### Day

May 27, 2025

### [AI Needs More Data Science Thank You Might Think](/content/ai-needs-more-data-science-thank-you-might-think/index.html)

While AI engineers are building powerful systems, data scientists bring some unique skills that are often overlooked — yet absolutely crucial.

### [8 Key Principles for Applied AI](/content/8-key-principles-for-applied-ai/index.html)

AI is moving fast — sometimes too fast. In the rush to build, it’s easy to lose sight of what really matters. Whether you’re a founder, product leader, or engineer, these eight principles can help ground your efforts and steer you toward building AI that actually works — and works responsibly.

### [The Coding Evolution of a Data Scientist: 20 Years, 4 Eras](/content/the-coding-evolution-of-a-data-scientist-20-years-4-eras/index.html)

Looking back over the past 20+ years, my coding style and experience have evolved dramatically. When I reflect on that journey, I see four distinct eras — each shaped by the tools, habits, and mindset of the time. Technology keeps evolving. And as it does, so do we.