Automated README summary
Automatically summarized from the README on 4 Nov 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
SmartDoc Vision is an audit middle-platform for archives, drawings, scans and text. Backend is Go + Gin with MySQL/PostgreSQL + Redis; admin UI is Vue 3 + TypeScript + Naive UI + ECharts, for reviewers and operators.
How it uses Jev
JEV / TypeSafe System One is a native model provider alongside general LLMs. The README lists Choice and Noul as its primitives and shows a JEV adapter calling /v1/systemone for structured review with Choice + Noul probability adjudication, but does not document exact state inputs or code-level result handling.
Primitives:choicenoul
Technique worth stealing
Separate status from result so a REJECT conclusion is not mistaken for an execution failure.
Try it
Run backend with `go run ./cmd/server` and frontend with `npm install && npm run dev` in web.
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 projectnot found in the excerpt0.09
- Shows a System One patternnot found in the excerpt0.18
- Describes handling uncertaintynot found in the excerpt0.03
- Reports measured numbersnot found in the excerpt0.04
- Is a runnable toolFound in material0.92
- Top-10 learning shortlist signalnot found in the excerpt0.09
- Is a replica of the modelnot found in the excerpt0.16
- Solves a common problem (0–2)score on a 0–2 scale1.28 / 2
- About JevFound in material0.92
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 4 Nov 2026.