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Articles

Here you can find write ups on data science products and new ways to think about data architecture and UX design

Clinical AI

How can we use the data that providers already have access to and combine that with LLMs to validate whether HEDIS measures were met?

AI-Powered Diet Tool

How can we use our real-world know-how to create practical AI tools? This article describes my recent progress on an LLM-powered tool that provides substitutes for conventional recipes to make them diet friendly. 

Evaluation in AI

What happens to AI outputs when data scientists leave the room? I recently attended three tech conferences and was struck by a troubling pattern. Here's what that means in plain English.

Optimizing Order Fulfillment with Simulation

How I built a reusable simulation framework to accelerate operational decision making at Target, improving customer wait times and labor utilization.

A Visual Framework for AI Agent Orchestration

What if managing AI agents felt less like digging through dashboards and more like walking through a building?

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Picture a digital blueprint of a hospital. Each room houses a domain-specific AI bot. In one, you might find agents trained to assist with diagnosing chest pain in the ER. Every room includes a “closet” for exploring previous versions and upcoming beta versions. And every room has a “window” for pulling up usage metrics, healthcare outcomes, and live performance stats.

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This is a spatial, intuitive interface for managing specialized AI agents designed to scale across thousands of narrowly tuned bots, each embedded in its own clinical workflow. It’s a way to ground abstract systems in human-centered, visual interaction: a high-resolution control panel for a decentralized AI architecture.

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