Episode Details

This story was originally published on HackerNoon at: https://hackernoon.com/the-specification-problem-why-ai-keeps-failing-at-kyc.
Two studies show AI fails risk-based KYC judgment calls, whether you make it rigid or flexible. Here's the structural reason, and the fix that actually works.
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Rigid, rule-following AI in KYC gets the middle-ground judgment calls wrong. Flexible, context-weighing AI gets them more right but loses the audit trail. Two separate studies confirm this is structural, not a model quality problem, because risk-based KYC was written for human judgment in the first place. The fix: keep AI on deterministic checks only, and route anything requiring judgment to a human reviewer.