Automated README summary
Automatically summarized from the README on 29 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
Installs an Agent Skill for Claude Code, Cursor and Codex that teaches an AI agent to use Jev correctly, plus the raw study behind it: 8 video transcripts, 50 official doc pages, 3 site pages, 7 Portuguese synthesis docs.
How it uses Jev
The README does not describe a runtime integration of Jev into this project's code. It states that the skill teaches an agent to use Jev, whose decisions are typed questions (choice/score/noul) over a state, returning calibrated probabilities in 70–500ms. How the skill's output is consumed in code is not specified.
Primitives:choicescorenoul
Technique worth stealing
Multi-stage extraction pipeline: parallel subagents categorize real use cases from full transcripts, then verbatim capture of official docs.
Try it
Run the curl or iwr installer for your OS; add --global/-Global for global install.
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 material0.79
- Shows a System One patternnot found in the excerpt0.13
- Describes handling uncertaintynot found in the excerpt0.06
- Reports measured numbersnot found in the excerpt0.05
- Is a runnable toolFound in material0.87
- Top-10 learning shortlist signalunclear0.47
- Is a replica of the modelnot found in the excerpt0.05
- Solves a common problem (0–2)score on a 0–2 scale1.00 / 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 29 Sept 2026.