Automated README summary
Automatically summarized from the README on 17 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A research-agent extension that lets GPT choose what to investigate while Jev concurrently judges document regions, returning original passages for GPT to verify and use. Continues as JevGPT.
How it uses Jev
One jev_find call fans out into independent Jev requests over document regions. Each request combines Choice (where is the evidence?) and Noul (does the region address the question?) for up to six questions. Code merges selected line ranges and returns verbatim passages within a 20,000-character budget.
Primitives:choicenoul
Technique worth stealing
Fan out independent Jev requests over document regions in parallel, then gather selected original passages for the GPT agent.
Try it
Install the Pi-Serini Jev extensions, or run `jev-research demo` for the offline Python demo.
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 material0.89
- Shows a System One patternunclear0.44
- Describes handling uncertaintynot found in the excerpt0.05
- Reports measured numbersnot found in the excerpt0.12
- Is a runnable toolFound in material0.81
- Top-10 learning shortlist signalunclear0.50
- Is a replica of the modelnot found in the excerpt0.15
- Solves a common problem (0–2)score on a 0–2 scale1.05 / 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 17 Oct 2026.