Automated README summary
Automatically summarized from the README on 20 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
jevcal measures a typed decision model on your labeled data, picks per-question confidence thresholds to meet your accuracy target, reports escalation traffic, and fails CI on drift. Built for Jev and any model returning answers with probabilities.
How it uses Jev
Jev answers typed questions (Choice, Score, Noul) on your state. jevcal runs the model over your dataset, saves predictions, then compiles thresholds from confidence measures like top_prob, margin, entropy, or the API's confidence. The lock file and report show accepted accuracy, handled share, ECE, and cost split.
Primitives:choicescorenoul
Technique worth stealing
Pick thresholds on one half of your data and verify on the other half; optionally require the 95% lower confidence bound to clear the target.
Try it
pip install "git+https://github.com/abhixhek/jevcal" then jevcal demo
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 projectunclear0.58
- Shows a System One patternunclear0.56
- Describes handling uncertaintyFound in material0.89
- Reports measured numbersFound in material0.96
- Is a runnable toolFound in material0.67
- Top-10 learning shortlist signalFound in material0.61
- Is a replica of the modelnot found in the excerpt0.06
- Solves a common problem (0–2)score on a 0–2 scale1.48 / 2
- About JevFound in material0.96
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 20 Sept 2026.