Function frames_for 

pub fn frames_for(
    seconds: f32,
    fps: f64,
    min_seconds: f64,
    max_seconds: f64,
) -> usize

A duration in seconds → a frame count on the VAE’s 8k + 1 grid, clamped so a misbehaving prediction cannot ask for a degenerate or enormous generation.