Automated README summary
Automatically summarized from the README on 20 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A portfolio triage demo: 1,000 synthetic SaaS accounts go in, six constrained Jev judgments per account come back, and ordinary TypeScript decides which accounts a human should open today.
How it uses Jev
Jev answers six typed questions per account in one request: needs_attention, churn_signal, expansion_signal (Noul), urgency (Score 0–4), primary_reason (Choice 7), owner (Choice 6). Raw probabilities are stored; bands, rankings and lenses are arithmetic in triage.ts.
Primitives:choicescorenoul
Technique worth stealing
Keep the workflow in code and give the model narrow semantic judgments; Jev is never asked to decide a priority.
Try it
bun install, set TYPESAFE_API_KEY, then bun run dev; bun run audit needs no 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 material0.92
- Shows a System One patternFound in material0.88
- Describes handling uncertaintynot found in the excerpt0.06
- Reports measured numbersFound in material0.98
- Is a runnable toolunclear0.51
- Top-10 learning shortlist signalnot found in the excerpt0.39
- Is a replica of the modelnot found in the excerpt0.04
- Solves a common problem (0–2)score on a 0–2 scale1.19 / 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 20 Sept 2026.