Welcome to my world
Secure Enterprise AI Automations
I architect scalable Data Pipelines, OCR Systems, and Secure AI Infrastructure. Specializing in
Python, Docker, and On-Premise solutions for regulated industries.
Backend Core
- Python
- FastAPI
- Docker
- PostgreSQL
AI Infrastructure
- LiveKit (Real-Time)
- vLLM (High-Perf Inference)
- RAG Pipelines
- Vector Databases
AUTOMATION & OPS
- Apache Airflow
- CI/CD Pipelines
- Grafana
- n8n
services
What I Build For You
End-to-end design and deployment of production-grade data pipelines and AI systems, on-premise, containerized, and built to enterprise standards.
I architect and deploy AI systems that never leave your network. Full control over your models, your data, and your compliance posture, no cloud dependencies.
Turning raw customer signals, reviews, emails, voice, into structured business intelligence. Automated pipelines that surface what your customers are actually telling you.
COMMUNITY
Technical Deep Dives & Tutorials
Index 50 PDF Books In 5 Minutes With Langchain Vectorindex
Langchain Summarizer Deployed on AWS in ONE VIDEO
Supercharging Langchain: Web Search Results for Your Chatbot
Track Record
Professional Experience
2025 - Present
Data & AI Engineer
Bruno Bader GmbH
Architected an end-to-end Document Intelligence system using OCR and on-prem LLMs to classify, extract, and summarize unstructured legal data, plus a chat agent (LangGraph, MCP) to query the results. Built a scalable Customer Intelligence Platform (STT + LLM) using Dockerized microservices and Airflow, transforming raw audio into actionable business insights.
2023 - 2024
AI Research Engineer (Time Series)
FZI RESEARCH CENTER
Developed Deep Learning models for Anomaly Detection on critical medical IoT sensor data. Focused on identifying malicious patterns (channel shifts, attacks) in high-stakes time-series environments.
2022 - 2023
Cyber Security Engineer
Darkdefense GmbH
Automated critical security auditing and ransomware risk assessments via Python, increasing reporting efficiency by 90%. Hardened enterprise infrastructure against active threats
2021 – 2022
Machine Learning Engineer
Deep Art Effects GmbH
Successfully deployed proprietary ML models to replace costly external API dependencies. Optimized PyTorch models for production image processing.
2021 - 2022
Computer Vision Researcher
FZI Research Center
Implemented instance-based segmentation to anonymize traffic data (GDPR compliance), improving accuracy from 78% to 99%. Enabled the risk-free utilization of high-quality datasets for research by ensuring strict data privacy standards.
2020 - 2024
M.Sc. Business Informatics
KIT (Karlsruhe Institute of Technology)
Focus on Machine Learning, Computer Vision, and Data Science. Research assistant at FZI Research Center.
Case Studies
Selected Engineering Case Studies
AI ENGINEERING & OCR
Enterprise Document Intelligence
Architected a high-throughput, on-premise pipeline processing 1M+ documents. Dockerized Python workers and local LLMs for 100% data residency, with classification, validated extraction, and human-in-the-loop review so accuracy is measured, not assumed
Tech Stack: Python | Docker | Airflow | PostgreSQL
Let's Talk About Your AI Project
Whether you’re evaluating an on-premise AI rollout, optimizing an existing data pipeline, or need an expert second opinion, I’m available for select projects and consulting engagements.
