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Control

I’ll be brief. I value your time. You’re in control.
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From a 2% AP Statistics Pass Rate to Jupyter Everywhere in the Classroom

501(c)(3) nonprofit improving data literacy and math outcomes in underserved schools, founded in San Antonio, TX.
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The Librarification of AI: How Python’s History Predicts the Future of Vibe Coding

The “pure vibe” approach to AI development offers rapid prototyping but creates systems that can be difficult to scale. "Guided Vibe" may hold the solution.
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Open Source Isn’t the Real Risk in National Defense.

Government contracts aren’t immune to AI hype circles. Most defense teams face the same wall: slow-moving, locked-in systems built by vendors who sell mystery, not control.
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“The Sidelines”

I’ll be brief. I wrote this myself. It is time!
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AI: Bigger Isn’t Better

Executives are told that larger AI models mean smarter AI. The data say otherwise. There is a point where adding more information makes an AI system less reliable, not more
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Multimodal AI Is Democratizing Computer Vision: Here’s How

Nick Byrne wasn’t expecting this when he logged onto Hacker News that Tuesday morning. Scrolling through familiar headlines, he landed on a deceptively simple question:
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The Accidental Architects: How to Become a Leader Through Open Source

Lessons from the PyLadies Panel “From Contributor to Founder”
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