AI Product Management

Senior AI PM / I build AI products end-to-end / I code the models I ship

My background in chemical engineering trained me to analyze how complex systems fail, not just optimize what is already there. For the past seven years, I have applied that instinct to artificial intelligence—owning a portfolio of 18 AI/ML products utilized by over 4,000 users across enterprise risk frameworks and compliance operations.

Most AI failures are not model failures. They are adoption bottlenecks, incentive misalignments, or trust gaps. These are strategy problems before they are engineering problems.

I bridge that gap by setting portfolio-level investment strategies, managing governance frameworks, and maintaining the technical capability to code and validate the models I ship. I focus on owning both strategy and delivery to drive deterministic, high-value organizational outcomes.

Core Applications & Projects

Forkit App

Project Overview A lean, real-time voting application engineered to eliminate group decision friction and minimize data overhead. Tech Stack Choices...

        STACK: Lovable, React, Supabase, Vercel, Tailwind
      

Spanish Multi-Agent Simulation

Project Overview An agentic operational framework utilizing custom text schemas to run high-frequency, conversational language acquisition simulations. Core Design Multi-Agent...

        STACK: Python, Multi-Agent Architecture, LLMs, Agentic Frameworks
      

Writing & Insights

2026-04-17 Why Leadership Builds AI Tools Nobody Uses
2026-04-12 If You Can't Measure It, You Can't Govern It
2026-03-31 How Chemical Engineering Shaped How I Think as a Product Manager
2026-03-10 If You Build It, Will They Come? - Why Your AI Model's Explainability Might Be the Problem
2026-01-25 Stick a Fork In it
2022-10-05 USA Real Estate - Predicting Sales Price
2022-09-18 Predicting Attrition in Healthcare Industry
2022-09-12 AirBnB Open Data EDA
2017-01-06 Why Do Good Employees Leave?
2016-12-11 Short-Term Rental Platform vs Long-Term Tenant: Evaluating Expected Profits
2016-11-08 KMeans++ Cluster Analysis using PCA on Airport Delays
2016-11-01 Classification Model of Predicting Movie Ratings Prior to Being Released
2016-10-25 A Classification Analysis of Titanic Survivors
2016-10-19 Predicting Data Scientist Salaries Using Logistic Regression
2016-10-12 Iowa Liquor Market Research: Evaluation of New Market Entry
2016-10-04 Evaluating Year 2000 Billboard Top 100 Data Set