Why it matters

Structured red-teaming shapes findings quality. Understanding shapes practice.

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The architecture

Threat model.

Attack methods.

Execution + logging.

Findings + severity + reporting.

Red-team playbookThreat modelattackers + goalsAttacks + executionmanual + autoReport + severitystructured findingsCombine manual + automated (HarmBench, PAIR); document + prioritize findings
Red-team playbook.
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How it works end to end

Manual + automated.

OWASP LLM Top 10 baseline.

Severity rubric.

Structured report.