Automated README summary
Automatically summarized from the README on 18 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A Rust crate and jud CLI for asking System One models typed questions about a JSON state (images included) and getting calibrated answers, with verification and keyless testing, for developers building decisions.
How it uses Jev
Jev answers typed questions (Choice, Noul) over a JSON state; the crate verifies answers match the questions asked, and code reads them via response.get, using distributions and confidence to drive decisions like routing.
Primitives:choicenoul
Technique worth stealing
Model answers as typed questions verified before reading, with a Fake backend for keyless testing and thresholds tuned from recorded answers.
Try it
cargo install judgment --features cli, then cat event.json | jud triage.jud
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 projectnot found in the excerpt0.26
- Shows a System One patternFound in material0.77
- Describes handling uncertaintynot found in the excerpt0.10
- Reports measured numbersnot found in the excerpt0.05
- Is a runnable toolFound in material0.97
- Top-10 learning shortlist signalnot found in the excerpt0.13
- Is a replica of the modelnot found in the excerpt0.12
- Solves a common problem (0–2)score on a 0–2 scale1.37 / 2
- About JevFound in material0.95
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 18 Oct 2026.