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Nick Rygiel edited this page Jul 4, 2026
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Privacy and Redaction Control Plane
AI systems are useful when they can touch real context. That makes data classes,
redaction stages, retention, and review rules part of the control plane.
Data Classes
public
internal
confidential
restricted
pii
financial
health
child_minor
secrets
Redaction Stages
before_prompt
before_tool
before_artifact
before_external_call
before_memory_write
before_log
Actions
Policies can allow, mask, hash, tokenize, summarize, block, or
require_approval.