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www.langchain.com

Building a harness with Jev

A guide on using Jev to route between models and block risky tool calls.

Decisions & routingEnglish

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developers.cloudflare.com

Jev on Cloudflare

Jev is utilized for decision-making processes on Cloudflare, including support routing and risk management.

Decisions & routingEnglish

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item

Hacker News launch thread

1,800-point thread debating whether typed decisions replace LLM calls for classification, routing, and scoring.

JEVLAB ART

Decisions & routingEnglish

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jev-typesafe-ai

What is Jev?

Short practical intro with a Python ticket-triage example.

JEVLAB ART

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blog

One judge call vs twelve dimension scores

One direct Jev question per row against 12–14 Jev-scored dimensions with locally fitted weights on three classification tasks: 5,477 test rows, 25,174 Jev calls, $1.43. Decomposition wins on Japanese NLI (0.9076 vs 0.8373) but flags about 25× more hard benign rows as attacks (37.2% vs 1.5%).

JEVLAB ART

Decisions & routingEnglish

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flaviocopes.com

Jev: typed decisions, not text

A guide explaining Jev's approach to making typed decisions rather than processing text.

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pypi.org

langchain-typesafe

A LangChain package with TypeSafeClassifier for integrating Jev into applications.

JEVLAB ART

Decisions & routingEnglish

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