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Projects

Here you can find project write-ups and links to sample code on GitHub

The AI Interrogator Bot: Turning Tribal Knowledge Into Structured Systems

I once spent several months trying to understand a client's fulfillment process. On paper, it was one process. In practice, there were several distinct processes. The process had originally been designed to work well in sprawling suburban big-box stores that dominated sales across the chain. But it had also been adapted to small-format stores tucked into high-rise buildings in the inner-city (which was a critical component of unlocking inventory and the company’s “save the s

The Question Isn't “Buy OR Build?” — It's “How Do We Build and THEN Buy”?

A Case Study in Inventory Optimization and Client Communication I had a recent consulting engagement to help a Fortune 500 company understand tradeoffs between different network designs, reorder points, and quantities. But within the first week, I realized we had a communication problem that would shape the entire four-month engagement. Four stakeholder groups sat around the table, each asking for something different. Executives wanted high-level strategy for network redesign

The Optimization Engine: From Cocktail Party to Production Tool

When I joined Target's Fulfillment Strategy team, I wasn't handed a problem statement. I was handed a calendar. My first few weeks were spent sitting in meetings across the department — operational teams, planning teams, inventory management, logistics — observing, asking questions, and taking notes. I wasn't looking for anything in particular. But patterns started to emerge. Different teams were wrestling with what looked like different problems. Where should we open new ful

Case Study: Optimizing Order Fulfillment with Simulation

To improve labor productivity and customer satisfaction across Target’s stores, I led the development of a discrete event simulation. The project created a modular, high-fidelity digital twin of in-store operations, helping teams evaluate trade-offs across staffing strategies, order flow policies, and new consumer offerings. Problem Statement Several operational challenges highlighted the need for a reusable simulation tool. For instance: Labor balancing: Some stores had only

Zero Evaluation AI: Where are my DS peeps?!

I have a quick story to share. The year is 1904. You’re riding your horse down a dusty road when you see something extraordinary: the very first automobile sputtering past in a cloud of mechanical glory. “Incredible”, you think. “No more shoveling horse shit. The future is amazing!” The next morning, a letter arrives inviting you to an “Automobile Exposition” in town. There will be over a hundred vendors showcasing the newest innovations in motorized travel. You show up at t

Building an AI-Powered Diet Tool

For the last 20 years, I have been the designated cook when the family gets together for the holidays. Some of my relatives are vegetarian or vegan, some are diabetic, and some are low-carb or Paleo. This Thanksgiving I had to cook a meal that accommodated all of these requirements simultaneously. I realized that I had accumulated a vast amount of knowledge in which substitutions work. For example, I can tell you when to use almond flour versus lentil flour as a substitute f

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