My Approach

I design AI products by understanding systems before screens, validating ideas early through prototypes, and partnering closely with engineering. My work sits at the intersection of product strategy, AI interaction design, and enterprise UX.


🧠 Understand the System

Great products start with understanding how everything connects—not just the interface.

I map relationships between users, permissions, data, business goals, and technical constraints before designing experiences.

Focus

  • Product strategy
  • Customer research
  • Information architecture
  • Systems mapping

🤖 Design Human–AI Collaboration

AI should make people more capable—not less informed.

I design agentic experiences that explain their reasoning, recommend actions, and keep people in control through transparency and review.

Deliverables

  • AI workflows
  • Agent experiences
  • Trust patterns
  • Decision flows

âš¡ Prototype with Code

Working software answers questions faster than static mockups.

I build high-fidelity prototypes and collaborate with engineering early to validate ideas, reduce implementation risk, and accelerate delivery.

Tools

  • Figma
  • Claude Code
  • VS Code Copilot
  • React
  • Storybook
  • MCP

Tools I Reach For

A snapshot of the stack I use across design, engineering, and AI work.

Design

  • Figma
  • FigJam
  • Miro

Engineering

  • VS Code
  • React
  • TypeScript
  • Storybook
  • Azure DevOps

AI

  • Claude
  • GitHub Copilot
  • ChatGPT
  • MCP