🔭 I'm an AI Engineer with 5+ years of production software experience. I build RAG pipelines, multi-agent LLM systems, and — most recently — compressed an 8B-parameter medical LLM down to 0.6B through structured pruning and knowledge distillation.
🩺 Recent Work: Built and deployed an end-to-end medical vision microservice (ResNet-18), utilizing ONNX Runtime INT8 quantization to achieve ~6x faster inference on CPUs, fully automated via Terraform and CI/CD pipelines.
🛠️ Open Source: Active contributor to PyTorch (C++ / CUDA / Python), fixing memory safety bugs and improving core tensor operations
🏗️ Before AI, I spent 5 years building high-availability 4G/5G systems at Ericsson and HCL Technologies (Cisco account) — that's where reliability-first engineering became second nature, and it still shapes how I build AI systems today.
🎓 Education: M.Sc. Computer Science (University of Passau) — currently completing a focused Master's in AI Engineering, also at Passau.
🟢 Open to AI Engineer / Full-Stack AI Engineer roles in Europe (onsite or remote).
💬 Ask me about RAG evaluation, LangGraph, or model compression.
⚡ Fun fact: I enjoy playing chess.
| Project | What it does | Stack |
|---|---|---|
| dermatology-ai-service | End-to-End Medical AI microservice — deployed ResNet-18 with ONNX INT8 quantization for 6x faster inference, complete with Dull Razor preprocessing, AWS ECS deployment, CI/CD, and a C# desktop client | FastAPI · ONNX · Docker · AWS · C# |
| model_miniaturization | Compressed an 8B-parameter medical LLM into a 0.6B triage assistant using structured pruning, knowledge distillation & LoRA — evaluated across 4 clinical datasets | PyTorch · Transformers · LoRA |
| policygpt-rag-docs-qa | Production-style RAG Q&A over your own documents — hybrid BM25 + dense retrieval, LLM reranking, streaming answers, and an eval harness for recall & faithfulness | FastAPI · ChromaDB · Next.js |
| ai-career-copilot | Multi-agent career assistant — parses your resume/GitHub/LinkedIn, ranks live job postings, and drafts tailored resumes & cover letters | LangGraph · Google ADK · Gemini |
| production-research-copilot | Multi-agent research assistant — planner/web/RAG/writer agents that turn a query into a cited markdown report | FastAPI · LangGraph · Groq |
AI / LLM Engineering
Backend & APIs
Cloud & DevOps
Earlier Stack — Enterprise & Client Development
