SMRTR AISep 7, 2026Hacker Noon

Can You Trace an AI Decision Back to the Data That Created It?

SMRTR summary

A healthcare AI model quietly labeled high-risk patients as low-risk, excluding them from follow-up care. The error wasn't in the model itself but in a data pipeline four layers back. Most enterprise AI teams can't trace decisions through all five layers: data, context, reasoning, recommendation, and action, leaving critical failures hidden in the gaps between systems.

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