Why it matters

Data exfil via LLM is real risk. Tool scopes + output monitoring essential.

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The architecture

Scope tool access.

Monitor outbound URLs.

Block PII exfil.

Data exfil defenseTool scopeleast privilegeMonitor URLsoutbound callsBlock PIIin outputsMarkdown image URL leaks are a classic exfil channel; block outbound
Data exfil defense.
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How it works end to end

Least-privilege tools.

Block outbound URLs.

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