AI fails in ways traditional software does not: bias, hallucination, harmful output, silent quality regression. The strong answer is a real playbook (detect, contain, communicate) plus a blameless post-mortem that ships systemic fixes. Here is the answer.
Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.
AI fails in ways traditional software does not: bias, hallucination, harmful output, silent quality regression. The strong answer is a real playbook (detect, contain, communicate) plus a blameless post-mortem that ships systemic fixes. Here is the answer.
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