The agent fills this tray and so do you. Both edits land in the same place, and get_brief is how the agent sees what you changed.
Nothing here yet.
go review some clips26 columns in a fixed order. Permalinks are absolute so they resolve outside the app. The signal columns — words_per_minute, hook_end_s and the rest — are measured from the encoded clip and its transcript, and teardown_model names the model that wrote the creative columns. There are no view or like counts, because none of these clips has ever been published.