Editorial

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.

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.