An addition to my previous question most vendors are building increasingly capable individual agents. What will be the harder problem over the next few years: making agents smarter, or making large numbers of agents coordinate safely and predictably? How is Perception approaching agent coordination as a system-level challenge rather than simply an agent capability challenge?

Perception's value proposition depends on multiple specialized agents collaborating across detection, investigation, validation, and remediation workflows. As the number of agents grows, how do customers prevent coordination overhead, conflicting actions, and cascading reasoning errors? Do we see agent-to-agent orchestration becoming a first-class security problem that requires its own control plane?

What would be the main advantage of using MDASH when compared with (defender for devops+ GitHub advanced security)? And if i have MDASh already do i still need (Def 4 devops+ GHAS)?

As a higher education customer, I'm super interested in the affordability comment!  We've had challenges with getting enough SCU's to run MSC; curious how Perceptions runs!

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