CalibratedDecisions.

Post · Coding & code review

A site scanner built with Opus 5.5 and Jev

Opus writes the app, Jev makes every decision.

Open x.com ↗
rewind @rewind02

built a full production app with opus 5.5 and jev...

fed it a url, it screenshots the site, scores it against a list of known patterns, and ships a shareable report

here's the actual pipeline:

- gemini flash takes the screenshot, that's the only vision step needed
- jev scores

Video from the post

The decision Jev makes

Label a change, score its risk, pick the relevant file, or decide whether a coding agent should continue.

Where it fits

Code review and coding agents are full of small questions: is this change risky, what kind of fix is this, which file matters. These projects answer them with Jev and route the rest to people or bigger models. All 450 coding & code review projects →

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