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 small Python project that wraps the Jev /predict endpoint with CLOUDSOA-HMAC-SHA256 signing, plus a CLI with weather and rerank examples, for developers integrating TypeSafe's Jev model.
How it uses Jev
Jev answers typed questions over a state: a weather example sends noul, choice and score questions in one request; a rerank example scores query-document helpfulness 0-9. Results are read from answers by question ID, tolerating both wrapped and unwrapped response shapes.
Primitives:choicescorenoul
Technique worth stealing
Batch independent typed questions into one request and combine answers in code, normalizing scores before weighting.
Try it
pip install requests, then python jev_client.py weather or python jev_client.py rerank
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 material0.91
- Shows a System One patternnot found in the excerpt0.19
- Describes handling uncertaintynot found in the excerpt0.05
- Reports measured numbersnot found in the excerpt0.26
- Is a runnable toolFound in material0.72
- Top-10 learning shortlist signalnot found in the excerpt0.39
- Is a replica of the modelnot found in the excerpt0.03
- Solves a common problem (0–2)score on a 0–2 scale0.76 / 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.