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
Classifies text-bearing PDF pages into IRS form and page-kind candidates with a confidence gate, for teams triaging tax documents. It is document triage, not tax advice, and scanned pages need OCR first.
How it uses Jev
Each page's text is sent to Jev as one request over 7 page kinds and 230 form options (plus not_in_this_list); five corporate/foreign forms trigger a second sub-form question. Jev returns probabilities, and formConfidence (the minimum over steps) gates whether the caller acts or falls back.
Primitives:choice
Technique worth stealing
Gate on the minimum confidence across steps; fall back below the gate instead of trusting a low-confidence label.
Try it
pnpm install; pnpm typecheck; pnpm test. Needs Node 20+, poppler, and TYPESAFE_API_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 patternunclear0.53
- Describes handling uncertaintynot found in the excerpt0.15
- Reports measured numbersFound in material0.82
- Is a runnable toolFound in material0.87
- Top-10 learning shortlist signalunclear0.46
- Is a replica of the modelnot found in the excerpt0.05
- Solves a common problem (0–2)score on a 0–2 scale1.04 / 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 20 Sept 2026.