AI Engineer — Banská Bystrica, SK
I build autonomous agents, MCP servers, and retrieval systems for teams that need AI to work in production — privacy-first, observable, and GDPR-ready.
What I do
Autonomous, multi-step AI pipelines built around your process — with guardrails, confirm-before-act safety, and a decision path you can trace after the fact.
Custom Model Context Protocol servers that give models real tools and memory. I built my own predictive memory system on top of it.
Systems where the AI finds the relevant facts first and answers from them — not from guesswork. I've built full-text recall and retrieval-based personalization into my own tools.
AI that runs on your own hardware, with per-user isolation and a GDPR-conscious data model. I've shipped self-hosted multi-user AI and privacy-minimizing rebuilds for regulated sites.
Selected work
A full e-commerce and partner platform for car batteries on Supabase — architecture, data model, SEO, and automation end to end. Live in production.
sos-battery.sk ↗A predictive memory system for AI sessions — every interaction becomes a structured, queryable imprint with a confidence-scored prediction of what comes next.
Internal system — no public URLAgentic processing of email, calendar, and tasks — from triage to drafted replies, iterated across four generations of the system.
Private toolingA local, multi-user AI environment with per-user isolation and an explicit security model — AI that runs entirely on your own hardware.
Self-hosted — private deploymentHow I work
A demo that can't be deployed isn't finished. I build systems that actually run in production — deployed, monitored, and maintained, not just nice in a pitch.
Every decision an agent makes should be inspectable after the fact. Observability isn't a feature you bolt on later.
GDPR compliance comes from where the data lives, not from a checkbox. Local-first when it actually matters.
The value was never typing speed. It's knowing which trade-off to make, and being able to say why.
Off the clock, I'm drawn to questions of consciousness and quantum physics. I like systems that try to reason about themselves.
Let's build something
EU / DACH and remote. Tell me what you're trying to ship — I'll tell you honestly whether I'm the right person for it.