lesson 1 of 3 · why programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughlesson 1 of 3 · why programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughlesson 1 of 3 · why programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughlesson 1 of 3 · why programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughlesson 1 of 3 · why programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughlesson 1 of 3 · why programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughlesson 1 of 3 · why programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughlesson 1 of 3 · why programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughlesson 1 of 3 · why programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughlesson 1 of 3 · why programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughlesson 1 of 3 · why programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enoughwhy programmatic video — when ai gen alone isn't enough
Which TWO briefs are clearly code jobs (programmatic video), not AI-gen-only? Code wins when the deliverable is parametric, data-driven, or requires reproducibility. Model wins when the deliverable is one novel scene with no structured inputs.