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GulrezQayyum/README.md

Hi, I'm Gulrez

Software engineer working on mobile apps, LLM systems, and applied ML research. Final-year Software Engineering student, based in Pakistan, open to remote work.

I build AI systems and then try to measure whether they actually work. My focus is on retrieval, agents, and evaluation, and I work in Flutter and Python.


What I work on

Reliable LLM systems: retrieval, chunking, hybrid search, knowledge graphs, and multi-agent workflows, with evaluation built in from the start rather than added at the end.

Scientific and applied ML: I'm interested in using ML and LLM agents on scientific problems, and I'm working toward contributing to open-source research projects in this area.

Mobile engineering: production-minded Flutter apps with clean architecture, state management, and Firebase or Supabase backends.


How I work

  • Measure before claiming. I compare designs with benchmarks and LLM-as-judge or RAGAS evaluations instead of relying on intuition.
  • Build in the open. Experiments, failures, and write-ups go in public repos and on Medium.
  • Reproducible by default. Clear READMEs, pinned dependencies, and tests wherever the result matters.
  • Learn by building. I understand things properly once I've implemented them.

Open source and research

I'm looking to contribute to open-source projects in LLM tooling, agentic systems, and scientific ML, and to take on research-style work where the question matters more than the demo.

If you maintain something in this space and have a good-first-issue or a research question that needs another pair of hands, I'd like to hear from you.


Stack

Flutter Dart Python PyTorch TensorFlow FastAPI Firebase Supabase Docker

LangChain · LangGraph · ChromaDB · RAGAS · Groq · scikit-learn · Pandas · NumPy


Reach me

LinkedIn

Outside work: history, geography, and writing about the threads connecting places and cultures.

Pinned Loading

  1. apex-f1 apex-f1 Public

    Dart

  2. netguard netguard Public

    Python 1 3

  3. ragbench ragbench Public

    Python 1

  4. GraphKnowledge GraphKnowledge Public

    Python

  5. hybrid-search hybrid-search Public

    Python

  6. thread-flow thread-flow Public

    Dart