CalibratedDecisions.

Post · Safety & guardrails

A CAPTCHA rebuilt with Jev

The browser measures how you fill the form.

Open x.com ↗
Jarek @jarekceborski

I rebuilt CAPTCHA with Jev

The browser measures how you fill in the form. Server turns that into a few plain sentences, and Jev decides: person or bot.

Blog post with source code in the comments:

Video from the post

How builders describe it

The browser measures how you fill the form. Jev decides.

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 →

Related projects