Building practical AI applications, reliable retrieval systems and modern Python backends.
I'm an AI-focused Python Backend Developer based in Germany, building software at the intersection of backend engineering and applied AI.
My recent work includes developing and evaluating a multilingual RAG system for real-world market documents, working with vector search, embeddings, LLM integration, retrieval evaluation and source-grounded answer generation.
I enjoy going beyond AI demos and turning ideas into structured, testable and useful software.
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AI Engineering Intern · HugginMunin
Jul 2026 — Sep 2026 · 320 hours
Developed and evaluated a multilingual RAG retrieval system for agricultural market research, focusing on retrieval quality, multilingual search, time-aware retrieval and reliable source-grounded AI answers.
Key areas:
Python · RAG · Qdrant · E5 Embeddings · LLMs · Retrieval Evaluation · Vector Search
- Developed and evaluated multilingual retrieval over real-world market documents
- Built systematic retrieval evaluations using rank-based metrics and negative test cases
- Implemented time-aware retrieval using document-level reference dates
- Evaluated multiple retrieval strategies against controlled benchmarks
- Audited PDF extraction quality across a real-world document corpus
MSIT – Master School Institute of Technology
Completed Sep 16, 2026 · 56 weeks · 3,000 teaching hours
Completed a 56-week project-based Software Engineering program specialising in AI Engineering, progressing from Python backend development, APIs and databases to LLMs, RAG and applied AI systems.
The program concluded with a 320-hour AI Engineering internship focused on real-world retrieval and RAG systems.
AI-powered document intelligence & RAG platform
Conversational search across PDF, DOCX, CSV and TXT documents using semantic retrieval and source-grounded AI responses.
Stack
Python · FastAPI · OpenAI API · Qdrant · SQLAlchemy · RAG
AI-powered career intelligence platform
Analyzes resumes, portfolios, GitHub repositories, LinkedIn profiles and interview performance to generate personalized feedback and career roadmaps.
Stack
Python · FastAPI · React · PostgreSQL · OpenAI API
Subscription & contract management platform
Manages subscriptions and contracts with reminder workflows, cancellation tracking, savings recommendations and AI-assisted cancellation support.
Stack
Python · FastAPI · SQLAlchemy · OpenAI API · SQLite
I'm currently deepening my experience in:
- 🔎 Reliable RAG & retrieval systems
- 🐍 Python & FastAPI backend engineering
- 🤖 LLM integration and structured AI workflows
- 🧪 Retrieval evaluation and source-grounded AI
- 🏗️ Building maintainable AI applications for real-world use
I'm interested in opportunities around AI Engineering, Python Backend Development, RAG and LLM applications.
Building practical AI systems with a focus on backend engineering, retrieval, and real-world reliability. 💡




