Bias & Inclusion Julie Blair Bias & Inclusion Julie Blair

WHY AI FAILS: VOL 4 — The Edge Case Problem: Why AI Systems Fail Outside The “Default User”

AI systems often fail not because the technology is flawed, but because they are designed around a “default user” that doesn’t reflect real-world complexity. This article explores how edge cases expose hidden weaknesses in enterprise AI, creating performance gaps, bias risks, and operational failures when deployed in diverse, real-world environments.

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