Freelancer profile translated to English.

Description

AI in regulated markets: Deterministic instead of hallucinating.

Most companies fail at AI integration due to a simple architectural flaw: they try to unlearn generative language models to lie (hallucinate). My approach for zero-error-tolerance industries is different: I don't let the model speak in the first place.

I am a system architect for deterministic machine learning infrastructures. I help teams use large language models not as risky text generators, but as highly precise semantic encoders. Through classic transfer learning and the training of dedicated output layers on the latent space, I transform unpredictable AI projects into auditable, provable systems (classification & information extraction).

Industry field of expertise

Languages

German
Native or bilingual
English
Fluent

Workplace preferences

Remote only

Primarily works remotely

PainlessPapers
CEO & Chief AI Architect | PainlessPapers
SOFTWARE PUBLISHING
January 2026 - Today (5 months)
Nordkirchen, Germany
As founder and technical visionary of PainlessPapers, I and my team develop LLM-based research methods for highly regulated and sensitive areas (especially medical technology, MDR compliance, and the pharmaceutical industry). Our core competence lies in the algorithmic reduction of hallucinations and the seamless auditability of AI processes through innovative latent space probing.
LLM NLP Agentic AI Python
Technische Universität Hamburg
Lead AI Researcher & PhD Candidate
RESEARCH
October 2021 - December 2025 (4 years and 2 months)
Hamburg, Germany
Project Lead (Industry Research "WLIBoro"): Leading AI integration into an endoscopic white light interferometer for damage detection in aircraft turbines. Responsible for architecture and sensor fusion in a zero-error-tolerance environment.

PhD Research (NLP & Auditability): Parallel development of mathematical models (latent space probing) for auditability and hallucination reduction of large language models for highly regulated areas.
LLM Computer Vision Project Management Research and Development