Joao Wenzel’s October 14 AI Engineer talk describes combining status decks with underlying operational evidence. The system preserves what a deck reported separately from the status its evidence supports, and keeps historical snapshots intact for evaluation. In his shown comparison, 18 of 100 flagged green projects became yellow or red within three months, versus 10 of 100 unflagged projects. That is an attention-ranking result, not certainty about a project’s fate. Talk and transcript, 18:38; livestream markers 6:42:28 extraction, 6:48:34 backtest, 6:51:39 source health. Assessed from publisher text, not audio.