To support free-form authoring where compile-time layout data is unavailable, validation gates have been moved from analyzing the IR to analyzing decoded video frames. This update introduces robust metrics—including luminance-based emptiness checks and boundary contrast analysis—to detect rendering issues like blank panels or clipped content. These engine-neutral checks now successfully identify visual defects without false positives across the test corpus. when your code ships blank screens

Migrating layout validation gates to pixel-based analysis - subh05sus/visual-anim-studio