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
An independent experiment testing whether the Jev model can match real job postings to suitable candidates. It evaluates 400 postings from a Kaggle dataset against 30 fictional résumés, producing 12,000 candidate–job fit scores.
How it uses Jev
For each posting, Jev is asked for a 0–3 fit score per candidate plus five yes/no checks (full-time, remote, Denver, Miami, RN license required). The yes/no checks filter out candidates whose constraints the job breaks, then the top 3 are kept.
Primitives:scorechoice
Technique worth stealing
Use yes/no constraint checks to filter candidates before ranking by fit score.
Try it
Run `python avaliar.py` to recompute published results without an API key.
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 patternunclear0.44
- Describes handling uncertaintynot found in the excerpt0.04
- Reports measured numbersFound in material0.97
- Is a runnable toolnot found in the excerpt0.04
- Top-10 learning shortlist signalnot found in the excerpt0.32
- Is a replica of the modelnot found in the excerpt0.03
- Solves a common problem (0–2)score on a 0–2 scale0.17 / 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.