expected_latent_frames had one caller (latent_overlap_frames), which the test only imported and never called. The live layout path reads the sampler's own scene_playback numbers. Tests: 968 passed, same as baseline. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>