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
Jev Python Tutorial: Classify and Score Requests
A Python walkthrough of typesafe-sdk: sync and async clients, grouping answers into choices, scores, and nouls, and routing uncertain cases to review, with arithmetic kept in Python.
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- Sites & Guides
- Published by
- Community
- Author
- Refix
- Added
- 2026-09-20
Tagscommunitytutorialpythonroutingevaluation
Highlights
- TypeSafeClient and AsyncTypeSafeClient share the same typed question definitions.
- Responses group answers as response.choices, response.scores, and response.nouls.
- Advises keeping date and arithmetic logic in Python, matching the Jev 1.13 jaggedness notes.
- Suggests labeled fixtures for evaluating a router before automating it.
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From the community
Posts from builders shipping with Jev right now.
Instant compaction with Jev
A Claude session from 1M to 86K tokens
This is actually insane. This uses @typesafeai Jev model, as a plugin in Claude to review all the un-nesseasary tool calls, and it takes 1s to run! Like, literally, 1 second to take my Claude session from nearly 1M to ... 86K tokens! 😮 Ask your claude to install it and be Show more
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