# TypeSafe AI promotes weekly Jev cookbooks with line-by-line search pattern

> Original title: you too can learn to Jev the way @allietheicon Jevs!

- Source: TypeSafe AI
- Published: 2026-10-27T22:31:56.000Z
- Bad Influence: https://badinfluence.news/items/bg5bkkfhs0x2ri7zocf63jdwz
- Original: https://x.com/typesafeai/status/2115209914541039656

## Summary

TypeSafe AI promotes weekly new Jev cookbooks and points to a line-by-line search pattern from @allietheicon. The pattern puts a full document in state and asks a question for each line or paragraph, with single answers suited to one dominant result and scores suited to ranking all relevant passages.

## Post

you too can learn to Jev the way @allietheicon Jevs! 

new cookbooks hot & fresh every week.

## Quoted post @allietheicon

> One of my favorite Jev patterns is "line-by-line search", where you put an entire document in state, and ask a question for each line (or paragraph). This is super useful when you want to find the most relevant line for a query.
> 
> Use nouls when you expect one dominate answer, use scores when you want to highlight lines by overall relevance. The former is good for answering a specific question while the latter is good for finding all relevant passages.

https://x.com/allietheicon/status/2115206109271331044