Winson Luk is a founder and software engineer with nine years of experience delivering scalable systems and resilient infrastructure for global platforms. As founder of Ithy and co-founder of Framedge (patent US 11,216,631), he combines strategic leadership with hands-on engineering to bring ambitious ideas to production. His backend and reliability expertise spans real-time data pipelines at LinkedIn, scalable analytics at Apple, and AI-driven backend work on open-source projects like the GPT-researcher, where he improved search retrieval, added new LLM providers, and tightened token handling. Based in New York, he holds a BS in Computer Engineering from UC San Diego and a Project Management certificate from the University of Chicago. He thrives on turning complex requirements into robust, auditable systems and mentoring teams to ship reliably at scale.
9 years of coding experience
6 years of employment as a software developer
University of California San Diego
4.4 GPA, 4.4 GPA at Carlmont High School
Professional Certificate, Project Management, Professional Certificate, Project Management at University of Chicago
LLM based autonomous agent that conducts local and web research on any topic and generates a comprehensive report with citations.
Role in this project:
Back-end Developer
Contributions:8 PRs, 17 comments, 4 issues in 1 month
Contributions summary:Winson primarily contributed to back-end functionality, focusing on improving Google Search retrieval, integrating new LLM providers (xAI, DeepSeek), and addressing bugs. They fixed issues related to exception handling and token limits within the strategic LLM processing. The commits also include updates to the configuration and prompts, demonstrating a hands-on approach to improving the system's robustness and functionality.
With artificial intelligence trained on real startup pitches and conversations with entrepreneurs, Recuria creates surprisingly plausible random startup ideas.
Contributions:1014 commits, 988 pushes, 1 comment in 2 years 9 months
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