work/apps

A focus-aware agent: an EEG headband spots when your focus fades, and Tempo offers a coffee you approve through Reap's agentic checkout, within limits you set once. Built at the Reap × 65labs Agentic Buildathon, October 2026.

Drive a robot with your eyes — an EEG headset reads which flickering target you're looking at and steers a mecanum-wheel rover. First Prize (S$8,000), 2-Day Team Category at the Singapore Defense Tech Hackathon 2026.

Pastebin-style app backed by Sia decentralised storage — paste text, get a shareable link, content encrypted client-side and pinned to the Sia network. Built for a Sia grant application; not funded.

Personalized AI math tutoring platform that generates adaptive lessons based on each learner's profile — hands-on learners get interactive sliders and step-by-step reveals; auditory learners get analogies and TTS narration. Built for LotusHacks 2026 (800 participants, 220 teams).

Multi-agent marketplace on Hedera for decentralized-science research — agents discover each other via an on-chain ERC-8004 identity registry and pay each other per task through x402 micropayments. Built for the Hedera Hello Future: Apex Hackathon; didn't place.

Agentic AI for real-time AML monitoring, onboarding, and compliance — 40 rules across MAS, HKMA, and FINMA with human-in-the-loop processing. 1st place at SingHacks (Julius Bär RegTech track), November 2025.

Singapore HDB resale price data (1990–2025) piped into a FastAPI backend and wrapped as an MCP server — so AI tools can query flat prices directly.

Hybrid quantum-classical model to predict drug-induced autoimmunity, with a novel interpretability method for quantum circuits. Built for the FLIQ Virtual Hackathon.

A B2B marketplace to close the battery recycling loop in Singapore — connecting EOL battery suppliers to licensed recyclers with logistics coordination and compliance tracking. Pitched to ENGIE Factory as an EIR concept. Selected. Turned it down for Circles.

Talk on voice deepfake technology, live cloning demos, and why real-time STTS is the last barrier before mass AI voice fraud. Delivered at The One About AI Agents and Imposters, Lorong AI Singapore.

ESG reporting for Singapore SMEs in construction, logistics, and real estate — generate a tender-ready report in 30 minutes instead of hiring a consultant. 30+ interviews with ESG managers and consultants. Found no wedge against established platforms. Shut down.

AI tool for SMEs to manage their customer base — reads from a calendar, uses LLMs to craft personalised WhatsApp messages to customers.

AI agents competing in text-based games — built with Poon Wei Kang using creative prompts and minimal MCPs, beating teams with far more AI experience. 2nd place out of ~20 teams at AI Tinkerers Singapore, March 2025.

Multimodal Proof of Humanity for the GenAI era — ZKPs, device-native biometrics, and behavioral scoring to stop bots and AI fraud across web2 and web3. Sought US$1M from Menyala (now Liminal). Passed on. Dropped.

A weekend build: upload your LinkedIn profile pic, get it back with a rainbow #RAISING frame to signal to VCs you're fundraising.

Layer-3 blockchain for instant maritime cross-border payments — staking idle stablecoins to turn transaction cost into yield. Built with Kenneth after BorderDollar. Growing fast in the first two months. Shut down after the co-founder relationship with the maritime operator and his VC broke down irreparably.

Mental health journaling app — voice, chatbot, or text — with AI-generated summaries and QR-code sharing for therapists. Won the Build for Good hackathon 2024. Now a live startup at ebi.sg.

Generated 3D models from text prompts using OpenAI's Shap-E model, deployed via Gradio, with GLB export for Blender. Won the BeWater Drinkathon in Bangkok.

Tokenizing the $500B maritime supply chain — a custom ERC20 stablecoin on Manta Network to replace slow, opaque port agent payment flows. Won the Manta Network prize at ETHKL 2024. The seed idea for thirdLyr.

On-chain credential aggregator on EDU Chain — NFT-minted certs and badges with a GenAI skill tree for career planning. Placed 2nd out of 725 entries at the EDU Chain Hackathon Semester 1.

Cross-border invoice financing for maritime SMEs — raised US$125k from Antler and US$133k from the Stellar Community Fund for stablecoin-based invoice crowdfunding. Built during Antler SG15. Shut down Dec 2024 after not hitting PMF.

RSS aggregator scraping 6 maritime news sources every 6 hours into PostgreSQL — the data layer for BorderDollar, a credit risk scoring startup for maritime trade finance.

AI-powered investment management dashboard — portfolio tracking, live news, historical trend charts, and an AI adviser in one place. Won the F'in Tech Innov[ai]te hackathon at Singapore Fintech Festival 2023.

Connect your wallet, surface your education NFTs, get web3 job and course recommendations. Presented at Solana Hacker House Singapore during Token Week 2023. The seed idea for POAPedu.

LLM-era follow-up to Project G v1 — an ML model to predict consumer coffee favorability from demographics and coffee characteristics, closing the loop between reformulation and market reception. Built, then cancelled by the client.

Streamlit tool to audit a batch of POAP claim links — upload a .txt file, get back which links are claimed vs unclaimed, download as CSV.

A metaverse strategy deck for Lululemon — platform analysis across 7 ME-commerce players, a Zepeto recommendation over Roblox and NFTs, and an AI layer across the full store experience. Produced as a director assignment for Deloitte Digital. Passed. Hiring froze.

Turn audio, YouTube videos, and voice recordings into blog articles — automatically. What takes 10 hours manually takes minutes.

Dashboard tracking developer activity across 157 web3 ecosystems — scraped ~7M commits from GitHub, segmented devs by contribution level, and surfaced ecosystem health trends. Built as Head of Product at AngelHack.

Review aggregator for OnlyFans content creators — browse and compare creators before subscribing. Built with Bubble and Python scraping. Profitable, with creators paying monthly to manage their profiles. Shut down end of 2023 to focus on BorderDollar.

Marketplace for university exam walkthrough videos — paid A+ students and TAs to record explanations of past year papers for NUS and SUSS students. Got real users. Left the co-founder.

Predicted ride ETA for Singapore car trips at the Microsoft Azure Virtual Hackathon — engineered congestion, distance, and time features, trained a model on Azure ML, and served predictions via a Flask API on Heroku.

Alternative credit scoring for unbanked SEA gamers — using gaming activity, in-app purchases, and in-game behaviour as proxy for creditworthiness. Built a working prototype integrated with Razer Pay and Mambu. Submitted to the Razer Fintech Digital Hackathon 2020. Didn't advance past the first round.

ML-based food reformulation engine — reverse engineers ingredient amounts from nutritional labels using constraint-based optimisation. Built end-to-end in R with an RShiny dashboard. Built for an unnamed client.

Scraped 54,100 donations from the Games Done Quick tracker and analysed donation trends, top games, speedrunner stats, and donor comment sentiment for the record-breaking $3.1M event.

Train-to-hire platform for aspiring data scientists — co-designed 6–8 week apprenticeships with companies so candidates could be assessed on real problems before hiring. 100% hiring rate. Acquired by Tribe (AngelHack) at end of 2022.

Private blockchain + RFID/GPS traceability for Neste's first-mile raw material suppliers — palm oil, fish fat, used cooking oil. Built with Roy Lai. No prize. Roy went on to found InfoCorp Technologies on this idea, raising US$14.3M during the ICO era. I served as Head of BD for a year.

Platform to streamline RSPO certification for Indonesian smallholder palm oil farmers — visual checklists, training coordination, and scheduling in Bahasa Indonesia. Built at the Grow Asia Hackathon 2018. No prize.

App that let diners book, pre-order, and pay before arriving at a restaurant — cutting wait times for customers and improving staff productivity for F&B operators.

Mobile app for wheelchair users to find accessible routes and venues in Singapore — community-contributed data, voucher rewards, and an accessibility insights layer for businesses. Top 7 of 53 teams. Won Best Business Model at Designathon 2017.

Predicted clinical trial audit risk using a real QuintilesIMS dataset, improving on their baseline model by 20%, plus a dashboard for monitoring trial compliance.

AI-driven personalised skincare startup — snap a selfie, get a custom formulation. Two U.S. patents, 96.66% clinical efficacy across 150 women. Placed 2nd at the 1st Singapore Biotechnology YES competition.

NLP-powered platform that matched consumers with financial advisers based on their questions. Bootstrapped from 2016, acquired by DollarsAndSense in 2019.

The original hackathon submission that started it all — a financial calculator that later evolved into a full fintech startup.