CalibratedDecisions.

Guide · Safety & guardrails

Jev for security engineering

Kostas on threat hunting with Jev: define the questions and outputs, then rank, score and classify activity at scale.

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Kostas @Kostastsale

This made me rethink where AI actually fits into security engineering.

For purely engineering work, forget about ChatGPT or Claude.

TypeSafe AI just released Jev, and I think it’s going to change how we build AI into security workflows.

Instead of asking an LLM to “investigate

How builders describe it

An argument that security work is full of bounded engineering decisions that belong to Jev rather than a chat model, with examples of the calls that fit.

The decision Jev makes

Allow, flag or escalate a message, tool call or action.

Where it fits

Screening messages, tool calls and outputs before they cause trouble. Jev gives a fast, calibrated verdict that can sit in front of every request or agent action. All 229 safety & guardrails projects →

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