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How to Validate AI Agent Security at Scale
Agent fleets multiply tools, permissions, and tenants. Validation has to scale with them.
What scalable agent validation looks like
Tool inventory
Every callable tool is enumerated and scoped to a permission boundary.
Approval gates
Sensitive actions require explicit human approval.
Prompt-injection coverage
Untrusted content is treated as untrusted across retrieval and tool input.
Tenant boundaries
Agents cannot read or act across customer scopes.
Logging and attribution
Every tool call is logged and reviewable.
Validation loop
Fixes are re-evaluated to prove the risky path is closed.