Automated README summary
Automatically summarized from the README on 4 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A runnable, debuggable Python teaching project for developers who want to understand Jev/Laya System One decision models and apply them as a Decision Layer in real Agent systems.
How it uses Jev
Jev/Laya answer typed closed questions (choice/score/noul) over a state, returning probability distributions and confidence. The project uses these to route tools, models, and workflows, and to gate guardrails, with results consumed via Answer.choice, probabilities, and confidence.
Primitives:choicescorenoul
Technique worth stealing
Design mutually exclusive option criteria in the DecisionSchema; overlapping options flatten the distribution and destroy confidence.
Try it
pip install -e ".[dev]" then PYTHONPATH=src python -m laya_demo.cases.case0_minimal
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 projectunclear0.46
- Shows a System One patternnot found in the excerpt0.28
- Describes handling uncertaintynot found in the excerpt0.07
- Reports measured numbersFound in material0.79
- Is a runnable toolunclear0.55
- Top-10 learning shortlist signalunclear0.56
- Is a replica of the modelunclear0.54
- Solves a common problem (0–2)score on a 0–2 scale0.60 / 2
- About JevFound in material0.97
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 4 Oct 2026.