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Safety model · Established · Intermediate

Safety classifier models

Small specialised models that classify prompts and responses for policy violations before content reaches a user or a tool.

What Safety classifier models is

Safety classifiers sit beside the main model, checking inputs and outputs against categories such as violence, self-harm, PII exposure or jailbreak attempts.

How it works

They are trained on labelled policy data and deployed as fast filters. Because they are cheap, they can run on every request in both directions.

Why it matters

Enforcement outside the generating model is the only reliable way to apply a policy that must not be talked around.

Common uses

  • Input and output filtering
  • Jailbreak detection
  • PII detection
  • Moderation pipelines

Strengths

  • Cheap and fast
  • Independent of the main model

Watch for

  • False positives block legitimate use
  • Needs policy-specific tuning

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