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Content Risk Categorizer Agents

Auto-classify outputs into risk tiers (e.g., low, medium, high) for moderation and triage workflows.

Description

Assigns a risk tier to output so that review effort can be allocated proportionally rather than uniformly. The routing layer that makes human review economically viable at volume.

When it fits

High-volume generation where reviewing everything is impossible and reviewing nothing is unacceptable.

When it does not fit

Low volumes, where reviewing everything is cheaper than building and calibrating a triage system.

Governance requirement

The tier boundaries are a control decision and must be documented and approved, not tuned informally by whoever manages the queue.

Characteristic failure

Tier boundaries drifting toward whatever keeps the review queue manageable, so risk classification silently becomes capacity management.

Example

Machine-drafted journal entries tiered by value and account risk, where high tier requires two approvals and low tier one — with the thresholds versioned as a control change.

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