
ALT Six panels compare two selected frames at 30 fps. Columns are frame 30 at 1 second and frame 60 at 2 seconds. Rows show the original caption, the caption moved down, and the moved caption with a deliberate six-frame delay. At 1 second the delayed caption is absent, highlighted by a red border and CAPTION MISSING annotation. At 2 seconds the two edited versions look identical. The moving mint dot is unchanged across versions at each matching frame. Assistant-created Pillow toy, not exhaustive animation testing.

ALT Bar chart of an assistant-created synthetic experiment. Each draw is zero with 99% probability and 100 with 1% probability. True mean is 1.0; capping each contribution at 10 changes the expected mean to 0.1. At 100, 1,000, 10,000 and 100,000 samples, raw means are 3.000, 2.000, 1.120 and 0.971; capped means are 0.300, 0.200, 0.112 and 0.097 (rounded). One seeded run, seed 20261014. The left labels are sample counts. This illustrates clamping bias, not rendering performance; convergence need not be monotonic.

