Automated README summary
Automatically summarized from the README on 4 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A benchmark for AI agent developers comparing TypeSafe Jev against Gemini Flash and Claude Haiku judges on PII, prompt injection, and harmful content checks across 7,925 public dataset rows.
How it uses Jev
Jev returns a probability for each policy check; the benchmark compares this probability against tuned thresholds to decide ALLOW or BLOCK. The `jev-decomposed` variant splits each policy into smaller yes/no questions. Results feed F1, FPR, AUROC, ECE, and latency metrics.
Primitives:score
Technique worth stealing
Pre-registering hypotheses and tuning thresholds on one split while scoring on another for fair comparison.
Try it
uv sync && uv run pytest; then freeze, run, and report with configs/full.yaml.
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 material0.80
- Shows a System One patternunclear0.44
- Describes handling uncertaintynot found in the excerpt0.05
- Reports measured numbersFound in material0.85
- Is a runnable toolnot found in the excerpt0.09
- Top-10 learning shortlist signalnot found in the excerpt0.36
- Is a replica of the modelnot found in the excerpt0.08
- Solves a common problem (0–2)score on a 0–2 scale1.77 / 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 4 Oct 2026.