AI Infrastructure & Sovereign Cloud

Private LLM platforms, Kubernetes at scale, and compliance-ready architectures for regulated industries.

Lead SRE with deep experience running GPU-accelerated AI workloads on bare metal Kubernetes. I design and build infrastructure that keeps data on your premises, meets GDPR and MiFID II requirements, and gives your team full operational ownership, no vendor lock-in.

Private AI Platform

Self-hosted LLM infrastructure that runs entirely on your premises, no data leaves your network.

  • OpenAI-compatible API gateway (LiteLLM) routing to local models
  • GPU inference on Kubernetes (Ollama, NVIDIA device plugin)
  • Vector database and RAG pipeline over your knowledge base
  • Full team handover: you own and operate it

Kubernetes Platform Engineering

Production-grade Kubernetes: HA control plane, GitOps, observability, storage: built to last.

  • kubeadm HA clusters on bare metal or cloud
  • Flux CD GitOps with encrypted secrets (SOPS + age)
  • Cilium eBPF networking, Prometheus/Grafana/Loki stack
  • Dynamic persistent storage via iSCSI or cloud block volumes

Sovereign Cloud & Compliance

Infrastructure designed for regulated industries: air-gapped, auditable, GDPR and MiFID II ready.

  • Data residency enforced at the architecture level
  • Zero-trust network policy with Cilium
  • Secrets encrypted in git, decrypted only at runtime
  • Audit trails and access controls your compliance team can verify

SRE & Incident Response

Senior SRE support: on-call escalation, post-mortem leadership, and platform reliability work.

  • Root cause analysis, not just symptom patching
  • Alerting and runbook gaps closed after every incident
  • Short-term embedded SRE engagements
  • AI-augmented observability tooling (sre-cli, MCP server)
How it works
1

You reach out

Tell me what's broken, what's growing, or what you want to build. 30 minutes, no commitment.

Free
2

You get a clear plan

A fixed price, a timeline, and exactly what you'll get. No ambiguity, no hourly surprises.

Within 48 hours
3

I build it

Work starts. You see progress throughout: updates in plain English, not technical reports.

Full visibility
4

It's yours

Complete handover with documentation. Your team runs it. You're never locked in to me.

No lock-in

Running a similar stack?

I take on short-term infrastructure and AI platform engagements. Book a free 30-minute call to talk through your situation.

Connect on LinkedIn → hello@t-12.io