Work

Transformer from scratch, Independent research2025 - Present

Building a decoder-only transformer in pure PyTorch: tokenization, embeddings, causal multi-head attention, residual streams and layer norm, trained on Apple MPS to own every gradient that flows.

Ctrl+F for science, Builder2025

Collected 60,000 abstracts across eight fields from the OpenAlex API, about 9.45 million words, and turned them into a training corpus and a semantic-search engine with embeddings and FAISS.

Freenove 4WD · ROS 2, Robotics2025

Taught a small car to drive itself: HSV lane segmentation, lane-offset steering and an ultrasonic safety stop on a Raspberry Pi running ROS 2 Jazzy.

RAG & agent prototypes, Exploration2025 - Present

Prototyping retrieval-augmented and agentic workflows with LangChain, LangGraph and local models: small systems that read before they answer.

Patient-management API, Backend2024

Placeholder: a clean FastAPI backend for clinical workflows: typed schemas, auth, and tests that run before anything ships.

SRH Berlin, B.Sc. Computer Science2023 - 2027

Studying computer science in Berlin with a focus on deep learning, and spending the gaps between lectures training models that have no business fitting on a laptop.