Output generation
Surface area
Video.
Editorial agents that discover, research, script, and render short-form at daily volume.
Reports.
Board decks and client updates generated from live financial and operational data, on a cadence or on demand.
Digests.
Weekly internal summaries of performance, blockers, and wins, compiled without anyone collecting them.
Pipelines.
Whole production lines, from signal to rendered and published output, with one operator supervising.
In practice
At Public TV, editorial agents catch beats, research them, script them, and render them with self-hosted presenters, one operator supervising every stage from a cockpit. At Lahari, 1,500 dormant songs became 800 lyric videos in two months. Same pattern, different factory.
Stack neutral.
Reads from wherever structured state lives: sheets, databases, CMSes, project trackers. Output lands in the formats you already ship: video, docs, decks, email. Your distribution stays exactly as it is; the generation step in front of it becomes autonomous.
