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RESEARCH & OBSERVATIONS

Field notes.

Practical thinking on automated abuse, agent security, and the assumptions worth challenging.

Automated abuse

Why IP reputation misses coordinated abuse

A request can look ordinary in isolation and still be part of a coordinated attempt to exploit your business.

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Agent security

Limiting what an AI agent can do

An agent that can read, decide, and act needs limits enforced by the systems around it.

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