An intercept-and-refine agent that symbolically checks Manim animation code for geometric collisions improves the authors' rendering-free MVQS layout score in 7 of 8 LLM×pipeline configurations, with the metric unvalidated against human judgment.
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SGA: Plug&Play Geometric Verification for Educational Video Synthesis
An intercept-and-refine agent that symbolically checks Manim animation code for geometric collisions improves the authors' rendering-free MVQS layout score in 7 of 8 LLM×pipeline configurations, with the metric unvalidated against human judgment.