Automated README summary
Automatically summarized from the README on 16 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A set of Python scripts and a web app for developers learning TypeSafe's Jev (System One model), each isolating one concept and saving real API outputs and lab notes.
How it uses Jev
Each script sends state (strings, JSON, or images) with typed questions (Noul, Choice, Score) to Jev; the returned probabilities are read in code, which applies thresholds, weights, and fallbacks to make the final decision.
Primitives:choicescorenoul
Technique worth stealing
Batch independent questions about the same state into one call; keep all decision logic in your code.
Try it
pip install -r requirements.txt, add key to .env, then python 01_quickstart.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 projectFound in material0.85
- Shows a System One patternunclear0.51
- Describes handling uncertaintyFound in material0.85
- Reports measured numbersunclear0.40
- Is a runnable toolnot found in the excerpt0.12
- Top-10 learning shortlist signalFound in material0.67
- Is a replica of the modelnot found in the excerpt0.03
- Solves a common problem (0–2)score on a 0–2 scale0.64 / 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 16 Oct 2026.