Reita Williams

Reita Williams

AI governance practitioner, writer, and builder working at the intersection of transformer architecture, cultural theory, and the politics of machine learning.

What I do.

  • I work at the intersection of AI systems and the people they affect, with a particular focus on how architectural decisions in language models encode assumptions about whose knowledge counts. I approach governance as a structural question about power and representation.

  • I write about transformer architecture as a humanities text, AI governance as a cultural problem, and the gap between what these systems appear to do and what they are actually doing. My Medium series Sunday Reading is the long-form home for that thinking.

    Read the essays →

  • I build implementations from scratch when writing about a mechanism stops being enough. My latest experiment microAttention is a scaled dot-product attention in pure Python .

    View microAttention →

I got tired of writing about how language models work without having built one. So I built scaled dot-product attention from scratch in pure Python and NumPy

microAttention

LATEST PROJECT

FIELD NOTES FROM THE QUIET WEB

Stream-of-consciousness writing, updates, personal reflections, and academic musings from the intersection of AI, education, and robotics.

When I feel like it.