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semantic classification

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Oct 14, 2026 · Databases

Jev: 100K SQL Classifications in 40s for $0.50, But Misses 26% of Critical Routing

TypeSafe AI's Jev model integrates into SQL databases and data pipelines for high-volume semantic classification, achieving 100K classifications in 40 seconds at $0.50, but Dataiku tests reveal a 26% miss rate on critical routing decisions, highlighting trade-offs between speed, cost, and accuracy for production use.

DataikuJevMotherDuck

0 likes · 23 min read

Jev: 100K SQL Classifications in 40s for $0.50, But Misses 26% of Critical Routing

ShiZhen AI

Sep 21, 2026 · Artificial Intelligence

Jev: A Typed 'Intelligent If' for High-Speed Agent Decisions

Jev is a specialized AI model that outputs typed judgments and probabilities from text or JSON, enabling fast, low-cost routing, risk checks, and result verification in agent workflows without generating free-form text, while requiring careful threshold calibration and shadow-mode validation.

Agent RoutingJevRLCD

0 likes · 12 min read

Jev: A Typed 'Intelligent If' for High-Speed Agent Decisions

Design Hub

Sep 19, 2026 · Artificial Intelligence

Jev: The 'Smart If' Transforming AI Product Decision Layers

Jev introduces a decision-layer AI that outputs typed judgments (yes/no, category, severity) with probabilities instead of text, enabling developers to replace fragile semantic conditionals with reliable, low-latency control-flow primitives for routing, classification, and risk assessment.

AI Decision LayerAI product architectureJev

0 likes · 25 min read

Jev: The 'Smart If' Transforming AI Product Decision Layers