Automated README summary
Automatically summarized from the README on 3 Nov 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
An unofficial typed Python SDK for TypeSafe's Jev, a System One model for fast decisions and classification. Developers declare questions as Python classes and receive answers typed with their own labels and levels.
How it uses Jev
Jev answers noul (yes probability), choice (which option), and score (which level) questions declared as subclasses of jev.Noul, jev.Choice[Options], and jev.Score[Levels]. A single evaluate call sends a state plus a questionnaire or mapping of question classes; results expose typed choice, score, noul, confidence, and probabilities.
Primitives:choicescorenoul
Technique worth stealing
Declare questions as Python classes whose instances are typed answers, mirroring Pydantic's schema/data split.
Try it
pip install python-jev, set TYPESAFE_API_KEY, then use jev.Jev().evaluate(state, Questionnaire).
Model judgments from README excerpts
Project signals use repository metadata, an existing summary and the first 700 README characters, not the full project. “Not found” means not detected in that material; it does not establish absence. These are the original judgments with recorded models and dates, not source audits or run results.
Models & evaluation dates
- Inclusion gate
jev-1.14.0- Project signals
jev-1.14.0- Category
jev-1.14.0- Pattern tags
jev-1.14.0
Evidence
These signals use repository metadata, an existing summary and at most 700 cleaned README characters. ≥ 0.60 means reported in that excerpt; ≤ 0.40 means not found there. The middle band is inconclusive. None is a source-code audit or a test result. The runnable-tool question excludes research experiments; the recommendation question asks for a learning shortlist, not a quality verdict.
- Jev is core to the projectFound in material0.97
- Shows a System One patternFound in material0.81
- Describes handling uncertaintynot found in the excerpt0.04
- Reports measured numbersnot found in the excerpt0.02
- Is a runnable toolFound in material0.92
- Top-10 learning shortlist signalunclear0.49
- Is a replica of the modelnot found in the excerpt0.03
- Solves a common problem (0–2)score on a 0–2 scale1.08 / 2
- About JevFound in material0.99
no-judgment band (0.40–0.60)
no-judgment band (0.40–0.60)
The Jev model and date for each judgment stage are listed above. Card written by DeepSeek V4.1 Flash from the README on 3 Nov 2026.