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PatternsAutoformat

Structure recovery

Reconstruct Markdown from unformatted text in two requests: stitch split lines, then classify every block's type.

Category
Patterns
Also known as
Autoformat
Related terms
3
Directory entries
1
Docs
docs.typesafe.ai
Added
2026-09-24

Definition

The cookbook processes a 28-line memo with 16 Noul line-pair questions that stitch split sentences, then 62 questions that classify each block's type and companions — 10,211 tokens in 0.8 seconds. Join cutoffs of 0.2 after dangling lines and 0.5 after terminal punctuation healed 11 line breaks.

It is a clean example of a justified second request: the blocks do not exist until the first pass has stitched the lines. Stitching and typing are separate judgment layers, so a bad stitch can produce a clean-looking document with the wrong structure.

Tagspatternsformattingbatching

From the directory

Reconstruct Markdown from unformatted text in two requests: 16 Noul line-pair questions stitch split sentences, then 62 questions classify each block's type and companions.
Cookbooks & DemosDocs#official#cookbook#formatting
Official

From the community

Posts from builders shipping with Jev right now.

Follow @typesafeai

A second-hand shopping agent

Predictive spreadsheets

Another crazy @typesafeai Jev example: Predictive spreadsheets Spreadsheets recalculate numbers, not meaning. Jev reads intent. Type "Urgency" at the top of a column and, as you type, it figures out you want each row rated from "no follow-up needed" to "urgent" in ~100 ms.

nader dabit
nader dabit
Cognition
@dabit3

Also have been playing with @typesafeai Jev, insane! So many immediate use cases and new apps are possible. What a time to be a builder! Sharing some experiments here starting with: Keystroke oracle / predictive launcher: Your launcher ranks by aliases, fuzzy match, and

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The compaction plugin, in Chinese

连 JEV 的联合创始人 @CompleteSkeptic 都亲自下场转发点赞:这是 JEV 正确的打开方式! 大家在 Claude Code 里写长代码,最恶心的就是上下文一满,系统就卡住 10 秒去写总结小作文 开发者 @tamarajtran 刚刚开源了这个插件:利用 JEV Show more

tamara
tamara
@tamarajtran

found the perfect use case for @typesafeai Jev: instant compaction in 2026, why is compaction still a summarization prompt? Jev can make it instant by scoring every tool call and dropping what’s irrelevant

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WTF is Jev, and 9 things people are building

TL;DR of my new article: WTF is Jev by @typesafeai, and the 9 things people are already building with it. The thesis: 𝗮 𝗰𝗼-𝗰𝗿𝗲𝗮𝘁𝗼𝗿 𝗼𝗳 𝗖𝗵𝗮𝘁𝗚𝗣𝗧 𝘀𝗽𝗲𝗻𝘁 𝘁𝘄𝗼 𝘆𝗲𝗮𝗿𝘀 𝗶𝗻 𝘀𝘁𝗲𝗮𝗹𝘁𝗵 𝗼𝗻 𝗮 𝗺𝗼𝗱𝗲𝗹 𝘁𝗵𝗮𝘁 𝗰𝗮𝗻𝗻𝗼𝘁 𝘄𝗿𝗶𝘁𝗲 𝗮 Show more

Matt Van Horn
Matt Van Horn
@mvanhorn

x.com/i/article/2100…

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Voice-controlled computer use on a Mac

The use cases Jev unlocks