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EIGENWELT LABS · BERLIN

We build AI systems
their users can own.

Eigenwelt Labs works on continual learning, model steering, and domain-specialized AI systems. We build the stack as one system: structured knowledge, evaluation, training, models, controlled inference, and the applications people use to do the work.

Our current focus is law firms and regulated industries: work where confidentiality, institutional judgment, auditability, and ownership of the technology matter.

THE FOUNDERS

Research, law, and product engineering under one roof.

Christian-Hauke Poensgen
01

Christian-Hauke Poensgen

Co-founder · Law, software & AI ventures

Chris is a serial entrepreneur with a background in law and software engineering. He graduated with distinction in German law, earned an LL.M. from King's College London, and received awards for his university work. After working in legal research at Humboldt University of Berlin and King's College, he founded AI businesses and built award-winning software products.

LinkedIn ↗
Johann Frederik Machemer
02

Johann Frederik Machemer

Co-founder · Machine learning & SaaS

Johann is a published machine-learning researcher and serial SaaS founder. He connects research on model behavior and evaluation with the work of building practical software products, from experimental systems to applications that have to hold up in daily use.

LinkedIn ↗
BERLIN · 2026

Let's talk about your firm's AI stack.

Thirty minutes with the founders, covering models, knowledge infrastructure, or a concrete workflow.

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