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Timeline

Work, communities & ventures

A cleaner chronological view of the teams, ventures, and environments that shaped how I build.

Hover over an entry to inspect it.

  1. Internship

    2026

    iFixAI logo

    AI Software Engineer Intern

    iFixAI

    London June 2026 - Present

    Building evaluation and governance infrastructure for tool-using AI agents, with an emphasis on independent scoring, enforceable safeguards, and measurable remediation.

    Built a Python evaluation pipeline with 13 governance checks, two independent LLM evaluators, and web-based scorecards. Implemented six safeguards: role-based access control, policy enforcement, audit logging, rate limiting, schema validation, and resilient API handling. Turned failed evaluations into stronger fixtures and policies through a remediation loop, improving governance scores by 35% on average.

  2. Community

    2026

    ElevenLabs logo

    Community Builder

    ElevenLabs

    Singapore 2026 - Present

    Supporting the Singapore builder community around voice and conversational AI by connecting developers, sharing practical work, and helping ideas move from experiments to useful products.

  3. Developer Program

    2026

    GMI Cloud logo

    Clouder (Developer)

    GMI Cloud

    Singapore 2026 - Present

    Selected as a Clouder to build with GMI Cloud’s AI-native GPU infrastructure and contribute to technical community initiatives.

  4. Startup

    2025

    The Collective logo

    Co-Founder

    The Collective

    Singapore September 2025 - Present

    Co-founded The Collective, a venture studio that helps student founders grow their startups, build peer networks, and access corporate opportunities. Visit the community website.

    Built a community spanning 70 startups and 150 student founders. Raised more than USD $20,000 across seven founder-focused events. Led a 20-person team and served as product owner across three development sprints.

  5. Internship

    2025

    Edgemaker.AI logo

    AI Software Engineer Intern

    Edgemaker.AI

    Singapore March 2025 - August 2025

    Built AI product and backend systems at Edgemaker.AI, spanning analytics, LLM workflows, and ecosystem-facing startup initiatives.

    Built an AI analytics dashboard using React.js, Express.js and Python which analyzes Instagram influencers' data with 86% accuracy to score their trustworthiness and commenter activity. Built and deployed a Retrieval-Augmented Generation chatbot at four client sites so moderators could query group-chat histories. Shipped a floating React support widget across three websites. Secured USD $7,000 in sponsorship from three partners and organized NeuroSpark, a 250-participant entrepreneurship event featuring EdgeMaker solutions.

  6. Internship

    2023

    Invigilo AI logo

    SW Engineer Intern

    Invigilo AI

    Singapore January 2023 - April 2023

    Built internal tooling, alerting, and data systems at Invigilo Safety AI to support production AI deployments and operational workflows.

    Built Telegram bot that alerted DevOps team about uptime for 30 on-premise AI deployments, enhancing monitoring efficiency. Built CVData, a Git-like computer-vision dataset platform used by a 15-person MLOps team for more than three years. Developed data collection pipelines to filter and collect camera footage from 6 sites in Singapore. Developed a Python rules engine for customizable business logic across 10 AI deployments. Represented Invigilo at a build-tech conference and generated more than 30 sales leads.

  7. Internship

    2021

    Singapore Science Center logo

    Research Intern

    Singapore Science Center

    Singapore December 2021 - January 2022

    Worked on experimental and research-oriented prototyping, testing, and reporting as part of a short research internship.

    Developed ultrasonic transmitter and receiver in Hex Generated test data of 100 combinations of environments and configurations Authored report with findings and presented to panel of 20 mentors