ML Engineer · Research Software Developer · Physics MSc

I build ML systems at the intersection of scientific computing and production engineering — retrieval pipelines, LLM applications, and simulation tooling for research and industry.

Currently a Research Assistant at Karl-Schwarzschild-Observatorium Tautenburg, working on intracluster magnetic field modelling and AI tooling for radio astronomy.

Local hybrid RAG and knowledge graph over 1,000+ astrophysics papers. Dense retrieval (SPECTER2) + BM25 with RRF fusion, DuckDB structured metadata, NetworkX citation graph, FastAPI backend, D3.js frontend, Chrome extension.

Python FAISS DuckDB NetworkX SPECTER2 BGE-M3 BM25 FastAPI

ML4SCI Google Summer of Code 2026 — three proposals for gravitational lens finding, unsupervised super-resolution of lensing images, and LSST data processing pipeline. SO(2)-equivariant CNN for lens classification · CycleGAN-style unpaired SR · Butler/LSST pipeline simulation.

PyTorch Deep Learning Astronomy Computer Vision GSoC

CLI tool for converting GitHub repositories and documentation sites into single Markdown files for RAG ingestion, with six enrichment passes including API index extraction and cross-reference tables.

Python CLI RAG Developer Tools LLM

Exoplanet research assistant combining Elasticsearch hybrid search with Vertex AI/Gemini. Built for Google Cloud Hackathon.

Python Elasticsearch GCP Gemini FastAPI Hybrid Search

• BERT classifier — automated routing of 6,000 daily support tickets at 93.7% accuracy, saving 60 person-hours/week
• LLaMA 2 13B fine-tuning — LoRA/PEFT on proprietary knowledge base, deployed via vLLM; cut analyst research time by 50%
• Fraud detection tooling — reduced fraudulent listings by 43% on a classified ads marketplace serving 100k+ users
• Multi-agent LLM pipeline — LangGraph + DeepSeek with tool-calling for automated astronomical observation report analysis

ML / AI      PyTorch · Hugging Face · FAISS · LangGraph · vLLM · LoRA/PEFT · SPECTER2 · BGE-M3
Backend      FastAPI · Flask · Node.js · PostgreSQL · DuckDB · MongoDB · Redis
Cloud        AWS · GCP · Docker · CI/CD · Linux
Scientific   NumPy · SciPy · Matplotlib · PyMuPDF · NetworkX · LaTeX
Languages    Python · C++ · Java · JavaScript · SQL · Bash

• 🎓 M.Sc. Physics — Leipzig University (in progress)
• 🎓 B.Sc. Physics — Leipzig University (2.1)
• 🎓 B.Sc. Computer Science & Engineering — BUET
• 🏆 5th Place, ACM-ICPC Asia Regional
• 📍 Leipzig, Germany · Open to opportunities in Germany and EU