On August 5, at the Mandalay Bay South Convention Center in Las Vegas, Knight will host a session titled "The Harness Wars." Drawing on over two decades of hacking experience, she intends to demonstrate that commoditized model benchmarks fail to capture the reality of autonomous threats. According to Knight, the true differentiator between a mere marketing demo and a functional autonomous attacker lies in orchestration, memory management, and the system's ability to make split-second judgments during an engagement.

This presentation comes as Assail rolls out Ares v2, a platform featuring the new Sidewinder harness. By enabling the system to audit its own performance, identify errors, and adapt its approach, the architecture serves as a case study for the argument that governance and execution frameworks dictate system behavior. Following the keynote, Knight will lead a panel featuring security executives from Peregrine, Wynn, and Qanapi to discuss the systemic challenges of deploying offensive AI. Eric Wood, security and compliance manager at Peregrine, echoed this sentiment, noting that as foundation models converge, the harness architecture remains the primary driver of operational risk for enterprise security teams.