JČ

Jozef Čambora

AI Engineer · Prague

I build production software agent-first — coding agents write most of the code, I own the architecture, the review and what ships — and I build the harness that makes that reliable: conventions, skills, runbooks and evaluation loops.

At Medevio I ship AI features into a healthcare product used by clinics in Czechia and Slovakia. Ten years in QA and release engineering before that is why I measure what agents produce instead of trusting it.

Jozef Čambora

Now

AI Engineer at Medevio since 2026

Medevio is a patient–doctor communication platform. I own the AI inside it, from prompt to rollout.

Selected work

Things I built and run

Everything here is real and mine. Most of it runs on a Raspberry Pi at home.

Huginn

in daily use

One inbox for every channel I have to answer.

Slack, Gmail, ClickUp, GitLab and Signal in one self-hosted dashboard: reply, draft, react or mark done from one place, with triage rules that learn from what I mark important or spam. OAuth through a static relay page, tokens sealed at rest, Web Push to the phone.

  • Bun
  • Hono
  • SQLite
  • React
  • OAuth

Source on GitHub

Jev model router for Claude Code

in daily use

Cheap turns on cheap models, the big model when it matters.

Per-turn model routing for Claude Code through one OpenRouter key: a local proxy classifies each request, picks the model and logs every decision. Zero-retention routing by design.

  • TypeScript
  • OpenRouter
  • Claude Code

Source on GitHub

Realiterier

paused

A real-estate watchdog that reads the ad text.

Scrapes four Czech property portals, normalises ads into PostgreSQL and extracts with an LLM what portals don’t categorise — pets allowed, no commission, brick or panel. Groups the same flat across portals, flags scam patterns and e-mails matching ads within minutes. Prepaid watchdogs through Stripe.

Hibernated on AWS since September 2026.

  • Bun
  • PostgreSQL
  • Drizzle
  • SES
  • Stripe
  • hexagonal

kviff.ai

seasonal

An AI guide to the Karlovy Vary film festival.

Crawls the festival programme, enriches films from TMDB, OMDB and ČSFD, embeds them and answers in chat: what to see tonight, what fits between two screenings, how far the venues are from each other. Per-user and global token budgets keep the bill predictable.

Runs during the festival in July; hibernated between editions.

  • Bun
  • Mastra
  • PostgreSQL
  • Next.js
  • Crawlee
  • Langfuse

Deskohraní

live

Registrations for the kids’ board-game club I run.

Sign-up form behind a self-made dice captcha, a capacity that closes the form itself, attendance per lesson, articles, CSV export, nightly backups. Zero-dependency Node 22 with node:sqlite, in Docker behind a Cloudflare tunnel.

  • Node 22
  • node:sqlite
  • Docker
  • Cloudflare

Live site (Czech)

Žižkostel

in progress

A community centre’s website its editors can run themselves.

Payload CMS and Next.js for a Prague community and cultural centre: events that fall into the archive by date, a Czech admin, drafts and versions, bilingual with Czech fallback, and roles an editor cannot escalate.

  • Payload CMS
  • Next.js
  • SQLite
  • Docker

Demo (Czech)

The home server

running

A Raspberry Pi that holds everything together.

A Signal assistant with local Czech speech-to-text, Gmail and Calendar tooling, a private family app and this site’s siblings — all in Docker behind one Cloudflare tunnel, with nightly restic backups to S3 and a watchdog that only speaks when a backup goes stale. AWS access bounded by IAM permission boundaries, every call audited.

  • Raspberry Pi
  • Docker
  • systemd
  • Cloudflare
  • restic
  • AWS IAM

More on GitHub: MCP servers, LangGraph examples, scrapers. github.com/jozso39

Before

Ten years of making software testable

2025 – 2026 ABUGO Group
AI Automation Engineer — AI agents for internal operations in n8n, Make and TypeScript: an AI-policy agent, website classification, a recruitment bot for Slack.
2020 – 2025 Make (Celonis)
Developer Experience Engineer, before that QA Lead — Release management and automated instance deployment. Started and drove the company-wide shift-left on quality.
2016 – 2020 Rohlík.cz · Zonky.cz · Accenture
QA Engineer, Test Engineering Analyst — Test automation for an online grocer, a fintech and enterprise clients.

AI Developer (robot_dreams, 2025) · CS50 (Harvard / edX, 2020)

Contact

Say hello

Hiring, a project, or a question about any of this — write to me. The address is behind a small proof that you are not a robot harvesting e-mails:

Give my name its háček — drag the ˇ onto the C, or just tap the C.

Jozef ambora

Or find me on LinkedIn · GitHub.