<aside> <img src="/icons/mail_gray.svg" alt="/icons/mail_gray.svg" width="40px" /> Email
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<aside> <img src="https://t0.gstatic.com/faviconV2?client=SOCIAL&type=FAVICON&fallback_opts=TYPE,SIZE,URL&url=https://computing.smu.edu.sg/bsc-computer-science&size=256" alt="https://t0.gstatic.com/faviconV2?client=SOCIAL&type=FAVICON&fallback_opts=TYPE,SIZE,URL&url=https://computing.smu.edu.sg/bsc-computer-science&size=256" width="40px" /> Bsc in Information Systems (Double Major in Cloud Solutions and Artificial Intelligence) Singapore Management University
</aside>
<aside> <img src="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/http://coursera-university-assets.s3.amazonaws.com/b4/5cb90bb92f420b99bf323a0356f451/Icon.png?auto=format%2Ccompress&dpr=1&w=180&h=180" alt="https://d3njjcbhbojbot.cloudfront.net/api/utilities/v1/imageproxy/http://coursera-university-assets.s3.amazonaws.com/b4/5cb90bb92f420b99bf323a0356f451/Icon.png?auto=format%2Ccompress&dpr=1&w=180&h=180" width="40px" /> Deep Learning Specialization
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<aside> <img src="notion://custom_emoji/71c6b15e-a9be-4d8d-9ad9-86d76f8f8ed0/1bee2514-ab8e-80a8-bb41-007a6c202d94" alt="notion://custom_emoji/71c6b15e-a9be-4d8d-9ad9-86d76f8f8ed0/1bee2514-ab8e-80a8-bb41-007a6c202d94" width="40px" /> Machine Learning Specialization
</aside>
<aside> <img src="attachment:833483c9-8cb7-49e6-a498-c4b4ac7f2b8a:aws-certified-solutions-architect-associate.png" alt="attachment:833483c9-8cb7-49e6-a498-c4b4ac7f2b8a:aws-certified-solutions-architect-associate.png" width="40px" /> AWS Certified Solutions Architect – Associate
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<aside> <img src="attachment:1d8c532e-cdbb-4e50-9bd8-b80f24de6d3e:heicoders-professionals.png" alt="attachment:1d8c532e-cdbb-4e50-9bd8-b80f24de6d3e:heicoders-professionals.png" width="40px" /> AI200: Applied Machine Learning
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I'm a software engineer based in Singapore.
<aside> <img src="https://cdn4.iconfinder.com/data/icons/ionicons/512/icon-social-github-512.png" alt="https://cdn4.iconfinder.com/data/icons/ionicons/512/icon-social-github-512.png" width="40px" /> GitHub
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<aside> <img src="https://i.pinimg.com/736x/92/d1/db/92d1db1521d374335498624cc95e9554.jpg" alt="https://i.pinimg.com/736x/92/d1/db/92d1db1521d374335498624cc95e9554.jpg" width="40px" /> LinkedIn
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<aside> <img src="notion://custom_emoji/71c6b15e-a9be-4d8d-9ad9-86d76f8f8ed0/1bee2514-ab8e-8009-b7c1-007aab56b634" alt="notion://custom_emoji/71c6b15e-a9be-4d8d-9ad9-86d76f8f8ed0/1bee2514-ab8e-8009-b7c1-007aab56b634" width="40px" /> Website
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<aside> 👨🏻💻 Daily.dev
</aside>
<aside> <img src="/icons/laptop_gray.svg" alt="/icons/laptop_gray.svg" width="40px" /> AI Engineer Intern Botmd, Singapore [February 2025 - May 2025]
• Developed dialogues and document indexing pipeline (upload, parsing, semantic chunking, storage) for pdf files, reducing time taken to set up a chatbot. • Integrate question-answering from dialogues and documents knowledge base to support both (1) channel-specific (Whatsapp, Facebook messenger) templated answers (think buttons, attached image and video responses), as well as (2) information from different knowledge bases. • Implemented semantic chunking using embedding similarity and LLM as a judge to improve chunking for subsequent retrieval.
Technologies: Agno, AWS (Bedrock, EC2), Django, Llama Index, Mistral, Postgres, Pydantic
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<aside> <img src="/icons/laptop_gray.svg" alt="/icons/laptop_gray.svg" width="40px" /> Full Stack Developer Bloo, Singapore [May 2024 - August 2024]
• Developed a web app to provide recycling instructions via RAG using data from NEA and web search. • Implemented a multi-step query corrective RAG architecture using langgraph • Continuous deployment of web server container via Google Cloud Run
Technologies: Docker, FastAPI, Firestore, Google Cloud (Firestore, Cloud Run, Cloud Storage), LangGraph, Next.js, TypeScript, TypeSense, Vercel
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<aside> <img src="/icons/laptop_gray.svg" alt="/icons/laptop_gray.svg" width="40px" /> Backend Developer Intern Alpha Impact, Singapore [May 2023 - August 2023] • Implemented portfolio performance streaming using MongoDB change stream and server-sent events • Developed ‘boost post’ feature for users to boost their posts and increase utility of company’s token for users. • Use caching and cron scheduler to cache portfolio performance metrics; improving webpage loading speed from seconds to milliseconds
Technologies: Java, MongoDB, Spring Boot, Spring WebFlux
</aside>
https://www.youtube.com/@Fireship
https://www.youtube.com/@aiDotEngineer
[Docsbot's beta chat feature uses agent with tools to answer questions. Sometimes it doesn't call the tool to query from my personal website. In such cases, add a suffix of 'check from the personal website' or 'check from the Q&A' to guide the agent to retrieve information from my personal website or Q&A dialogues.
](https://docsbot.ai/iframe/xad3H0CFuM2HKK9ra45d/hyk7L1DBDbCTrLh4cgIz)
Docsbot's beta chat feature uses agent with tools to answer questions. Sometimes it doesn't call the tool to query from my personal website. In such cases, add a suffix of 'check from the personal website' or 'check from the Q&A' to guide the agent to retrieve information from my personal website or Q&A dialogues.
