Automated README summary
Automatically summarized from the README on 24 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A research paper and minimal runnable pattern for a typed, calibrated gate that verifies an AI agent's decision before execution. For developers and architects interested in agent safety patterns.
How it uses Jev
The README does not specify how Jev is used in code. It evaluates Jev as a case study of a pattern: a gate returns a value from a predefined set with calibrated confidence, blocking or escalating below a threshold, and failing closed on errors.
Technique worth stealing
Fail closed: if the gate errors, block rather than execute silently.
Try it
python3 patterns/01_typed_calibrated_gate.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 projectunclear0.40
- Shows a System One patternunclear0.40
- Describes handling uncertaintynot found in the excerpt0.13
- Reports measured numbersnot found in the excerpt0.08
- Is a runnable toolnot found in the excerpt0.14
- Top-10 learning shortlist signalnot found in the excerpt0.27
- Is a replica of the modelnot found in the excerpt0.16
- Solves a common problem (0–2)score on a 0–2 scale1.80 / 2
- About JevFound in material0.93
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 24 Sept 2026.