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.

Analyzed 36 retrieval queries across 3 knowledge collections, comparing original ranking with TypeSafe AI's Jev on identical candidate sets. Evidence coverage@10 improved from 83.3% to 91.7%.
What does reranking buy you when the candidates stay the same? We reanalyzed 36 retrieval queries across 3 knowledge collections, comparing the original ranking with Jev from @typesafeai on identical candidate sets. • Evidence coverage@10: 83.3% → 91.7% • MRR@10: 0.647 →