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Why Your Team is Slow: The Hidden Cost of Missing Business Context

Over my career leading engineering and data science teams — from regulated industries to early-stage startups to large enterprises — I’ve consistently seen one pattern: Teams can move incredibly fast when they understand how their work drives business value, and painfully slow when they don’t. Most recently, as VP of Engineering and Data Scienc...

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The Hidden Bottleneck in Knowledge Work: Why Working Harder Isn't Working

It’s 11 PM on a Sunday. You’re putting the finishing touches on a critical project, convinced that this extra push will finally get it over the line. Sound familiar? I’ve been there too many times. Despite these heroic efforts, I kept encountering a puzzling pattern: working harder didn’t consistently lead to better outcomes. Will Larson captur...

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From AI Ambitions to Action: A Mental Health Startup's Journey

“We need AI to measure patient mood.” This was the directive I received when joining HealthRhythms as VP of Engineering & Data Science. Like many companies, they knew AI could transform their business but weren’t sure exactly how. Within 4 months, we doubled our usable data, increased our core prediction accuracy by 11%, and cut model itera...

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