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
An Agent Skill for coding agents that sends closed judgments to TypeSafe Jev and acts on the returned probabilities, so the main coding model keeps writing code and interrupts the user only when a person must decide.
How it uses Jev
Jev is called at three points: before asking the user a closed question, before a command that may destroy data, leak secrets, or reach beyond the task, and after a command fails. The bundled scripts/jev.py posts {state, questions} to the TypeSafe API and uses the probabilities to proceed or ask.
Primitives:choicescorenoul
Technique worth stealing
Keep the main coding model writing code while a separate typed judgment model answers closed questions.
Try it
npx skills add HyunjunJeon/jev-judgment, then set TYPESAFE_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 material0.92
- Shows a System One patternFound in material0.79
- Describes handling uncertaintynot found in the excerpt0.13
- Reports measured numbersnot found in the excerpt0.32
- Is a runnable toolFound in material0.97
- 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 scale1.38 / 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 20 Sept 2026.