The Specification Problem: Why AI Keeps Failing at KYC

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. Check more stories related to finance at: https://hackernoon.com/c/finance. You can also check exclusive content about #fintech-industry, #ai, #kyc, #kyc-pipelines, #ai-assisted-pipeline, #ai-research, #ai-models, #ai-study, and more. This story was written by: @duycao. Learn more about this writer by checking @duycao's about page, and for more stories, please visit hackernoon.com. 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.