A no-human-feedback RL idea: reproduce YouTube explainer videos with code

mathemagic1an · x · 2026-09-30

Researcher mathemagic1an proposes an RL scheme needing no human preference data: have models reproduce YouTube explainer videos purely with code, verified cheaply via vision models. The resulting style naturally resembles edutainment, and he suspects frontier labs may already be running variants of this idea.

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