Automated README summary
Automatically summarized from the README on 8 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A roughly 15-minute slide deck for engineers introducing Decision Model, an AI that does not write text but only selects from given options. It uses a Bank of Japan statement classification example throughout.
How it uses Jev
The README does not describe how Jev is used in code. It only says Jev is given as an example of an actual API on slide 2, and that the demo compares LLM and Decision Model classification of the same statement.
Primitives:choicescorenoul
Technique worth stealing
Separate only the judgment, place it on every item, and route only uncertain cases to an LLM and humans.
Try it
Open jev_briefing.html in a browser; use arrow keys to navigate and N for presenter notes.
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 projectnot found in the excerpt0.35
- Shows a System One patternFound in material0.62
- Describes handling uncertaintyFound in material0.89
- Reports measured numbersFound in material0.86
- Is a runnable toolnot found in the excerpt0.27
- Top-10 learning shortlist signalnot found in the excerpt0.28
- Is a replica of the modelnot found in the excerpt0.15
- Solves a common problem (0–2)score on a 0–2 scale1.08 / 2
- About JevFound in material0.93
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 8 Oct 2026.