Daniel Ivanov
RURSS

Notes tagged

#trusted-ai

3 posts

  • 2026-06-192 min read

    The full turn: the model is an API call

    The full turn: the model is an API call for kopecks. Two circuits — public on CPU, sovereign on-site. The edge lives in the layer above the model.

  • 2026-06-192 min read

    Picking the model for the hardware I have

    Picking a model for the trusted-AI build on 24 GB. The bench beat intuition: a MoE beat a dense model twice its size; 'thinking' only got in the way.

  • 2026-06-192 min read

    Do I even need my own GPU?

    VRAM is tight, rental's rising. I sat down to pick a GPU — and the real question turned out to be whether I need one at all.

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Daniel Ivanov · csylabsПолитика обработки ПДн© 2026