Wikipedia link race: choosing among thousands of options
The model chooses the next step from hundreds or thousands of links, demonstrating fast decisions with constrained outputs. The post includes a 4:04 video.

Milvus testing shows Jev outperforms Qwen on nDCG but is 10.2× slower, 6.7× more expensive, and a 0.5 filter drops 18.8% of relevant docs.
Milvus tested this already. According to their findings, Jev beat Qwen on nDCG, but was 10.2× slower and 6.7× more expensive, and a 0.5 filter dropped 18.8% of relevant docs. Link: