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non-generative AI

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Sep 30, 2026 · Artificial Intelligence

Jev: The Non-Generative AI Model Beating LLMs at Classification 200x Faster

Jev is a non-generative 'System One' AI model from TypeSafe that outputs structured decisions with calibrated probabilities instead of text, achieving 20-200x speedups and 40-400x cost reductions over LLMs for classification, routing, and scoring tasks, with community Java SDKs enabling type-safe integration.

Agent ArchitectureBenchmarkingJava SDK

0 likes · 23 min read

Jev: The Non-Generative AI Model Beating LLMs at Classification 200x Faster

IT Services Circle

Sep 26, 2026 · Artificial Intelligence

Jev: The Non-Generative AI Model That's 200x Faster for Decisions

Jev is a non-generative 'System One' AI model from TypeSafe that outputs structured decisions with calibrated probabilities in 70-500ms, 20-200x faster and 40-400x cheaper than LLMs, enabling high-frequency classification, routing, and agent supervision in Java ecosystems via community SDKs.

Agent ArchitectureJava SDKJev

0 likes · 24 min read

Jev: The Non-Generative AI Model That's 200x Faster for Decisions

ShiZhen AI

Sep 20, 2026 · Artificial Intelligence

Jev: The AI Model That Decides, Doesn't Generate Text

Jev is a non-generative AI model that returns structured decisions (choices, scores, probabilities) instead of text, enabling high-speed, low-cost classification and routing tasks when problems are decomposed into bounded micro-decisions with confidence thresholds.

ClassificationDecision ModelJev

0 likes · 16 min read

Jev: The AI Model That Decides, Doesn't Generate Text