❸ Cost Blowup. Running multiple evaluation passes over dense token arrays becomes economically impractical at scale.

Under the hood: → reads the transcript first → decides for itself when to actually look closely at the screen → rewatches fast moments in detail, barely glances at slow ones

Why does this matter? In the age of one-click code gen, shipping working code has never been easier -- and never meant less. Two builders submit the same classifier, same accuracy. One traced tensor…

Less context. Better accuracy. Meaningfully cheaper. This isn't a marginal optimization -- it's a different way of watching video entirely.