Product, Design & AIEngineer

What makes a product system worth trusting?

A machine now works at every stage of making a product. I build what it works inside: the criteria it reads, the system it draws from, the gate it cannot talk past.

1. 
   01 · Research

   Criteria

   The machine reads the market; the criteria decide what counts.

   How it works
2. 
   02 · Spec

   Acceptance

   The machine drafts the spec; acceptance is what it can be held to.

   How it works
3. 
   03 · Design

   System

   The machine generates the screens; the system is why they come out on-system.

   --ctl-32: 32px;
   --r-pill: 9999px;
   --dur-base: 200ms;

   How it works
4. 
   04 · Build

   Gate

   The machine writes the code; the gate refuses what it cannot prove.

   • 13
     routes gated
   • 0
     errors, last run
   How it works
5. 
   05 · Measure

   Registry

   The machine reports the numbers; the registry makes each one carry its source.

   • 3M+
     people reached
   • 20K to 108K
     daily active users
   • 50%
     lower operations cost
   How it works

Until 2026, no title I ever held said engineer.

Read three cases in full

Each case carries its own measured numbers. They live inside the case, and every one of them resolves through the dedicated Evidence page, grouped by how it was measured.

• 

  Elfie

  Health tech · Team building

  Read the case
• 

  Home Credit

  Fintech · Transformation

  Read the case
• 

  Muadee

  Banking · BNPL launch

  Read the case

Nice to meet you

I am a product leader and design engineer. I moved closer to code so I could ship the whole loop myself, then measure what changed.

Download CV

What I hold to

• The work is not the screen. The work is the change it creates.

• A claim ships with its evidence in the same viewport, or it does not ship.

• Every number here resolves to how it was measured, or it is not a number.