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
This repository contains code and measurements for experiments shown in the YouTube series 'Güncel Gündem: Jev'. Each experiment uses the TypeSafe Jev System One model, and results are recorded in OLCUMLER.md.
How it uses Jev
Jev decides whether a signature is present (Noul), locates it with Box, and asks a second close-up question. It also measures Box and Noul on document fields, and tests long-context understanding with a termination clause and a trap.
Primitives:noulchoicescore
Technique worth stealing
Using Box to locate a region, then asking a second Noul question on a cropped close-up to improve detection.
Try it
Run `pip install -r requirements.txt`, set `JEV_KEY=...` in `.env`, then run scripts like `python3 analiz.py olcum/box_en_1_jev-1.14.0.json 0.02`.
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 material0.86
- Shows a System One patternunclear0.59
- Describes handling uncertaintynot found in the excerpt0.24
- Reports measured numbersnot found in the excerpt0.29
- Is a runnable toolnot found in the excerpt0.13
- Top-10 learning shortlist signalunclear0.51
- Is a replica of the modelnot found in the excerpt0.11
- Solves a common problem (0–2)score on a 0–2 scale0.53 / 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.