AI Data Product Lead · turning data + LLMs into shipping products for fintech, risk & crypto
10+ yrs in product & data · 5+ yrs in crypto (Binance · Bybit) · Singapore 🇸🇬
I build practical AI & data products for financial, trading, risk and customer-service workflows — from data ingestion, ETL, metrics and governance all the way to dashboards, APIs, alerts and LLM / agent-assisted automation. I've spent the last five years in crypto/Web3 at Binance and Bybit, and I like shipping the unglamorous middle layer that makes AI actually useful.
- AI product & automation — LLM/agent workflows, Dify, AI safety guardrails, AI + BI reporting automation
- Data product & infra — modeling, ETL, governance, metrics/labels, dashboards & alerts
- Risk · FinTech · Crypto — AML/KYC analytics, transaction monitoring, on-chain analytics (Dune/Nansen)
| Project | What it does | Proof points |
|---|---|---|
| 🛫 ApplyPilot | LinkedIn-first job-application copilot for scoring, resume tailoring & semi-auto apply | Next.js dashboard · Chrome MV3 extension · Supabase schema/RLS · Vitest + Playwright |
| 🛡️ Auntie AI | Senior-friendly anti-scam AI co-pilot that reads screenshots/messages and explains risk plainly | 🥇 1st place · Tencent Cloud AI Coding Challenge · 35 projects / 279 participants |
| 👨👩👧 KinKeep | Bilingual family-health companion that detects meaningful changes, checks in first and keeps families involved in high-impact care decisions | Live demo · parent + family surfaces · deterministic approval gate · OpenAI vision/STT · Next.js 16 / Cloudflare Workers |
| 📡 Listing Monitor | Crypto listing intelligence pipeline with exchange ingestion, enrichment, alerts and dashboards | 7+ venues · CoinGecko enrichment · SQLite query layer · Streamlit dashboard |
| 🧪 Token Launch Lab | Adversarial AI risk harness for crypto token-launch pre-mortems | Multi-agent risk roles · readiness score 0–100 · defensive-only design |
| 🧭 Campus Orient | Move-in day planner for campus newcomers: deterministic route + schedule planning, with a recovery plan when the day can't be finished in time | Deterministic planner (not LLM free-form) · ICS / Google Calendar sync · local-first demo · bilingual README |
| 📸 SnapCal | Singapore-first calorie & meal-tracking PWA — snap a hawker meal, pick from three smart guesses, log it against a daily fat-loss target | Heuristic→AI-vision fallback pipeline · Supabase Auth/RLS · Next.js 16 / React 19 · installable PWA · live demo |
🇨🇳 Native Chinese · 🇬🇧 Fluent English · open to AI / Data Product roles in Singapore