AnalysisAI ModelsSeptember 23, 2026

Jev, TypeSafe AI's decision model, sparks a wave of fine-tunes and integrations

Read original source →together.ai

TypeSafe AI's Jev returns typed answers with probabilities instead of text, and its benchmarks show it running up to 200x faster and 400x cheaper than leading LLMs on narrow decision tasks. Together AI fine-tuned a Jev-like classifier on Qwen3.5 4B for $17, while a 194M GLiNER2 version trained on Hugging Face Jobs cost ~$1.50.

People · Diogo Almeida

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