MCP servers · agent pipelines · autonomous loops

I build AI that works for you.

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15 minutes · online · no strings

5+projects running in production

10+essays on AI engineering

24/7agents and pipelines running

What I build

AI systems that finish the job

Not demos — operations. Every system ships with measurable output, tests, and clear ownership.

MCP servers

Tools that other people's agents use. I design and run MCP servers for real workflows — from internal data to automation.

Agent pipelines

From GitHub issue to merged PR with no human in the loop. Plan, patch, tests, review — agents drive the whole cycle.

Autonomous loops

Long-running workflows that watch themselves: research, monitoring, recurring jobs with checkpoints.

Evals & reliability

Anyone can demo an agent. I measure task success, human-intervention rate, and regressions — then tune the system on the numbers.

Selected work

Projects with context and impact

Fewer projects, more depth. Each one runs in production with real users.

ProdejUp

AI chatbot for Czech e-shops — installed in 30 minutes.

SaaS with a custom AI chatbot: Next.js, FastAPI, Stripe, and OpenRouter. Live product with paying customers.

Next.jsFastAPIStripeAI

BazényDnes

Pool-equipment e-shop I co-founded.

Complete e-commerce build from design to operations — catalog, orders, SEO, and content management.

E-commerceSEONext.js

Aster · internal

Aster

Local voice AI assistant — security-first, no cloud.

A personal "Jarvis": local voice control, a supervised browser, and guarded integrations. Privacy first.

Local AIVoiceSecurity

ShipGuard UE · internal

ShipGuard UE

Unreal Engine 5.8 plugin — packaging & hitch doctor.

A tool for game developers: build diagnostics and performance-hitch hunting right in the editor.

Unreal EngineC++Tooling

Cognera ERP · internal

Cognera ERP

Internal ERP system — full-stack work on a production team.

Java, Spring Boot, PostgreSQL, and React. Safe migrations, tests, and long-term maintenance of a real system.

JavaSpring BootPostgreSQLReact

All projects

Signature

From request to shipped change. Autonomously.

Agents plan, edit code, and test. The process that holds it together is my know-how.

1
Request
A task or bug report arrives. The system handles it end to end.
2
Plan
The agent gets precise project context and drafts a step-by-step approach.
3
Code change
Several agents work at once — no conflicts, no waiting.
4
Tests
Every change passes a check stricter than a typical review.
5
Shipped
You get a verified result, ready to deploy.

$new request — "add CSV export"
›agent: plan drafted (3 steps)
›agent: 4 files changed
›tests: 128 passed
›change approved → deployed

The sequence mirrors a real pipeline run; numbers are illustrative.

Writing