
Claims document agent: split bundles, extract cited fields, review low-confidence outputs, and generate claim artifacts.
Singapore-based AI deployment and GTM operator. I combine enterprise sales, customer discovery, workflow design, and hands-on system building to turn messy customer operations into reliable agents for real operational work.
Focused on the overlap of commercial judgment, product sense, and technical implementation.
Open the GitHub repos for product overview, architecture notes, and implementation details.

Claims document agent: split bundles, extract cited fields, review low-confidence outputs, and generate claim artifacts.

Cold-outbound ABM sites: research accounts, tailor propositions, show 3D proof, track CTAs, and deploy fast.

CRM harness for sessions, tools, memory, approvals, Telegram flows, browser tasks, and evaluator traces.

GTM engine: scrape TAMs, enrich accounts, score fit, verify contacts, draft briefs, and route qualified leads.

Karpathy-inspired startup marketing second brain: cited 6-hour customer/market signals for campaigns, enablement, and outbound.
Singapore
Building agentic systems across legal docs, CRM, GTM, company memory, and order intake.
San Francisco
Mapped enterprise intake and prior-auth workflows, including review flows that reduced manual staffing needs from ~14 to ~3.
Singapore, San Francisco, Australia
Built AI GTM systems for 8 startups, generating $1M+ pipeline.
Singapore
Second outbound hire for Singapore expansion; hit 200%+ quota and closed 22 logos.
Singapore, APAC
Built seed-to-Series A enterprise traction from $0 to $450K ARR and closed 9 super-app partnerships.
Wolfson College
Graduated top 10%; machine-learning sentencing dissertation awarded First Class.