❯ whoami
Muhammad Uzair
Vertical LLM Engineer · Resource-efficient, domain-specific AI models (SFT/DPO) · Ex-full-stack systems engineer
Karachi, Pakistan
// thesis
- Vertical, resource-efficient LLMs instead of hallucinating generalists.
- Small open models, fine-tuned (SFT, DPO, ORPO) on domain data, beat frontier models on narrow tasks at a fraction of the cost.
- Private, sovereign deployment for regulated industries: Legal, Fintech, Government, Energy.
- 5+ years of full-stack engineering behind it.
// experience
Snyder Technologies
Full Stack Developer
March 2023 – present · Karachi
WizTech Pakistan
Full-stack Developer
July 2021 – November 2022 · Karachi
// education
University of the People
Bachelor's in Computer Science
December 2024
Self-taught
Software developer
since 2019
// stack
- LLM
- SFTDPOORPOevaluation harnessessynthetic dataLLM-as-judge
- ML
- PyTorchTransformersPEFTvLLM
- Web
- TypeScriptTanStackNodeHonoFastAPI
- Ops
- AWSCloudflareDockerModal