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 Node.js checker that scans public repositories for published Jev answers and recomputes Jev's confidence and expected-score identities to flag outputs that were not produced by Jev.
How it uses Jev
It does not call Jev. It reads published Jev answers (probabilities, confidence, score) from files or GitHub repos, classifies each answer's task structure, and scores only categorical answers against L0/L1/L2 identities; deviations set exit code 1.
Primitives:choicescorenoul
Technique worth stealing
Structure-aware gating: classify task structure first and score only single categorical distributions, skipping multi-label and batched outputs.
Try it
git clone the repo, then run node bin/jev-verify.cjs corpus or --repo owner/name.
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 material0.90
- Shows a System One patternnot found in the excerpt0.25
- Describes handling uncertaintynot found in the excerpt0.04
- Reports measured numbersFound in material0.82
- Is a runnable toolFound in material0.64
- Top-10 learning shortlist signalnot found in the excerpt0.26
- Is a replica of the modelnot found in the excerpt0.05
- Solves a common problem (0–2)score on a 0–2 scale1.00 / 2
- About JevFound in material0.98
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.