Our nightly pipeline writes, renders and publishes a video at 4:30am with nobody watching. Then it published one it shouldn’t have. The four-layer gate we built afterward — deterministic block, vision judge, fail-closed, and the undo button you build before you need it.
How one channel is run by five AI agents and a human editor — the roles, file-based coordination that beats meetings, the doer/checker starter pattern, and why teams multiply blind spots too.
Turn a local model into an agent that actually does things — the harness pattern (loop, tools, memory, schedule), your first scheduled job, and the gates that make unattended AI shippable.
How one trained character becomes daily videos, longform episodes, thumbnails, 3D models, and a talking companion — the factory design that runs while you sleep. The Engine Room, capstone.
Our shorts series has an AI judge whether media is AI-generated. Twice, her verdict contradicted the community’s receipts — and we nearly published. Here’s the verification pipeline that now gates every episode.
Behind the scenes of EP01: the script-to-upload pipeline where the narrator, the presenter and the editor are all the same local AI — including the sync bug we shipped and fixed.