Mathematical Framework for Modeling AI Company Feedback Loops

This framework uses contextual infinity-topos and category theory to model AI companies as resource-dependent systems. It derives an optimizer-dependent neural tangent kernel along gradient flow and proposes a panoptic hypothesis to quantify the relationship between observation, intervention, and governance.