Accelerate with AI,
Turn it into value with judgment,
and grow it through operations.

I use AI on both sides of development: built into the product and woven through the engineering process. I ship value to users, validate it with data, and keep improving in production.

6
Projects
5
Live
4
yrs of development
Product work across
diverse industries

How I Use AI

I deliver value by embedding AI into products and using it throughout my development process.

EMBED IN PRODUCT

Products with AI Inside

I design value, evaluation, and operations as one piece.

  • Ship features that solve real user problems with AI
  • Weave AI naturally into the product experience
  • Validate impact and keep improving in production
USE IN DEVELOPMENT

Development with AI

I lean on AI for both speed and quality.

  • Use AI across research, design, and implementation
  • Lift productivity with code generation and review
  • Raise quality with generated tests and docs

The lifecycle of
AI products

I grow products by running this cycle, again and again.

01

Discover & Strategy

Frame user problems and business goals, then define what AI should solve.

02

Design & Data

Shape the experience, pick models, and build a reliable data foundation.

03

Build & Integrate

Implement LLM/ML, integrate it into the product, and safeguard quality and safety.

04

Evaluate

Assess quantitatively and qualitatively, and verify value with data.

05

Operate & Improve

Run it in production and keep iterating.

Featured Projects

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