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Does Karpathy apply the 'autonomy slider' and 'generation-verification loop' to the Eureka Labs AI tutor design? #123

Description

@danlex

Type

Research

Section

Eureka Labs

Why needed

The research established that Karpathy's clearest technical prescriptions — the autonomy slider, generation-verification loop, 'keep AI on the leash' via structured artifacts — are framed as general LLM deployment principles. The Eureka Labs AI tutor is the one product he is actively building. The document does not establish whether these architectural principles appear in the tutor's design (e.g., whether the tutor uses a fixed syllabus as the 'leash,' or surfaces its reasoning for student verification). This would connect his deployment philosophy to his only concrete product.

Generated from

Follow-up from Issue #53: Has Karpathy proposed any technical solutions for the near-term risks he identified?

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