KI für München is not a consultancy that delivers slide decks. Behind the brand is an AI platform engineer with the DNA of a senior test and quality engineer: over 15 years of making stochastic systems testable and provable — applied to AI agents today. What we recommend runs in production with us first.
PROFILE / 01
I build self-hosted multi-agent systems that run in production — not in a prototype. My approach: lock down the stochastic part of an LLM and make the workflow around it reproducible, verifiable and compliance-proof.
What sets me apart is more than 15 years of making stochastic systems testable and provable — test automation, the V-model, ISTQB. I apply exactly that craft to AI agents today. In over 3,000 hours with Claude, Codex and Gemini I built my own AI infrastructure self-taught and systematically linked it with my testing and developer know-how — data-sovereign and EU-AI-Act-/GDPR-compliant by design, self-hosted instead of cloud lock-in.
For decades I have worked end-to-end and on my own responsibility: I take full ownership of topics, stay closely embedded in the overall plan and communicate proactively. As an entrepreneur I plan, steer and decide ahead of time — so goals are reached quickly.
This experience, this insight and this knowledge I offer to companies that want to go the same way: analyse processes, identify value, implement, support. All from a single source.
CORE COMPETENCIES / 02
From agent orchestration to compliance at runtime — every layer rests on the same foundation: building systems you can trust.
K-01
The stochastic core locked down, the workflow around it provable.
K-02
AI on your own hardware — measurable and cost-controlled.
K-03
Over 15 years of making stochastic systems testable and provable.
K-04
Compliance not as an add-on, but as a runtime property.
SYSTEMS / 03
Three running systems that show our approach — each with governance gates, test hardening and clear handovers to humans.
S-01
Large Munich technology company · camera systems
S-02
ByteNubes GmbH
S-03
In-house development
CAREER / 04
Whoever sells governance must be able to prove it. Qualifications publicly verifiable — the path there over two decades of integration and test.
Brand “KI für München” since 2026. Full entrepreneurial responsibility: strategy, clients, delivery.
Test automation, HW/SW integration and storage qualification; today agentic CI automation.
Post-production handling as well as servers and editing systems.
TV post-production, later camera and media production as a second pillar — replaced by building the e-commerce business from 2020.
Networks, phone systems and security systems — early practice in systems integration and administration.
METHOD / 05
Our own organisation runs fully AI-driven. Every recommendation we make carries production load with us first — across five layers.
Enquiries, quotes and client communication run AI-assisted.
Code assistance, review automation and documentation in daily use.
Test-case derivation and automated regression — our own craft.
CI/CD with AI gates, monitoring and automated finding assessment.
Reporting, document management and planning — AI-led instead of hand-maintained.
Consultants recommend what they have read. Practitioners recommend what runs for them. If a tool does not survive our own evaluation, it never reaches your operation.
PRINCIPLES / 06
W-01
Self-hosted first. Your data, your knowledge, your models stay under your control — cloud only where it is demonstrably the better choice.
W-02
We lock down the stochastic part of an LLM and make the workflow around it reproducible: defined gates, clear handovers to humans, every system documented and auditable.
W-03
We are a small firm with big ambition: the client we have won stays. Because we are reachable, we deliver, and we stick with it.
Away from work: paraglider and ultralight pilot, photography and cameras — the closeness to precise technology stays, even in free time.
CONTACT / 07
A conversation says more than any website. Tell us where your company stands — we'll tell you honestly what we would do.