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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

Two papers published, more in progress. Each is a worked, sourced analysis, not a vendor pitch.

  • 01 / WhitepaperInference economics
    v3.3 · Jul 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. 19 sections, 14 charts, and 51 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 →
  • 02 / WhitepaperAI continuity
    v1.0 · Jul 2026

    Exit Strategies When AI Subscriptions Tighten

    What to do when Anthropic or OpenAI change the caps: a provider-independent continuity plan for engineering-critical AI. 16 sections, 3 charts, and 37 cited sources, from the anchor-workload cost math to gateways, managed-private routes, and the honest line on self-hosting.

    • Continuity
    • AI gateway
    • Multi-provider
    • Cost
    • EU residency
    Laszlo Adam Toth · Budapest, EURead the paper →