Simplifying AI(@simplifyinAI):Jev as a judge vs. LLM as a judge: Same 100 agent trajectories. Two evaluators. - Jev: 13.5 seconds, $0.001912 - GPT-5.5: 120.8 seconds, $0.419130 Jev was roughly 9× faster and 219× cheaper in this run. A general-purpose LLM generates its judgment token by token. Jev returns focused, typed judgments and probabilities against defined criteria. The video shows the comparison live, with a score for every trajectory. For another way to use Jev, the guide below walks through pairing it with Opus to cut token usage by 90%.

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Simplifying AI@simplifyinAI

2026.10.20 02:50

Jev as a judge vs. LLM as a judge: Same 100 agent trajectories. Two evaluators. - Jev: 13.5 seconds, $0.001912 - GPT-5.5: 120.8 seconds, $0.419130 Jev was roughly 9× faster and 219× cheaper in this run. A general-purpose LLM generates its judgment token by token. Jev returns focused, typed judgments and probabilities against defined criteria. The video shows the comparison live, with a score for every trajectory. For another way to use Jev, the guide below walks through pairing it with Opus to cut token usage by 90%.