Research notes

Red-Teaming

Analysis

From Feature to Facility: How AI Agents Are Becoming a Governed Execution Layer

Agents are moving into mass-market interfaces like Search while enterprises institutionalize them through capability governance and security red-teaming—tightening the feedback loop between commercialization and control as the agentic economy takes shape.

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