Automated README summary
Automatically summarized from the README on 19 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A Laravel 13 playground that tells you whether a photo is a hot dog, using Jev's preview image input. Bring your own TypeSafe key, or try it straight after cloning in fake mode.
How it uses Jev
A Noul (yes/no) question on the uploaded image decides HOTDOG, NOT HOTDOG or NOT SURE; a Box question locates the hot dog. Both go in one request. The Noul answer sets the verdict, and the box is drawn only for HOTDOG.
Primitives:noulchoice
Technique worth stealing
Pair a Noul verdict with a Box question in one request, since Box always returns a box; let Noul decide whether to trust it.
Try it
git clone, composer install && npm install && npm run build, then composer serve; runs in fake mode without a key.
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 material0.95
- Shows a System One patternFound in material0.78
- Describes handling uncertaintynot found in the excerpt0.08
- Reports measured numbersnot found in the excerpt0.05
- Is a runnable toolFound in material0.85
- Top-10 learning shortlist signalunclear0.55
- Is a replica of the modelnot found in the excerpt0.03
- Solves a common problem (0–2)score on a 0–2 scale0.00 / 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 19 Oct 2026.