Why architecture matters here

Red team fails without corpus + automation + coverage. Architecture matters because scale needs automation and creativity needs humans.

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The architecture: every piece explained

The top strip is inputs. Attack corpus known + new. Automated red scale. Human red team creative. Test harness prompts + responses.

The middle row is measurement. Judge / classifier bypass = success. Coverage taxonomy. Reporting findings + severity. Fix cycle defense + retest.

The lower rows are ops. Coordination with defenders. Metrics success rate trend. Ops — legal + safety + external + drills.

LLM red team — attack corpus + automation + human red + eval + reportingsystematic adversarial testingAttack corpusknown + new payloadsAutomated redrun at scaleHuman red teamcreative + novelTest harnessprompts + responsesJudge / classifiersuccess = bypassCoveragetaxonomyReportingfindings + severityFix cycledefense + retestCoordinationwith defendersMetricssuccess rate over timeOps — legal + safety + external + drillsscoremapreportretestsharetrendtrendoperateoperate
LLM red team lifecycle with corpus + automation + humans.
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End-to-end flow

End-to-end: red team runs corpus. Automated attempts + human novelty. Judge scores. 40 bypasses found; defenders fix; retest confirms. Coverage taxonomy shows gaps. Reporting to leadership. Metrics show bypass rate decreasing over time.