Lightpanda embeds Jev to power judge() page classification
Lightpanda embeds Jev in its binary as judge(), a ~0.2s call that tells whether a page has real content and what kind, avoiding sending whole pages to an LLM just to spot cookie walls.
We put Jev inside the Lightpanda binary and built judge() on top of it. @typesafeai No more sending a whole page to an LLM just to find out it's a cookie banner. > Blocked pages, CAPTCHAs, cookie walls, logins, paywalls, error pages, empty searches and pages still loading can all return an HTTP 200 > judge() asks a set of predefined questions and tells you if the page has real content, and what kind: article, listing, product or docs > One call, ~0.2s In the video: > 30 sites, ~14s total > Lightpanda backs off when rate-limited, accepts cookie walls, and keeps or skips each page