Most AI conversations happen in decks. Mine happen in production.

I'm YY. I'm COO of Laimi, building AI infrastructure for Asia's travel loyalty market. I run agent systems across multiple ventures and document what actually happens when AI meets real operations. Not the theory. The friction.

YY Sng working on a laptop

What I Build

Still theoretical, or actually in production?

Not decks. Production systems. I build agent workforces that run real tasks: audit agents that score how AI-discoverable a site actually is, verification loops that catch their own mistakes, coordination layers that never let one agent hold write access alone. Every system ships with its own failure mode documented, not hidden.

Evergreen

live

Not a website you update. A website your agent manages. Building and maintaining personal brand sites for senior operators, coaches, and consultants on the Evergreen architecture.

AI OS Brain

live

A personal AI brain built on Supabase with pgvector — stores insights, priorities, and context across all ventures. Every Claude session loads from it.

BD Research Agent

live

An agent that researches BD leads, classifies fit, and saves structured intel to Supabase automatically. Powers Laimi partner outreach.

Personal Content OS

live

The system behind my LinkedIn content — tracks performance, runs weekly reviews, generates new posts grounded in what worked.

Why call this a system, not a website?

Evergreen is one place that holds what you do, and keeps up as it changes. Most people's published record sits still while their work moves. This keeps the record alive instead. It's the productized version of the system running this page.

Where I Operate

Same operator, three ventures. How?

Three ventures, one operating discipline. I'm COO at Laimi, building AI-native travel infrastructure for Asia. I advise EzyCoaching on AI agent upskilling. Evergreen is the system running this very page. Before all three, twelve years in growth and travel-tech across Southeast Asia, including azgo and Ebates (Rakuten).

  • Laimi → AI-native travel infrastructure for Asia's loyalty economy
  • EzyCoaching → AI agent upskilling for teams and individuals
  • Evergreen → Not a website. A system that holds what you do, and keeps up as it changes.

Less AI theory. More AI in production.