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hunch (steven-shoemaker)

Python library, with a TypeScript port, that turns Jev Choice, Score, and Noul questions into functions over lists and DataFrames: classify, score, check, where, extract, pick, rank, verify.

Ask Jev over columns of data: closed-set questions, cached and joined back.

How it uses Jev

Jev does the judging. Jev is TypeSafe's classifier with frontier-level intelligence, and it needs no fine-tuning. You send it some state and a typed question. It answers with a probability distribution instead of prose. It knows three kinds of question, and every hunch verb is built from them:

Getting started

The LLM can be any of these. Only generate , discover , refine , and escalation use it.

Language
Python 100%
License
MIT
Latest release
hunch 0.10.0
Last activity
Sep 2026
Added
2026-09-22
Stars at snapshot
0
Status
Community listing
classificationjevjev-aillmpython

Source: community catalog. Details and metrics reflect the published community snapshot and are not a performance endorsement. Documentation details extracted from GitHub · the README.

Listed in Jev Library

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