Automated README summary
Automatically summarized from the README on 20 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A small educational app that lets you pick a Hugging Face model, a use case, and a device, then have JEV judge suitability two ways: from a text description and from numeric data, compared with code-calculated results.
How it uses Jev
JEV judges whether a model fits a device and use case. It receives either a text description or numeric data (capacity and speed) as state, and returns a judgment that the app displays alongside the code-calculated result for comparison.
Primitives:choice
Technique worth stealing
Comparing JEV's judgment from text-only versus numeric input against a code-calculated baseline.
Try it
In local/, run npm install and npm start, then open http://localhost:3210.
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 material0.91
- Shows a System One patternnot found in the excerpt0.26
- Describes handling uncertaintynot found in the excerpt0.04
- Reports measured numbersnot found in the excerpt0.06
- Is a runnable toolFound in material0.81
- Top-10 learning shortlist signalunclear0.54
- Is a replica of the modelnot found in the excerpt0.17
- Solves a common problem (0–2)score on a 0–2 scale0.52 / 2
- About JevFound in material0.98
no-judgment band (0.40–0.60)
Design patterns
No pattern scored above the reporting threshold.
The Jev model and date for each judgment stage are listed above. Card written by DeepSeek V4.1 Flash from the README on 20 Oct 2026.