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Frictional — Measuring the Struggle

A formally specified probabilistic framework for measuring process friction traces as independent evidence of genuine learning in the age of generative AI. Introduces the Genuine Learning Probability (GLP) methodology for educators assessing authentic cognitive engagement.

Nik Bear Brown Poet and Songwriter