Credit decisions — autonomy by fair-lending risk
Auto-approve the clear cases; the thin-file applicant stays with a human.
Open the live lab · pre-loaded to this scenario
Human-in-the-Loop Approval
Context
An agent processes credit decisions. Autonomy is set by risk tier: clear approvals/denials can auto-decide, but thin-file and borderline applicants — where fair-lending exposure lives — stay with a human.
The decision
Autonomy is gated by fair-lending risk, not throughput appetite. The level that clears the thin-file edge cases is the ceiling, regardless of how much faster full autonomy would be.
What most miss
Teams set one global autonomy level. On credit the tier matters: a thin-file auto-denial that a human would have caught is exactly the disparate-impact pattern regulators look for.
Stakes
One auto-decided thin-file case that should have been reviewed is a fair-lending exposure, not a throughput win.
First-hand · Agent & Protocol · verified 2026-07-03
Sources: Credit-decisioning autonomy / fair-lending (ECOA) controls — first-hand (cards & lending); Risk-tiered human-in-the-loop policy design