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I’ll be brief. I value your time. You’re in control.
501(c)(3) nonprofit improving data literacy and math outcomes in underserved schools, founded in San Antonio, TX.
I don't use AI much as a programmer. I occasionally ask an LLM a question, but I don't do vibe-coding.
AI isn’t locked up by Big Tech. It’s already open. The future belongs to those who see that the AI revolution is being led by open source—quietly, but definitively.
Travis Oliphant, creator of NumPy, explains the dangers of centralized AI.
When reproducibility becomes non-negotiable, this is what comes next.
AI in government is not what it was. Mandates are no longer a distant horizon; they’re here, they’re specific, and they come with real consequences for how your systems are built, governed, and audited in production.

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