Founder & Product Engineer, Echoscan Software
I build AI products end to end.
Pacific timezone · open to AI product engineering roles
AI product engineer who ships end to end, from customer discovery to production, with the hard engineering living in the layer around the model. Thirteen years shipping software, the last two building AI-native products from scratch.
▸ scroll — the interesting part is below
the product loop
From customer uncertainty to something people can trust.
01 / intro
I'm a full-stack engineer and product owner. For thirteen years I shipped production software at enterprise companies like Workday and VMware, and for the last two I've been building AI-native products on my own, mostly agents that take over work people used to do by hand. The part I care about is the engineering around the model: making something non-deterministic reliable enough to actually do a job with real stakes.
02 / work
AI agent · wholesale pricing
An AI agent that replaced a manual back-office pricing job at a wholesale distributor. Dealers ask for a price in plain language over Telegram; the agent answers instantly and correctly, without ever inventing a number.
read the case study →
03 / how I work
An unreliable model becomes reliable through the engineering around it. Those are the principles every project here is built on.
01
Don't ask the model to produce what you can look up or compute.
02
Ground everything so the system never invents an answer.
03
The model should know when it doesn't know, and ask.
04
Run customer interviews before you write the first prompt.
04 / stack
AI / ML
Backend
Frontend