Bias Is Not the Problem: Sovereignty Is
There is a growing industry forming around a comforting idea: That the central risk of generative AI in education is bias. That if we can make AI outputs more inclusive, more representative, more “fair”, then we will have made these systems safe for children. This framing is not malicious. It is simply incomplete. Bias is a surface phenomenon. Sovereignty is the substrate. What is arriving in education right now is not just a new content engine. It is a new interpretive layer between a child ...
Bias Is Not the Problem: Sovereignty Is
There is a growing industry forming around a comforting idea: That the central risk of generative AI in education is bias. That if we can make AI outputs more inclusive, more representative, more “fair”, then we will have made these systems safe for children. This framing is not malicious. It is simply incomplete. Bias is a surface phenomenon. Sovereignty is the substrate. What is arriving in education right now is not just a new content engine. It is a new interpretive layer between a child ...
Context Is Not Content
An Open Letter to OpenAI
We are being sold a story
that sounds like science and behaves like destiny:
If We’re Going to Build Minds in the Cloud, We Have to Account for What They Cost the World
and The Children of the Second Stack
If We’re Going to Build Minds in the Cloud, We Have to Account for What They Cost the World
and The Children of the Second Stack
Sacred Geometry as Relational Constraint Language
A methods note for educators, designers, and system architects
Sacred Geometry as Relational Constraint Language
A methods note for educators, designers, and system architects
