Oversight cadence & retrospectives
Standing review on a mandated schedule — boards, audits, retrospectives — modeled on the actors who actually ended the documented failures.
What it changes
Who can pull it
What it looks like institutionally
Across the Atlas, the actors who changed outcomes were oversight actors: an evaluation regime around Allegheny's tool, the Royal Commission after Robodebt, court supervision over MiDAS, auditors in Rotterdam. Oversight cadence institutionalizes what they did — regular, empowered review of the system's real behavior — without waiting for the failure that summons them.
The cadence is the control: review that happens when someone requests it happens never. Mandated frequency, published findings, and a standing requirement that the deploying team answer the findings convert oversight from event to environment.
Include retrospective authority: when something does go wrong, a pre-committed retrospective with teeth (Robodebt's commission is the template) is how institutions learn at less than catastrophe prices.
Addresses: Oversight only after catastrophe · Unreviewed drift. Test a version of this lever in the PAN Lab.