Projects hero

Projects

Production AI systems built and designed end to end.

I work at the point where an AI idea has to survive contact with an organization: imperfect data, real users, operating constraints, governance, and the need to show a result. These case studies show both the systems I’ve built and the judgment behind them.

Agent Systems

Multi-Agent Architecture

Systems where multiple specialized AI agents coordinate, deliberate, or divide work — the operating patterns behind running an AI team rather than a single assistant.

Agentic operating system

Compound Agent OS

An AI operating system for serious knowledge work — one person running a full team of specialized agents through a real-time command center.

Multi-agent strategy design

Roundtable

A multi-agent system where three AI personas debate and refine strategy — from high-level vision down to task-level execution plans.

AI + Data / Decision Intelligence

Production AI & Data Systems

Systems designed for the real work around AI: trustworthy data, empirical evaluation, forecasting, and decision support at scale.

Production data reliability

Data Unification & Autonomous Remediation

A production data platform that standardizes fragmented source data, monitors 100+ feeds for quality failures, and takes issues from detection to human-reviewable fixes.

Ecommerce data infrastructure

AI Catalog & Listing Engine

A three-stage pipeline that classifies 192K SKUs into a unified product hierarchy, enriches gaps with AI web search, and generates marketplace-optimized listings.

AI-enabled decision support

AI Data Analysis Assistant

A self-service tool where you upload data and ask questions in plain English — it handles the code, the analysis, and the visuals.

Production decision intelligence

Forecasting, Pricing & Replenishment Engine

A production decision engine that helps 22 active accounts forecast demand, price inventory, size revenue opportunities, and make better replenishment calls.

Predictive customer modeling

Propensity & Capacity Modeling

Predictive models that identify who's most likely to buy and how much they'll spend — applied to season ticket sales for pro sports teams.

Production AI & Automation

Governed Operational AI

Bounded automation for recurring operational decisions: human review where it matters, controlled action, and clear ownership throughout.

Governed operational AI

Collaborative Operations Automation

A portfolio of bounded AI and rules-based workflows that helps commercial and customer teams move faster while retaining approval, auditability, and clear ownership.

Revenue intelligence

AI Sales Rep Evaluation

An AI system that listens to sales calls, scores reps across 13 competencies, and turns raw conversations into coaching intelligence.

Customer operations AI

AI Customer Service Assistant

A RAG-powered chatbot that helps customer service reps answer complex product questions and perform financial calculations in real time.

Organizational knowledge systems

Knowledge Capture & Operational Documentation

A system that turns tacit operational knowledge into structured documentation, keeps it current, and makes it accessible through a grounded internal assistant.

Founder & Community

Building Outside the Code

Track record as a founder and community builder — the experience that shapes how I scope and deliver AI work today.

Consulting company

District Data Labs

Built a data science consultancy from zero to $1M+ in revenue, serving Fortune 500 clients and government agencies.

Professional community

Data Community DC

Co-founded one of the largest data science communities in the US — grew it from 2 meetup groups to 10 with 15,000+ members.

Bring me a hard problem

Have an AI Opportunity Worth Building?

I help companies find the AI opportunities worth pursuing and turn them into working production systems.

Work With Me