Winston H

Quantitative Developer

London, England, Singapore
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Summary

🤩
Rockstar
🎓
Top School
Winston H is a versatile software engineer with six years of experience building backend systems, MLOps pipelines, and AI-driven products across finance, F1 engineering, and gaming industries. He holds a First-Class BSc in Data Science from the National University of Singapore and has moved between high-performance environments at Qube Research, Squarepoint, Red Bull Racing, and G-Research while contributing production-quality code. An active open-source contributor, he implemented and refactored features in the prominent rust-analyzer project—adding assists and grammar improvements that improve IDE ergonomics. His background spans low-level tooling, motion planning, and cyber operations, giving him a rare mix of systems thinking and applied ML expertise. Based in Singapore, he’s known for pragmatic engineering choices (and a skeptical view of Visual Studio) that prioritize maintainability and developer experience.
code6 years of coding experience
job3 years of employment as a software developer
bookDiploma, Engineering Science, Diploma, Engineering Science at Ngee Ann Polytechnic
bookBachelor of Science (Honours), Data Science & Analytics, Bachelor of Science (Honours), Data Science & Analytics at National University of Singapore
languagesEnglish, Chinese
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Github Skills (15)

testing10
compiler10
code-analysis10
lang10
rust-analyzer10
rust10
parser10
refactoring10
compiler-compiler10
server10
parse9
parsing9
develop9
parserator9
ide9

Programming languages (24)

C#MDXPowerShellJavaC++CSSRustC

Github contributions (5)

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rust-lang/rust-analyzer

May 2024 - Aug 2024

A Rust compiler front-end for IDEs
Role in this project:
userBack-end Developer
Contributions:3 reviews, 4 PRs, 9 comments in 2 months
Contributions summary:Winston primarily contributed to the `rust-analyzer` project by implementing and testing an assist that transforms boolean parameters to enums. Their work involved adding new features for parameter and local variable transformations. They also refactored code, ensuring existing functionality was maintained. The user also made improvements to the grammar of the project.
compilerfrontendrustlsp-server
winstxnhdw/llm-api

Dec 2023 - Apr 2026

A fast CPU-based API for Qwen 2.5 using CTranslate2, hosted on Hugging Face Spaces.
Contributions:3 PRs, 138 pushes, 3 branches in 2 years 5 months
consulctranslate2dockerhuggingfacehuggingface-spaces
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