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QuantumKuba/README.md
Jakub Wojdan — AI systems and information retrieval

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> whoami

I'm Jakub, a PhD researcher in Artificial Intelligence. I study how retrieval changes the behaviour of language models — and how we can build AI systems that are more reliable, auditable, and useful to people.

research_focus = [retrieval-augmented generation, LLM evaluation, AI safety, information retrieval]
currently_building = [DeRAG, agentic RAG systems, practical AI tools]
principle = "Measure carefully. Explain clearly. Ship responsibly."

🔭 Research compass

  • Retrieval-augmented generation and search
  • Bias, robustness, and safety auditing for LLMs
  • Human-centred evaluation of AI systems

🧪 Builder mode

  • Research tooling and reproducible experiments
  • Full-stack prototypes for real users
  • Open-source systems at the edge of AI and retrieval

Selected build trails

NLS-RAG repository preview
NLS-RAG · retrieval research
obsidian-brainhack repository preview
obsidian-brainhack · knowledge tooling

Toolkit

Python, TypeScript, React, Next.js, PyTorch, PostgreSQL, Docker, Linux and Git

Research telemetry

GitHub development overview
Programming languages overview
Full-year isometric contribution calendar
Why these metrics?
The cards above are regenerated daily by GitHub Actions using lowlighter/metrics. They deliberately show a small, readable view of activity, languages, and contribution rhythm rather than turning the profile into a wall of dashboards.

Interested in trustworthy AI, retrieval, or a research collaboration?
Find me on GitHub →

Pinned Loading

  1. OmniCharts OmniCharts Public

    JavaScript 1

  2. ExternalCrosshairOverlay ExternalCrosshairOverlay Public

    Forked from Frimia/ExternalCrosshairOverlay

    External crosshair overlay for all games

    C# 1

  3. Algorithmic-Trading-with-Python-Cookbook Algorithmic-Trading-with-Python-Cookbook Public

    Forked from PacktPublishing/Python-for-Algorithmic-Trading-Cookbook

    Algorithmic Trading with Python Cookbook, published by Packt

    Jupyter Notebook

  4. InstantIR InstantIR Public

    Forked from instantX-research/InstantIR

    InstantIR: Blind Image Restoration with Instant Generative Reference 🔥

    Python

  5. obsidian-pomodoro-timer-forest obsidian-pomodoro-timer-forest Public

    Forked from eatgrass/obsidian-pomodoro-timer

    A pomodoro timer that helps manage your daily focus + my own spin

    TypeScript

  6. transformer-from-scratch transformer-from-scratch Public

    A transformer from scratch with a translation task as an example.

    Python