Measurements Agent (Aufmaß)
All-in-one AI agent that automates Aufmaß for construction & trade companies — interprets contracts and rules to generate accurate measurement reports.
- Agents
- LLM
- Contracts
- Automation
Researching AI systems @ MVDSI
I build things
with artificial intelligence.
Researcher & software engineer focused on LLMs, RAG architectures and production-grade backends. I turn language models into systems that ship — secure, scalable, and useful.
- 4+
- Years building
- 10+
- AI systems shipped
- 5+
- AI agents deployed
AI Researcher
Tetovo · Available for collaboration
Research focus
Building intelligent systems that ship
Retrieval-Augmented Generation
Local LLMs + FAISS + HuggingFace — context-aware QA over private documents.
AI Agents & Automation
Autonomous workflows with n8n and LLMs that reason, schedule, and summarize.
Production AI Backends
From OpenAI cost accounting to federated auth — engineering AI for real users.
Experience
A timeline of building
Jan 2025 — Present
Researcher / Software Engineer
Max Van Der Stoel Institute · Tetovo, North Macedonia
- Architecting a multi-university platform connecting 9 European institutions.
- Built a RAG-powered Question Answering system with React, Rails, Flask, FAISS & HuggingFace.
- EduGain integration for federated, secure authentication across universities.
Jun 2024 — Present
Software Engineer
Technoperia · Skopje, North Macedonia
- Full-stack development on a Ruby on Rails food-ordering platform.
- Leading transition to a modern ASP.NET API for the next-gen backend.
Oct 2023 — Present
Backend Developer (Freelance)
Mavens · Hamburg, Germany
- OpenAI integrations: chat, TTS, Whisper — with full cost calculation.
- Built n8n AI automations: appointment workflows & RSS news summarizers.
May 2022 — Jun 2024
Software Engineer
Spark Technologies · Tetovo, North Macedonia
- Adapted CONSUL open-source for the municipality of Chair.
- Built a user management & mail system with S3 storage and ICS calendars.
- Developed an end-to-end scholarship application platform.
Selected projects
AI systems I've built
AI-driven Video Summarization
RoR + YouTube Data API + GPT-3.5 to compress hours of video into clear, structured summaries.
- Ruby on Rails
- OpenAI
- YouTube API
LLM Email Classifier
Routes organizational email by intent using NLTK, LLaMA and GPT — with AI summarization for clarity.
- LLaMA
- GPT
- NLP
- Python
Journalist Agent
Autonomous research agent that surveys a topic across years and returns sourced, structured timelines.
- Agents
- RAG
- Research
Skills
The stack I work with
AI & Research
- OpenAI API
- LLM
- RAG
- FAISS
- HuggingFace
- n8n
Backend
- Ruby on Rails
- ASP.NET
- Flask
- Node
Data & Cloud
- MySQL
- SQL Server
- MongoDB
- AWS (EC2, S3)
- Render
- Azure DevOps
Tooling
- Docker
- Git
- Linux
- CI/CD
- Bitbucket
Education
Academic foundation
2023 — 2026
MSc, Software Engineering
South East European University (SEEU)
2018 — 2022
BSc, Business IT
University of Tetovo
Let's build something intelligent.
Open to research collaborations, AI engineering work, and interesting applied-LLM problems.
© 2026 Hamit Kamberi · Crafted with curiosity & a few neural nets.