Jev Daily

Lightpanda put Jev in its binary for page triage

Lightpanda compiled Jev into the Lightpanda binary and built judge() on it, one call at roughly 0.2s to tell a real article from a cookie wall. Separately, UiPath shipped a Jev connector, with the cost claim coming from the vendor.

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Lightpanda embeds Jev to tell real pages from cookie walls

Lightpanda put Jev inside its binary and built judge() on top, which asks a set of predefined questions and returns whether a page has real content and what kind: article, listing, product or docs. One call, about 0.2 seconds, and the demo run covered 30 sites in roughly 14 seconds total.

Lightpanda
@lightpanda_io
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No more sending a whole page to an LLM just to find out it's a cookie banner.
Oct 21, 2026 · View on X

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UiPath ships a Jev connector, TypeSafe claims the cost win

UiPath added a TypeSafe connector to its Integration Service, pitching Jev models for decisions inside workflows at lower cost and latency. The size of that gain comes from TypeSafe itself, which says Jev is about an order of magnitude cheaper and faster than an LLM judge. Diogo Almeida called it huge for real world automation.

TypeSafe AI
@typesafeai
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LLM-as-a-judge-no-more
Oct 21, 2026 · View on X

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Jev, read daily so you do not have to. The builds, the benchmarks, the criteria that worked and the cases where it lost, from the people shipping on TypeSafe AI's System One model.