Hedges

A proposed research program applies homotopy type theory, contextual topos semantics, and neural tangent kernels to model AI companies as open, resource-dependent systems with feedback loops among obs…

A new study published on arXiv demonstrates that model collapse in large language models (LLMs) — the progressive degradation of models trained on their own outputs — follows predictable patterns of c…