Automated README summary
Automatically summarized from the README on 8 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A Chinese-language open-source tutorial and knowledge base for developers, engineers, and students with basic Python skills who want to learn TypeSafe AI's System One judgment model, Jev, through runnable Jupyter Notebooks.
How it uses Jev
The README does not specify which concrete decisions Jev makes in code, on what state, or how results are consumed. It states Jev takes a state and typed questions (Choice / Score / Noul) and returns structured answers with probabilities and confidence, not text generation.
Primitives:choicescorenoul
Technique worth stealing
Ask one atomic question at a time; combine results in code rather than in a prompt.
Try it
Clone the repo, enter main/, run ./setup_env.sh, then open the chapter notebooks.
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 material0.95
- Shows a System One patternFound in material0.62
- Describes handling uncertaintynot found in the excerpt0.06
- Reports measured numbersnot found in the excerpt0.06
- Is a runnable toolnot found in the excerpt0.12
- Top-10 learning shortlist signalFound in material0.78
- Is a replica of the modelnot found in the excerpt0.08
- Solves a common problem (0–2)score on a 0–2 scale1.30 / 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 8 Oct 2026.