TRUST INFRASTRUCTURE | HUMAN AI COLLABORATION DESIGN
Hello, I am Amy Ngo
Staff Platform & AI Designer
I design from the codebase, not just the canvas. I build AI-powered workflows, own design systems in code, and ship production interfaces natively with Claude Code and other AI assistants. Whether it's a consumer funnel, enterprise-level B2B platforms, or the critical trust layer between humans and AI - I work where design meets engineering.
10+ years in, that is still the work I love the most.
AI Agentic Framework &
Trust Layer
AI is a new type of user with their own constraints and cognitive loads. I design the trust layer between human and AI.
Platform Architect & Systems Governance
I build and govern platform-level systems that every product inherits. I cure broken systems and restore their health and resilience.
INGESTING DATA
Data pipeline architect
MODELING DATA
Custom data filtering and sorting
CONTEXT CARRY
Carrying context across dashboard and reports
REPORT SYSTEM
Displaying data
DATA EXTRACTION
Export data to different format
Enterprise Data & Decision Enablement
I distill dense enterprise data into intuitive interfaces and empower users to make confident decisions in high-stakes environments.
IN THE ERA OF AI
The interface is no longer the moat. The intelligence behind it is.
I design the layer of trust between human and AI
CASE STUDY - CODE-FIRST DESIGN SYSTEM GOVERNANCE · DATUM
Datum - A next-gen design system, built in code for AI agents and crafted for humans
I built Datum so the codebase is the only source of truth. Designers direct the build from the terminal, AI agents query it over MCP, and every change is checked before it ships. One system now carries two products and three live brands, each generated from a single colour and checked for WCAG AA on every pairing.

SHOPIFY APP ECOSYSTEM · SYSTEM ARCHITECTURE · XBOOST
Xboost - One system architecture across 12 Shopify apps
I was the sole architect of the whole system: information architecture, navigation, flows, UX, the design system and the analytics dashboard, across all 12 apps. The results come from the ecosystem as merchants use it today.
3,000+
Active merchants
$20M+
Revenue generated
27%
Avg. revenue increase
4.97 ★
Avg. rating · 716 reviews









