Automated README summary
Automatically summarized from the README on 4 Nov 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A browser-based menu lab for students and faculty to ask Levanto Sage and TypeSafe Jev the same questions about 6,273 historic menus from NYPL's Buttolph Collection (1880–1920) and compare the probabilities each model returns.
How it uses Jev
Jev answers typed questions (noul, choice, score) about each menu scan via SystemOne /v1/systemone with the JPEG as an asset. Its probabilities are normalized in normJev and compared to Sage's via agreement rules; Jev's evidence boxes are drawn on the scan.
Primitives:noulchoicescore
Technique worth stealing
Run two calibrated models on identical image-plus-question inputs and compare their probability outputs side by side.
Try it
Run the dev proxy and a static server, then open index.html.
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-1.14.0- Project signals
jev-1.14.0- Category
jev-1.14.0- Pattern tags
jev-1.14.0
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 excerpt0.29
- Shows a System One patternFound in material0.88
- Describes handling uncertaintynot found in the excerpt0.05
- Reports measured numbersnot found in the excerpt0.13
- Is a runnable toolnot found in the excerpt0.28
- Top-10 learning shortlist signalunclear0.50
- Is a replica of the modelnot found in the excerpt0.05
- Solves a common problem (0–2)score on a 0–2 scale0.18 / 2
- About JevFound in material0.99
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 4 Nov 2026.