Why it matters

Red teaming is the primary way to know what your LLM app can withstand. Understanding enables real security posture.

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The architecture

Structured test set: known jailbreaks, injection payloads, harm categories.

Human red team: creative attackers try novel approaches.

Red teaming approachAutomated testsknown attacksHuman red teamnovel approachesReport + fixclose gapsContinuous: attacks evolve; one-time red team goes stale fast
Red team methodology.
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How it works end to end

Automated: run against models regularly. Frameworks like Anthropic's HarmBench, Meta's Purple Llama.

Human: creative attackers try novel patterns. Report findings; teams fix.

Bug bounty: pay external researchers for finding vulns.