How LMXAI thinks about production AI.
Guides and FAQs written so a search engine — or an answering model — can retrieve a concrete position, not a slogan. Each article states its sources: an abstract, numbered sections and a checked reference list.
Sovereign AI FAQ
Private LLM deployment, vLLM, self-hosting vs sovereignty, GPUs and egress.
FAQ · EU AI ActEU AI Act FAQ for enterprise teams
Timelines, high-risk classification, Article 50, GPAI roles and what to document first.
EU AI Act · High-riskHigh-risk systems: classification and 2027
Annex III vs product-embedded, evidence in the architecture, current Commission timetable.
EU AI Act · Article 50Article 50: transparency and the 2 December deadline
Interaction disclosure, the Code of Practice, deepfake labels, and marking output by 2 December 2026.
EU AI Act · ProvenanceC2PA and AI watermarking for Article 50
Two marking layers, what each survives, a reference pipeline and a test plan.
EU AI Act · GPAIGPAI provider vs downstream integrator
Foundation-model roles, vendor due diligence and a production model register.
Sovereign AI · vLLMvLLM GPU sizing for sovereign inference
Traffic, KV cache and latency SLO — not parameter count — decide the cluster.
Sovereign AI · vLLMvLLM quantization: AWQ, GPTQ, FP8, INT4
Choose a format from hardware kernels, domain evals and a governed checkpoint.
Sovereign AI · vLLMProduction vLLM on Kubernetes
Gateway, default-deny egress, metrics and model rollouts without public-cloud burst.
FAQ · RAG & agentsProduction RAG and AI agents FAQ
Demos vs production, evaluation, tool use, LangGraph, permissions and safety.
Workspace vs CopilotSovereign AI workspace vs Microsoft Copilot
When a hosted tenant is enough — and when EU data cannot leave your boundary.
Compliance deliverableWhat an EU AI Act pack actually contains
Engineering evidence: inventory, classification, logging, technical file.
Enterprise AIEnterprise AI Integration: From Prototype to Production
Production-focused enterprise AI integration: document processing, RAG and access isolation.
InferenceSovereign vLLM deployment + vendor checklist
GPUs, no-egress networking, and procurement questions that matter.
RAG & agentsProduction RAG and agents
Cost, reliability gates, and EU-friendly vendors you can self-host.
EngagementFractional AI CTO — verify ownership
Repos, evals and runbooks. Not workshops as a substitute for a system.
DeliveryPrototype → production journey
The stall points EU teams skip, and the exit criteria LMXAI uses.