S — SIDE BUILDS
Built to understand.
These are not case studies. They are experiments — things I built outside of work to test whether an idea was real, to learn a system by building it, or to find where friction actually lives rather than where people assume it does.
Paper Trail
A verification layer for what AI writes into your CRM — confidence-scored, source-linked, and never trusted until a human stamps it.
Constraint Ledger
A governance surface for agent constraints — inspect what survives compaction, restore what was dropped, and lock what must persist
Agent Fleet Console
An attention layer for overseeing many agents at once — a RiskGate triages what actually needs a human
Agent Trust Dashboard
Inspect, redact, and audit what an AI agent remembers — with an autonomy dial for how much it acts on its own
MyActiveSG+ Rebuild
Rebuilt the booking and balloting flow to understand where the friction lives
Rooster Clinical Monitor
Rebuilt OGP's clinical alert monitor to understand how urgency hierarchies work in healthcare UI
Service in Motion
A calm, accessible take on order tracking — motion as reassurance on an anxiety surface
