Automated README summary
Automatically summarized from the README on 14 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
An independent audit measuring the calibration of TypeSafe AI's Jev, a decision model that answers pre-defined questions over a text state with probability distributions. It tests what the returned probabilities mean across domains, languages, and option formats.
How it uses Jev
Jev is queried via public HTTP calls with a state and typed questions (Choice, Score, Noul) to obtain calibrated probabilities. The audit uses these probabilities to compute calibration metrics (ECE, Brier, Murphy decomposition) and to test coherence, invariance, interference, and hedging. Results are recorded per call.
Primitives:choicescorenoul
Technique worth stealing
Report ECE against a noise floor, not zero, and include a state-blind baseline in every set.
Try it
uv sync; cp .env.example .env; fill JEV_API_KEY; uv run python -m jev_audit.preflight
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 material0.87
- Shows a System One patternnot found in the excerpt0.18
- Describes handling uncertaintynot found in the excerpt0.05
- Reports measured numbersnot found in the excerpt0.28
- Is a runnable toolnot found in the excerpt0.07
- Top-10 learning shortlist signalnot found in the excerpt0.20
- Is a replica of the modelnot found in the excerpt0.03
- Solves a common problem (0–2)score on a 0–2 scale1.07 / 2
- About JevFound in material0.99
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 14 Oct 2026.