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hardMicrosoftScaleAnthropic

Design an ongoing AI red-team program: team, harm categories, cadence, and what you'd automate with PyRIT first.

The grown-up version of 'how would you red-team a chatbot', Microsoft-style loops ask for a program, not a pen test. Team composition, harm taxonomy, iteration cadence, and which attack classes you script on day one.

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

The grown-up version of 'how would you red-team a chatbot', Microsoft-style loops ask for a program, not a pen test. Team composition, harm taxonomy, iteration cadence, and which attack classes you script on day one.

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UP NEXT ON YOUR JOURNEY
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?Next in this trackShould PII redaction live at the AI gateway or in the application layer? Argue the trade-offs.
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