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William Lei

About

I'm William Lei, a software engineer based in Hong Kong. I studied Financial Technology at The Chinese University of Hong Kong, with a second major in Artificial Intelligence.

For two years I was the main developer of FinFAST.ai, an economic research platform, where I worked across the whole product: data pipelines, retrieval, AI features, the web app, and its deployment on AWS and Azure. I also mentored and coordinated a team of ten interns, including training them to review and test AI-generated code.

I now take on freelance projects where that whole-path experience helps: when the data, the AI and the app all have to work together, and work fast.

How I work

  • Measure first

    I find out where the time and money actually go before changing anything, and report the result in the same numbers.

  • Small, working steps

    You see working software early and every week, not a big reveal at the end.

  • Code your team can own

    Readable, tested and documented, because you'll be running it long after I've handed it over.

Skills

Languages
Python, TypeScript, JavaScript, SQL, Java, C++, Stan
Web
Next.js, React, REST APIs, Google OAuth
Data and AI
MongoDB, data pipelines, RAG and LLMs, multi-agent systems, statistical and forecasting models, backtesting
Cloud
AWS (Amplify, CloudFront, API Gateway, Lambda, EC2, DynamoDB, RDS), Azure (AI Foundry, Cosmos DB, CI/CD)

Want to work together?

Book a 20-minute intro call, or write to william@wlei.org.

Book a 20-min intro call