045
THE CIVIC STACK
SECTION 14
ISSUE 001
OBSERVEDsafetynowconfidence / high
Make Benefits Automation Reversible
When AI affects benefits, licensing, or eligibility, every automated recommendation should be reversible, attributable, and reviewable before deprivation. Agencies need tested fallback operations, preserved source records, and staff authorized to correct the system, so efficiency failures do not become irreversible civic harms.
Why this idea is here
What the evidence establishes.
OECD’s government research emphasizes trust and governance; the UN panel places human rights and reliability at the center of public AI evidence.
Source ledger
Read the sources.
- S01Governing with Artificial Intelligence
OECD report / dated 2025-06 / retrieved 2026-07-09
- S02Preliminary Report of the Independent International Scientific Panel on AI
UN scientific report / published 2026-07-01 / retrieved 2026-07-09