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A Stanford CS 312 "Deep Learning Alchemy" course shifts the burden of theory construction onto students (and their Claude assistants), having them empirically probe transformer components via ablations on a 614M-token depth-8 transformer — prompting reflection that maybe memorized ML knowledge was never that critical.
The author is updating an introductory web development course to include more focus on progressive enhancement, seeking advice and resources to improve accessibility and best practices.