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Walk me through how you would red-team a customer-facing GenAI chatbot.

A reported AI-security interview staple with a known grading rubric: recon, bypass, leakage, tool abuse, multi-turn drift. Candidates who free-associate attack ideas fail; candidates who run a structured campaign pass.

Updated Sep 2026 · Grounded in real Forward Deployed Engineer interview loops and written to a senior-engineer editorial bar.

A reported AI-security interview staple with a known grading rubric: recon, bypass, leakage, tool abuse, multi-turn drift. Candidates who free-associate attack ideas fail; candidates who run a structured campaign pass.

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Next in this trackDesign an ongoing AI red-team program: team, harm categories, cadence, and what you'd automate with PyRIT first.Next in this trackDesign safety guardrails into the request flow of an LLM serving system, where do they sit and what does each catch?Next in this trackCompare PII detection methods, regex, entropy, NER, external APIs. Why can't regex alone find a person's name?
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