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HP Inc.
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Scaling multi-agent systems past 100 agents can trigger a "Synergistic Collapse" costing hundreds of thousands of dollars, but this framework prevents it.
By transforming binary crash predictions into continuous safety scores, SafeDriver-IQ offers real-time, explainable risk assessments, revealing that multiple risk factors compound non-linearly to increase crash risk by up to 4.5x.
Automating security operations doesn't have to be a pipe dream: AgentSOC shows how multi-agent systems can reason about attacks, anticipate attacker intentions, and recommend containment strategies that balance security efficacy with operational impact.