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LavX Managed Systems

EU-resident AI engineering for European business. RAG, LLMOps, agents, custom software. Model-agnostic, no vendor lock-in.

Budapest · EU · EU-resident AI engineering

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Technical library

Whitepapers.

Working-operator research on running frontier AI in production: model selection, inference economics, and the honest line between build, rent, and call an API.

Published

The papers

One paper published, more in progress. Each is a worked, sourced analysis, not a vendor pitch.

  • 01 / WhitepaperInference economics
    v3.0 · Jun 2026

    Self-Hosting Open-Weight Frontier Models for Production Workflows

    Which model, what hardware, what throughput, and what ROI, with GLM-5.2 and DeepSeek V4 as worked examples. 17 sections, 10 charts, and 39 cited sources, from footprint sizing to OpenRouter resale and EU AI Act exposure.

    • Self-hosting
    • Inference
    • ROI
    • EU residency
    • OpenRouter
    Laszlo Adam Toth · Budapest, EURead the paper →