Automated README summary
Automatically summarized from the README on 24 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
An animated pixel-art walkthrough that classifies a job description (or MyCareersFuture link) into a Singapore Standard Occupational Classification 2024 code, showing every probability Jev weighed at each level for viewers and evaluators.
How it uses Jev
Jev answers one Noul on whether the text is a genuine job posting, then one Choice per tree level over the beam's surviving paths (options are the node's direct children), and a final Choice among the 5 best leaves. Results are ranked by geometric-mean edge probability and streamed as NDJSON to drive the canvas.
Primitives:choicenoul
Technique worth stealing
Beam search (width 3) over a hierarchy, one Choice per level holding all beam paths, ranked by geometric-mean edge probability.
Try it
npm install && npm start (needs TYPESAFE_API_KEY); open http://localhost:5173
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 projectFound in material0.93
- Shows a System One patternunclear0.60
- Describes handling uncertaintynot found in the excerpt0.03
- Reports measured numbersnot found in the excerpt0.02
- Is a runnable toolFound in material0.97
- Top-10 learning shortlist signalunclear0.40
- Is a replica of the modelnot found in the excerpt0.04
- Solves a common problem (0–2)score on a 0–2 scale0.51 / 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 24 Oct 2026.