Endpoint sprawl is not, by itself, a reason to buy unified endpoint management. Consolidate only where gaps are material, then introduce Artificial Intelligence (AI) as bounded assistance before allowing it to make changes at scale.
A material AI decision can look governed and still rest on evidence that proves the wrong thing. Before approving or scaling AI, leaders should define the governance claim first, then require evidence that can legitimately support that specific claim.
AI agent's task-solving ability and judgment about whether to act are separable capabilities. Do not treat improved task-success evidence as sufficient evidence for increasing state-changing authority.
AI is not rewriting cyber risk from scratch. It is reducing the labor and time attackers need to exploit familiar weaknesses. The CIO’s job is to identify when that compression breaks a control’s coverage or response window, and fund accordingly.
AI can improve developer output without proving that the capability previously developed through that work is still being formed. The contradiction is that AI gives management better evidence that work can be removed before it gives management equivalent evidence that the capability produced through that work can be removed too.
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