Trust is a product feature.
Sources, state, and uncertainty should be visible, never hidden behind confident prose.
I bring frontend systems, product judgment, and applied AI together to turn complex technology into products people can understand, trust, and use.

Current vector
AI products, from system core to interface.7+years shipping
Move across the field
02 / Selected systems
Different products. Different operating environments. One obsession with making complexity useful.
01DECISION-GRADE AI
Product experiences for an AI analyst that connects to real business systems, verifies its work, and turns insight into plans and action.
Visit Summation02MARKET INTELLIGENCE
A strategy laboratory for live signals, deep research, backtesting, paper execution, and evidence-aware AI assistance.
Visit Trademon03EDITORIAL INTELLIGENCE
An AI publishing system that finds emerging ideas, drafts in the author’s voice, checks claims, and keeps humans in control.
Visit Postdesk04RESTAURANT OPERATIONS
Built Prime from its first mobile MVP into a faster, more reliable web and mobile operating system for restaurant teams. Later led the engineering team shaping its architecture, product experience, and development practices.
Visit UrbanPiper03 / Operating model
The strongest systems do more than generate. They expose evidence, make uncertainty legible, and leave consequential judgment where it belongs.
Sources, state, and uncertainty should be visible, never hidden behind confident prose.
People understand a complex system through the controls, feedback, and boundaries it exposes.
Start with assisted decisions. Expand only as evidence, observability, and recovery become reliable.
04 / Open channel
I'm always open to thoughtful conversations about ambitious products, applied AI, and the craft of making complex systems feel clear.