e \u043a\u0440\u0430\u0457\u043d\u0430\u0445 \u0456 \u0441\u0435\u0440\u0435\u0434\u043e\u0432\u0438\u0449\u0430\u0445,<\/strong> \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u0456 VLAN\/VRF, ACL, \u0430\u0443\u0434\u0438\u0442.<\/li>\n
              • \u0421\u0435\u043a\u0440\u0435\u0442\u0438 \u0442\u0430 \u043a\u043b\u044e\u0447\u0456,<\/strong> HSM\/TPM, \u0448\u0438\u0444\u0440\u0443\u0432\u0430\u043d\u043d\u044f \u00ab\u0443 \u0441\u043f\u043e\u043a\u043e\u0457\u00bb \u0456 \u00ab\u0432 \u0440\u0443\u0441\u0456\u00bb.<\/li>\n
              • \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0434\u043e\u0441\u0442\u0443\u043f\u0443 \u0434\u043e train\/test\/val,<\/strong> \u043b\u043e\u0433\u0443\u0432\u0430\u043d\u043d\u044f \u0456\u043c\u043f\u043e\u0440\u0442\u0443\/\u0435\u043a\u0441\u043f\u043e\u0440\u0442\u0443.<\/li>\n
              • RAG-\u0441\u0430\u043d\u0438\u0442\u0430\u0439\u0437\u0435\u0440\u0438,<\/strong> \u0449\u043e \u0437\u0430\u0445\u0438\u0449\u0430\u044e\u0442\u044c \u0432\u0456\u0434 \u0456\u043d\u2019\u0454\u043a\u0446\u0456\u0439.<\/li>\n
              • \u0410\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u0438 \u0434\u043b\u044f \u043f\u0435\u0440\u0435\u0432\u0456\u0440\u043e\u043a,<\/strong> \u0449\u043e\u0431 \u0430\u0443\u0434\u0438\u0442 \u043d\u0435 \u0437\u0430\u0442\u0440\u0438\u043c\u0443\u0432\u0430\u0432 \u0440\u0435\u043b\u0456\u0437.<\/li>\n<\/ul>\n

                \u0415\u043a\u043e\u043d\u043e\u043c\u0456\u043a\u0430 AI-\u043d\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0435\u043d\u044c: \u0440\u0430\u0445\u0443\u0432\u0430\u0442\u0438 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442, \u0430 \u043d\u0435 GPU-\u0433\u043e\u0434\u0438\u043d\u0438<\/strong><\/p>\n

                \u041a\u043b\u044e\u0447\u043e\u0432\u0430 \u043c\u0435\u0442\u0440\u0438\u043a\u0430 \u2014 \u0432\u0430\u0440\u0442\u0456\u0441\u0442\u044c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0443<\/strong>: \u0432\u0430\u0440\u0442\u0456\u0441\u0442\u044c \u0435\u043f\u043e\u0445\u0438 \u0434\u043e \u043f\u043e\u0442\u0440\u0456\u0431\u043d\u043e\u0457 \u043c\u0435\u0442\u0440\u0438\u043a\u0438, \u0446\u0456\u043d\u0430 \u0456\u043d\u0444\u0435\u0440\u0435\u043d\u0441\u0443 \u043d\u0430 \u043a\u043e\u0440\u0438\u0441\u0442\u0443\u0432\u0430\u0447\u0430, \u0435\u0444\u0435\u043a\u0442 p99 \u043d\u0430 \u0432\u043e\u0440\u043e\u043d\u043a\u0443. \u041c\u0438:<\/p>\n

                  \n
                • \u0411\u0443\u0434\u0443\u0454\u043c\u043e TCO.<\/strong> \u0417\u0430\u043b\u0456\u0437\u043e\/\u043c\u0435\u0440\u0435\u0436\u0430\/\u0441\u0445\u043e\u0432\u0438\u0449\u0435, \u0434\u0430\u043d\u0456, \u0456\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u0456 \u0433\u043e\u0434\u0438\u043d\u0438, \u043b\u0456\u0446\u0435\u043d\u0437\u0456\u0457, \u043f\u0440\u043e\u0441\u0442\u0456\u0439.<\/li>\n
                • \u0412\u0438\u0434\u0456\u043b\u044f\u0454\u043c\u043e \u00ab\u0434\u043e\u0440\u043e\u0433\u0456 \u043c\u0456\u0441\u0446\u044f\u00bb.<\/strong> \u0422\u0440\u0430\u043d\u0441\u043f\u043e\u0440\u0442, \u0432\u0443\u0437\u044c\u043a\u0456 NVMe, \u043d\u0435\u0435\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0456 \u043f\u0435\u0440\u0435\u043e\u0431\u0443\u0447\u0435\u043d\u043d\u044f.<\/li>\n
                • \u041f\u0440\u043e\u043f\u043e\u043d\u0443\u0454\u043c\u043e \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u0438.<\/strong> Parameter-efficient fine-tuning, \u0434\u0438\u0441\u0442\u0438\u043b\u044f\u0446\u0456\u044f, \u043a\u0435\u0448\u0443\u0432\u0430\u043d\u043d\u044f, \u043a\u043e\u043c\u043f\u0440\u0435\u0441\u0456\u044f.<\/li>\n
                • \u041f\u0440\u043e\u0437\u043e\u0440\u0438\u0439 \u0431\u0456\u043b\u0456\u043d\u0433.<\/strong> \u041a\u0430\u0440\u0442\u0438\/SWIFT\/\u0440\u0430\u0445\u0443\u043d\u043a\u0438 \u043d\u0430 \u0440\u0456\u0437\u043d\u0456 \u044e\u0440\u043e\u0441\u043e\u0431\u0438.<\/li>\n<\/ul>\n

                  \u0421\u043f\u043e\u0441\u0442\u0435\u0440\u0435\u0436\u0443\u0432\u0430\u043d\u0456\u0441\u0442\u044c: \u0431\u0430\u0447\u0438\u0442\u0438 \u0434\u0435\u0433\u0440\u0430\u0434\u0430\u0446\u0456\u044e \u0434\u043e \u0456\u043d\u0446\u0438\u0434\u0435\u043d\u0442\u0443<\/strong><\/p>\n

                  \u0423 \u043f\u0440\u043e\u0434\u0456 \u0432\u0430\u0436\u043b\u0438\u0432\u0456 \u00ab\u0445\u0432\u043e\u0441\u0442\u0438\u00bb. \u041c\u0438 \u0437\u0431\u0438\u0440\u0430\u0454\u043c\u043e:<\/p>\n

                    \n
                  • \u041c\u0435\u0442\u0440\u0438\u043a\u0438 \u0442\u0440\u0435\u043d\u0456\u043d\u0433\u0443.<\/strong> \u0427\u0430\u0441 \u0435\u043f\u043e\u0445\u0438\/\u0456\u0442\u0435\u0440\u0430\u0446\u0456\u0457, \u043a\u043e\u043c\u0443\u043d\u0456\u043a\u0430\u0446\u0456\u0457, GPU\/CPU, I\/O.<\/li>\n
                  • \u041c\u0435\u0442\u0440\u0438\u043a\u0438 \u0441\u0435\u0440\u0432\u0456\u0441\u0443.<\/strong> Throughput, \u0442\u043e\u043a\u0435\u043d\u0438\/\u0441\u0435\u043a, p95\/p99, \u0442\u0430\u0439\u043c\u0430\u0443\u0442\u0438, cold start, cache hit.<\/li>\n
                  • \u0422\u0440\u0435\u0439\u0441\u0438\u043d\u0433.<\/strong> \u0412\u0456\u0434 \u0437\u0430\u043f\u0438\u0442\u0443 \u0434\u043e \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0456\u0457, \u0437 \u043a\u043e\u0440\u0435\u043b\u044f\u0446\u0456\u0454\u044e \u0437 \u0440\u0435\u043b\u0456\u0437\u0430\u043c\u0438.<\/li>\n
                  • \u0410\u043b\u0435\u0440\u0442\u0438 \u0442\u0430 runbook\u2019\u0438.<\/strong> \u041f\u043e\u0440\u043e\u0433\u0438 \u043f\u043e \u0445\u0432\u043e\u0441\u0442\u0430\u0445, \u043a\u0440\u043e\u043a\u0438 \u0434\u0456\u0430\u0433\u043d\u043e\u0441\u0442\u0438\u043a\u0438, \u0435\u0441\u043a\u0430\u043b\u0430\u0446\u0456\u044f.<\/li>\n<\/ul>\n

                    \u041c\u0435\u0440\u0435\u0436\u0430 \u0434\u043b\u044f AI: 10\/25\/40\/100 Gbps \u0431\u0435\u0437 \u0441\u044e\u0440\u043f\u0440\u0438\u0437\u0456\u0432<\/strong><\/p>\n

                    \u0420\u043e\u0437\u043f\u043e\u0434\u0456\u043b\u0435\u043d\u0456 \u0433\u0440\u0430\u0444\u0438 \u0439 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u0438 \u0432\u0438\u043c\u0430\u0433\u0430\u044e\u0442\u044c \u0434\u0435\u0442\u0435\u0440\u043c\u0456\u043d\u043e\u0432\u0430\u043d\u043e\u0457 \u043c\u0435\u0440\u0435\u0436\u0456:<\/p>\n

                      \n
                    • IX-\u043f\u0440\u043e\u043a\u0441\u0456\u043c\u0456\u0442\u0456<\/strong> \u0442\u0430<\/strong> multi-homed BGP.<\/strong><\/li>\n
                    • QoS\/ECN,<\/strong> \u0449\u043e\u0431 \u0440\u0435\u043f\u043b\u0456\u043a\u0430\u0446\u0456\u0457 \u043d\u0435 \u0434\u0443\u0448\u0438\u043b\u0438 \u0456\u043d\u0444\u0435\u0440\u0435\u043d\u0441.<\/li>\n
                    • Offload \u043d\u0430 NIC<\/strong> (TSO\/LRO, RSS), SR-IOV\/DPDK<\/strong> \u0434\u043b\u044f \u0447\u0443\u0442\u043b\u0438\u0432\u0438\u0445 \u0441\u0435\u0440\u0432\u0456\u0441\u0456\u0432.<\/li>\n
                    • \u0404\u0434\u0438\u043d\u0430 \u043f\u043e\u043b\u0456\u0442\u0438\u043a\u0430 MTU.<\/strong> Jumbo \u0442\u0430\u043c, \u0434\u0435 \u043c\u043e\u0436\u043b\u0438\u0432\u043e, \u0456\u043d\u0430\u043a\u0448\u0435 \u2014 \u0441\u0442\u0440\u043e\u0433\u0438\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c.<\/li>\n<\/ul>\n

                      \u041a\u0435\u0439\u0441\u0438: \u0434\u0435 AI \u043d\u0430 Unihost \u0443\u0436\u0435 \u043f\u0440\u0430\u0446\u044e\u0454<\/strong><\/p>\n

                        \n
                      • \u041f\u0456\u0434\u0442\u0440\u0438\u043c\u043a\u0430 \u0439 \u043f\u0440\u043e\u0434\u0430\u0436\u0456.<\/strong> LLM + RAG-\u0431\u043e\u0442\u0438 \u0437\u043c\u0435\u043d\u0448\u0443\u044e\u0442\u044c \u0441\u0435\u0440\u0435\u0434\u043d\u0456\u0439 \u0447\u0430\u0441 \u0432\u0456\u0434\u043f\u043e\u0432\u0456\u0434\u0456, \u043f\u0456\u0434\u0432\u0438\u0449\u0443\u044e\u0442\u044c CSAT, \u0440\u043e\u0441\u0442\u0435 \u043a\u043e\u043d\u0432\u0435\u0440\u0441\u0456\u044f.<\/li>\n
                      • \u0424\u0456\u043d\u0442\u0435\u0445-\u0430\u043d\u0442\u0438\u0444\u0440\u043e\u0434.<\/strong> \u0413\u0456\u0431\u0440\u0438\u0434 \u043e\u043d\u043b\u0430\u0439\u043d-\u0456\u043d\u0444\u0435\u0440\u0435\u043d\u0441\u0443 \u0442\u0430 \u043e\u0444\u043b\u0430\u0439\u043d-\u043f\u0435\u0440\u0435\u043e\u0431\u0443\u0447\u0435\u043d\u043d\u044f; \u0441\u0442\u0430\u0431\u0456\u043b\u044c\u043d\u0438\u0439 p99 \u0430\u0432\u0442\u043e\u0440\u0438\u0437\u0430\u0446\u0456\u0439, \u0431\u0435\u0437\u043f\u0435\u0447\u043d\u0456 \u0440\u0435\u043b\u0456\u0437\u0438 \u0447\u0435\u0440\u0435\u0437 canary.<\/li>\n
                      • \u041c\u0435\u0434\u0456\u0430\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0438.<\/strong> \u041c\u0443\u043b\u044c\u0442\u0438\u043c\u043e\u0434\u0430\u043b\u044c\u043d\u0430 \u043c\u043e\u0434\u0435\u0440\u0430\u0446\u0456\u044f \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c\u0443 \u0447\u0430\u0441\u0456; \u043a\u0435\u0448\u0443\u0432\u0430\u043d\u043d\u044f \u0435\u043c\u0431\u0435\u0434\u0434\u0438\u043d\u0433\u0456\u0432 \u0437\u043d\u0438\u0436\u0443\u0454 \u0432\u0430\u0440\u0442\u0456\u0441\u0442\u044c.<\/li>\n
                      • SaaS.<\/strong> API-\u0434\u043e\u0441\u0442\u0443\u043f \u0434\u043e \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0456 \u0440\u0435\u0442\u0440\u0438\u0432\u0435\u0440\u0456\u0432; \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0443\u0432\u0430\u043d\u043d\u044f \u0431\u0435\u0437 \u043d\u0456\u0447\u043d\u0438\u0445 \u00ab\u043f\u043e\u0436\u0435\u0436\u00bb.<\/li>\n<\/ul>\n

                        \u041f\u0435\u0440\u0448\u0456 30 \u0434\u043d\u0456\u0432 \u043c\u0456\u0433\u0440\u0430\u0446\u0456\u0457<\/strong><\/p>\n

                        \u0414\u043d\u0456 1\u20133.<\/strong> \u0411\u0440\u0438\u0444, \u0446\u0456\u043b\u0456, \u043c\u0435\u0442\u0440\u0438\u043a\u0438, \u043b\u043e\u043a\u0430\u0446\u0456\u0457, \u043f\u043b\u0430\u0442\u0435\u0436\u0456.
                        \n\u0422\u0438\u0436\u0434\u0435\u043d\u044c 2.<\/strong> \u041f\u0456\u043b\u043e\u0442: \u043a\u043b\u0430\u0441\u0442\u0435\u0440, \u043d\u0430\u043b\u0430\u0448\u0442\u0443\u0432\u0430\u043d\u043d\u044f \u043c\u0435\u0440\u0435\u0436\u0456\/NVMe, \u0456\u043c\u043f\u043e\u0440\u0442 \u0434\u0430\u043d\u0438\u0445, dry-run \u0442\u0440\u0435\u043d\u0456\u043d\u0433\u0443 \u0439 \u0456\u043d\u0444\u0435\u0440\u0435\u043d\u0441\u0443, \u0441\u043f\u043e\u0441\u0442\u0435\u0440\u0435\u0436\u0443\u0432\u0430\u043d\u0456\u0441\u0442\u044c.
                        \n\u0422\u0438\u0436\u0434\u0435\u043d\u044c 3.<\/strong> \u041d\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0443\u0432\u0430\u043b\u044c\u043d\u0456 \u0442\u0435\u0441\u0442\u0438, canary, \u0442\u0435\u0441\u0442 \u0447\u0435\u043a\u043f\u043e\u0456\u043d\u0442\u0456\u0432, DR-\u0440\u0435\u043f\u0435\u0442\u0438\u0446\u0456\u044f.
                        \n\u0422\u0438\u0436\u0434\u0435\u043d\u044c 4.<\/strong> \u041f\u0440\u043e\u0434\u0430\u043a\u0448\u043d cutover, \u0437\u0432\u0456\u0442\u0438 \u043f\u043e \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u0445 \u0456 \u0431\u044e\u0434\u0436\u0435\u0442\u0443, \u0440\u043e\u0430\u0434\u043c\u0430\u043f \u043e\u043f\u0442\u0438\u043c\u0456\u0437\u0430\u0446\u0456\u0439.<\/p>\n

                        \u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c\u043d\u0438\u0439 \u0441\u043f\u0438\u0441\u043e\u043a \u043f\u0435\u0440\u0435\u0434 \u043f\u0440\u043e\u0434\u043e\u043c<\/strong><\/p>\n

                          \n
                        • \u0412\u0438\u0437\u043d\u0430\u0447\u0435\u043d\u0456 SLO \u043f\u043e p95\/p99.<\/li>\n
                        • \u0427\u0435\u043a\u043f\u043e\u0456\u043d\u0442\u0438 \u0432\u0456\u0434\u043d\u043e\u0432\u043b\u044e\u044e\u0442\u044c\u0441\u044f.<\/li>\n
                        • RAG-\u0456\u043d\u0434\u0435\u043a\u0441\u0438 \u043e\u043d\u043e\u0432\u043b\u044e\u044e\u0442\u044c\u0441\u044f \u0437\u0430 \u0433\u0440\u0430\u0444\u0456\u043a\u043e\u043c.<\/li>\n
                        • \u0410\u043b\u0435\u0440\u0442\u0438 \u043f\u043e \u0445\u0432\u043e\u0441\u0442\u0430\u0445, \u0430 \u043d\u0435 \u0441\u0435\u0440\u0435\u0434\u043d\u0456\u0445.<\/li>\n
                        • \u041f\u043b\u0430\u043d rollback \u043c\u043e\u0434\u0435\u043b\u0435\u0439\/\u0434\u0430\u043d\u0438\u0445.<\/li>\n
                        • \u0414\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0438 \u0434\u043b\u044f \u0430\u0443\u0434\u0438\u0442\u0443 \u0433\u043e\u0442\u043e\u0432\u0456.<\/li>\n<\/ul>\n

                          \u0412\u0438\u0441\u043d\u043e\u0432\u043e\u043a<\/strong><\/p>\n

                          AI-\u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438 \u0432\u0438\u0433\u0440\u0430\u044e\u0442\u044c \u0442\u0430\u043c, \u0434\u0435 \u0456\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0430 \u043f\u0456\u0434\u043b\u0430\u0448\u0442\u043e\u0432\u0430\u043d\u0430 \u043f\u0456\u0434 \u044f\u043a\u0456\u0441\u0442\u044c, \u0448\u0432\u0438\u0434\u043a\u0456\u0441\u0442\u044c \u0456 \u0432\u0430\u0440\u0442\u0456\u0441\u0442\u044c<\/strong>. \u0421\u0435\u0440\u0432\u0435\u0440\u0438 Unihost<\/strong> \u2014 \u0446\u0435 \u043d\u0435 \u043b\u0438\u0448\u0435 GPU. \u0426\u0435 \u0437\u0431\u0430\u043b\u0430\u043d\u0441\u043e\u0432\u0430\u043d\u0456 \u0441\u0438\u0441\u0442\u0435\u043c\u0438<\/strong> \u0437 NVMe, \u043c\u0435\u0440\u0435\u0436\u0435\u044e 25\/40\/100 Gbps, \u043e\u0440\u043a\u0435\u0441\u0442\u0440\u0430\u0446\u0456\u0454\u044e, \u0431\u0435\u0437\u043f\u0435\u043a\u043e\u044e \u0439 \u0441\u043f\u043e\u0441\u0442\u0435\u0440\u0435\u0436\u0443\u0432\u0430\u043d\u0456\u0441\u0442\u044e, \u044f\u043a\u0456 \u043f\u0440\u0438\u0441\u043a\u043e\u0440\u044e\u044e\u0442\u044c \u0442\u0440\u0435\u043d\u0443\u0432\u0430\u043d\u043d\u044f, \u0441\u0442\u0430\u0431\u0456\u043b\u0456\u0437\u0443\u044e\u0442\u044c \u0456\u043d\u0444\u0435\u0440\u0435\u043d\u0441 \u0456 \u0442\u0440\u0438\u043c\u0430\u044e\u0442\u044c \u0431\u044e\u0434\u0436\u0435\u0442\u0438 \u043f\u0456\u0434 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0435\u043c.<\/p>\n

                          \u0413\u043e\u0442\u043e\u0432\u0456 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u0438 \u043c\u043e\u0434\u0435\u043b\u0456 \u0431\u0435\u0437 \u043d\u0456\u0447\u043d\u0438\u0445 \u00ab\u0448\u0442\u0443\u0440\u043c\u0456\u0432\u00bb \u0456 \u0437 \u043f\u0440\u043e\u0437\u043e\u0440\u043e\u044e \u0435\u043a\u043e\u043d\u043e\u043c\u0456\u043a\u043e\u044e? \u041e\u0431\u0438\u0440\u0430\u0439\u0442\u0435 Unihost.<\/strong> \u041c\u0438 \u043f\u0456\u0434\u0431\u0435\u0440\u0435\u043c\u043e \u043a\u043e\u043d\u0444\u0456\u0433\u0443\u0440\u0430\u0446\u0456\u044e \u043f\u0456\u0434 \u0432\u0430\u0448\u0456 SLO, \u043f\u043e\u0433\u043e\u0434\u0438\u043c\u043e \u043f\u043b\u0430\u0442\u0435\u0436\u0456 \u0439 \u043f\u0435\u0440\u0435\u043d\u0435\u0441\u0435\u043c\u043e \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432 \u0431\u0435\u0437 \u0434\u0430\u0443\u043d\u0442\u0430\u0439\u043c\u0443<\/strong>.<\/p>\n","protected":false},"excerpt":{"rendered":"

                          \u0423 2025 \u0440\u043e\u0446\u0456 \u0448\u0442\u0443\u0447\u043d\u0438\u0439 \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442 \u0432\u0436\u0435 \u043d\u0435 \u0454 \u043b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u043d\u0438\u043c \u0435\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u043e\u043c \u2014 \u0432\u0456\u043d \u0441\u0442\u0430\u0432 \u0456\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u043d\u0438\u043c \u0448\u0430\u0440\u043e\u043c \u0434\u043b\u044f \u043c\u0430\u0439\u0436\u0435 \u0431\u0443\u0434\u044c-\u044f\u043a\u043e\u0433\u043e \u0446\u0438\u0444\u0440\u043e\u0432\u043e\u0433\u043e \u0431\u0456\u0437\u043d\u0435\u0441\u0443. \u0410\u0441\u0438\u0441\u0442\u0435\u043d\u0442\u0438 \u043d\u0430 \u0431\u0430\u0437\u0456 LLM \u043e\u0431\u0440\u043e\u0431\u043b\u044f\u044e\u0442\u044c \u0437\u0430\u043f\u0438\u0442\u0438 \u043a\u043b\u0456\u0454\u043d\u0442\u0456\u0432 \u0456 \u0437\u0434\u0456\u0439\u0441\u043d\u044e\u044e\u0442\u044c \u043f\u0440\u043e\u0434\u0430\u0436\u0456, RAG-\u0441\u0438\u0441\u0442\u0435\u043c\u0438 \u0434\u0456\u0441\u0442\u0430\u044e\u0442\u044c \u0444\u0430\u043a\u0442\u0438 \u0437 \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u0438\u0445 \u0431\u0430\u0437 \u0437\u043d\u0430\u043d\u044c, \u0430\u0433\u0435\u043d\u0442\u0438 \u043f\u0440\u0430\u0446\u044e\u044e\u0442\u044c \u0443 \u0441\u043a\u043b\u0430\u0434\u043d\u0438\u0445 \u0441\u0435\u0440\u0435\u0434\u043e\u0432\u0438\u0449\u0430\u0445, \u0430 \u043c\u0443\u043b\u044c\u0442\u0438\u043c\u043e\u0434\u0430\u043b\u044c\u043d\u0456 \u043c\u043e\u0434\u0435\u043b\u0456 \u0430\u043d\u0430\u043b\u0456\u0437\u0443\u044e\u0442\u044c \u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u043d\u044f, \u043c\u043e\u0432\u0443 \u0442\u0430 \u0432\u0456\u0434\u0435\u043e. \u0423\u0441\u0456 \u0446\u0456 \u043d\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0435\u043d\u043d\u044f \u043e\u0431\u0447\u0438\u0441\u043b\u044e\u0432\u0430\u043b\u044c\u043d\u043e \u0442\u0430 […]<\/p>\n","protected":false},"author":7,"featured_media":7498,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[33,48],"tags":[],"class_list":["post-7476","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-itnews_uk","category-ai","has-post-title","has-post-date","has-post-category","has-post-tag","has-post-comment","has-post-author",""],"yoast_head":"\nAI Meets Hosting: \u044f\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u0438 Unihost \u043d\u0430\u0432\u0447\u0430\u044e\u0442\u044c \u0431\u043e\u0442\u0456\u0432, \u0449\u043e \u0444\u043e\u0440\u043c\u0443\u044e\u0442\u044c 2025 \u0440\u0456\u043a - Unihost.com Blog<\/title>\n<meta name=\"description\" content=\"\u042f\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u0438 Unihost \u043d\u0430\u0432\u0447\u0430\u044e\u0442\u044c AI 2025: GPU \u0434\u043b\u044f LLM, \u0448\u0432\u0438\u0434\u043a\u0456 NVMe \u0456 10 Gbps, \u043d\u0430\u0434\u0456\u0439\u043d\u0430 \u043c\u0435\u0440\u0435\u0436\u0430, MLOps \u0442\u0430 \u043f\u0456\u0434\u0442\u0440\u0438\u043c\u043a\u0430 24\/7 \u0434\u043b\u044f \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u043e\u0433\u043e \u0456\u043d\u0444\u0435\u0440\u0435\u043d\u0441\u0443.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/unihost.com\/blog\/uk\/ai-meets-hosting-2025\/\" \/>\n<meta property=\"og:locale\" content=\"uk_UA\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI Meets Hosting: \u044f\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u0438 Unihost \u043d\u0430\u0432\u0447\u0430\u044e\u0442\u044c \u0431\u043e\u0442\u0456\u0432, \u0449\u043e \u0444\u043e\u0440\u043c\u0443\u044e\u0442\u044c 2025 \u0440\u0456\u043a - Unihost.com Blog\" \/>\n<meta property=\"og:description\" content=\"\u042f\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u0438 Unihost \u043d\u0430\u0432\u0447\u0430\u044e\u0442\u044c AI 2025: GPU \u0434\u043b\u044f LLM, \u0448\u0432\u0438\u0434\u043a\u0456 NVMe \u0456 10 Gbps, \u043d\u0430\u0434\u0456\u0439\u043d\u0430 \u043c\u0435\u0440\u0435\u0436\u0430, MLOps \u0442\u0430 \u043f\u0456\u0434\u0442\u0440\u0438\u043c\u043a\u0430 24\/7 \u0434\u043b\u044f \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u043e\u0433\u043e \u0456\u043d\u0444\u0435\u0440\u0435\u043d\u0441\u0443.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/unihost.com\/blog\/uk\/ai-meets-hosting-2025\/\" \/>\n<meta property=\"og:site_name\" content=\"Unihost.com Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/unihost\" \/>\n<meta property=\"article:published_time\" content=\"2025-09-26T15:54:21+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-03-18T11:41:29+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/unihost.com\/blog\/minio.php?2017\/03\/logo7.png\" \/>\n\t<meta property=\"og:image:width\" content=\"200\" \/>\n\t<meta property=\"og:image:height\" content=\"34\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Alex Shevchuk\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@unihost\" \/>\n<meta name=\"twitter:site\" content=\"@unihost\" \/>\n<meta name=\"twitter:label1\" content=\"\u041d\u0430\u043f\u0438\u0441\u0430\u043d\u043e\" \/>\n\t<meta name=\"twitter:data1\" content=\"Alex Shevchuk\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u041f\u0440\u0438\u0431\u043b. \u0447\u0430\u0441 \u0447\u0438\u0442\u0430\u043d\u043d\u044f\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 \u0445\u0432\u0438\u043b\u0438\u043d\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/unihost.com\/blog\/uk\/ai-meets-hosting-2025\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/unihost.com\/blog\/uk\/ai-meets-hosting-2025\/\"},\"author\":{\"name\":\"Alex Shevchuk\",\"@id\":\"https:\/\/unihost.com\/blog\/uk\/#\/schema\/person\/92e127fbc9a0ce4ca134886442a54474\"},\"headline\":\"AI Meets Hosting: \u044f\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u0438 Unihost \u043d\u0430\u0432\u0447\u0430\u044e\u0442\u044c \u0431\u043e\u0442\u0456\u0432, \u0449\u043e \u0444\u043e\u0440\u043c\u0443\u044e\u0442\u044c 2025 \u0440\u0456\u043a\",\"datePublished\":\"2025-09-26T15:54:21+00:00\",\"dateModified\":\"2026-03-18T11:41:29+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/unihost.com\/blog\/uk\/ai-meets-hosting-2025\/\"},\"wordCount\":991,\"publisher\":{\"@id\":\"https:\/\/unihost.com\/blog\/uk\/#organization\"},\"image\":{\"@id\":\"https:\/\/unihost.com\/blog\/uk\/ai-meets-hosting-2025\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/unihost.com\/blog\/minio.php?2017\/04\/M-lang.svg\",\"articleSection\":[\"\u0406\u0422 \u043d\u043e\u0432\u0438\u043d\u0438\",\"\u0428\u0406\"],\"inLanguage\":\"uk\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/unihost.com\/blog\/uk\/ai-meets-hosting-2025\/\",\"url\":\"https:\/\/unihost.com\/blog\/uk\/ai-meets-hosting-2025\/\",\"name\":\"AI Meets Hosting: \u044f\u043a \u0441\u0435\u0440\u0432\u0435\u0440\u0438 Unihost \u043d\u0430\u0432\u0447\u0430\u044e\u0442\u044c \u0431\u043e\u0442\u0456\u0432, \u0449\u043e \u0444\u043e\u0440\u043c\u0443\u044e\u0442\u044c 2025 \u0440\u0456\u043a - 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