Automated README summary
Automatically summarized from the README on 27 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A bilingual, community-run atlas of Jev use cases and failure modes. It separates the author's raw API-call suites from cited third-party results and TypeSafe claims, helping developers and agents judge task fit.
How it uses Jev
Jev makes narrow decisions (Choice/Score/Noul) on a given state. The repo records real API-call receipts to map where calibrated decisions hold up or break down, but does not establish population-level accuracy or a reusable confidence threshold.
Primitives:choicescorenoul
Technique worth stealing
Separate signal-self-sufficient tasks (answer in state) from tasks needing external knowledge.
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 material0.86
- Shows a System One patternnot found in the excerpt0.23
- Describes handling uncertaintynot found in the excerpt0.07
- Reports measured numbersnot found in the excerpt0.08
- Is a runnable toolnot found in the excerpt0.07
- Top-10 learning shortlist signalFound in material0.62
- Is a replica of the modelnot found in the excerpt0.03
- Solves a common problem (0–2)score on a 0–2 scale1.36 / 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 27 Sept 2026.