Automated README summary
Automatically summarized from the README on 13 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A research snapshot on TypeSafe AI's Jev decision model, plus a runnable example of an open-source zero-shot classifier (GLiClass) that runs locally on CPU for similar tasks.
How it uses Jev
The README does not show how Jev is used in code. It describes Jev as a hosted API that takes unstructured context and typed questions and returns calibrated probabilities, but no code example is provided.
Primitives:choicescore
Technique worth stealing
Use an open-source zero-shot classifier as a local alternative; fit temperature scaling for calibration.
Try it
python -m venv .venv; pip install torch --index-url https://download.pytorch.org/whl/cpu; pip install -r requirements.txt; python classify.py
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-1.13.0- Project signals
jev-1.13.0- Category
jev-1.13.0- Pattern tags
jev-1.13.0
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 projectunclear0.52
- Shows a System One patternnot found in the excerpt0.13
- Describes handling uncertaintynot found in the excerpt0.06
- Reports measured numbersnot found in the excerpt0.08
- Is a runnable toolnot found in the excerpt0.30
- Top-10 learning shortlist signalnot found in the excerpt0.17
- Is a replica of the modelFound in material0.91
- Solves a common problem (0–2)score on a 0–2 scale1.12 / 2
- About JevFound in material0.89
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 13 Oct 2026.