Keep the attack engine. Add the context and evidence plane.

This capability plane preserves the offensive platform’s core strength, fast attack generation and orchestration, while adding a AI Security LLC layer that grounds each campaign in system context, authority relationships, and evidence quality. The partner attack platform continues to produce attack waves, traces, findings, and reproduction artifacts, but AI Security LLC evaluates those results against boundary context, identity and authority graphs, and the distinction between grounded and inferred state. That separation enables independent challenge, validation, and qualification of each attack path before it is accepted as actionable.

The result is a structured product return that pairs qualified attack paths with evidence and provenance, risk drivers and priority, retest outcomes, and residual uncertainty. Instead of replacing the offensive engine, the context-and-evidence plane makes its output more trustworthy, more defensible, and more useful for remediation planning and follow-up verification.