CalibratedDecisions.

Post · Safety & guardrails

Fraud detection with Jev and Kimi K3

Jev sorts 100 emails in 1.42 s and sends the unsure ones to Kimi K3.

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Hassan @nutlope

Jev + Kimi K3 for fraud detection!

TLDR: Jev classified 100 emails in 1.42 seconds, then I routed the uncertain cases to Kimi K3. The full pipeline got 96/100 correct for only ~$0.07.

Video is not sped up, check out the live run!

Here was my process:

I gave Jev 100 emails to

Video from the post

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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