Blog
Models, agents and the AI Act in practice.
What we learn on the job: when training a model pays off, how to build an agent you can trust, and what the law actually asks of companies. With numbers where we have them.
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Running a private LLM on your own server: models, setup and real costs
Which model size fits a narrow task, GGUF or vLLM, air-gapped setup, GDPR and the AI Act, cascades and EU cloud. What a private LLM on your server costs.
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Fine-tuning or RAG for documents in your language?
When retrieval (RAG) is the right answer, when training a model on your data is, and when you need both. With numbers from our public work.
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AI Act for SMEs after the Digital Omnibus: what still applies on 2 December 2026
Which EU AI Act obligations already apply, what the Digital Omnibus changed, what ends on 2 December 2026, and a six-step checklist for companies using AI.
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