Automated README summary
Automatically summarized from the README on 19 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A measurement lab for TypeSafe.ai's Jev model, documenting what it reliably does (surface-form matching, semantic triage) and what it cannot (rule adjudication, derivation), with controls that can fail for every claim.
How it uses Jev
Jev is queried with a state plus typed questions (e.g. does this document describe X?) and returns calibrated probabilities. In E8, its scores over 24 fleet READMEs are combined with grep ground truth; disagreements between Jev and grep are the output, not a verdict.
Primitives:scorechoice
Technique worth stealing
Pair a semantic reader with a lexical check and treat their disagreement as the signal, not either verdict alone.
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 material0.81
- Shows a System One patternnot found in the excerpt0.21
- Describes handling uncertaintynot found in the excerpt0.08
- Reports measured numbersnot found in the excerpt0.15
- Is a runnable toolnot found in the excerpt0.07
- Top-10 learning shortlist signalunclear0.46
- Is a replica of the modelnot found in the excerpt0.05
- Solves a common problem (0–2)score on a 0–2 scale1.07 / 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 19 Oct 2026.