# Beyond the LLM Judge: How Jev Decisions and Zero-Generation Evals Reclaim the Agent Loop

> Source: <https://aiflash.com/content/beyond-the-llm-judge-how-jev-decisions-and-zero-generation-evals-reclaim-the-agent-loop/>
> Published: 2026-09-22 09:29:58+00:00

Autoregressive LLM judges consume seconds of latency and dollars of API credits to output binary evaluation labels. By replacing generative text synthesis with single-pass Jev decision models, openlayer-ai/jevals compresses multi-metric agent evaluation into a single 300ms request costing a fraction of a cent.