Languages

• Python — daily driver for everything ML
• TypeScript / JavaScript — web and tooling
• Java · C++ (basic)

ML / DL

• PyTorch — model training and research
• HuggingFace Transformers + Datasets — NLP / LLM work
• TensorFlow — when the job calls for it
• scikit-learn — classical ML and evaluation pipelines
• NumPy · Pandas · SciPy — data and numerical computing
• Weights & Biases · MLflow — experiment tracking

LLM / RAG / Agents

• LangGraph — stateful agent pipelines
• LangChain — RAG and retrieval tooling
• Anthropic / OpenAI / Groq APIs — inference and evaluation
• Qdrant — production vector search
• Neo4j — property graphs for GraphRAG

Infrastructure

• Docker + Docker Compose — containerisation
• FastAPI — backend APIs
• GNU/Linux — primary environment
• Slurm — HPC cluster job scheduling
• Git + GitLab CI / GitHub Actions — version control and CI
• pytest — testing

Editor

• VS Code — primary editor
• Claude Code — AI pair programming

Hardware

Go-to papers

• Attention Is All You Need — Vaswani et al.
• Matryoshka Representation Learning — Kusupati et al.
• ArcFace: Additive Angular Margin Loss — Deng et al.
• ModernBERT — Warner et al., 2024