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 VGI worker for DuckDB that exposes TypeSafe System One questions — choice, noul, and score — as table functions, so SQL users can classify, judge, and score rows in a LATERAL join or WHERE clause.
How it uses Jev
Each row's state (a string, struct, list, map, or whole row) is sent to TypeSafe with named questions; Jev returns typed columns — choice with confidence and probabilities, noul as a probability, score with confidence and probabilities — plus per-row token usage. Results are used directly in SQL, e.g. filtering on confidence.
Primitives:choicenoulscore
Technique worth stealing
Judge once, then split rows on confidence: auto-route the confident ones and keep the rest for a human.
Try it
INSTALL vgi FROM community; LOAD vgi; ATTACH 'typesafe' (TYPE vgi, LOCATION 'uvx --from git+https://github.com/Query-farm/vgi-typesafe vgi-typesafe');
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 projectunclear0.42
- Shows a System One patternFound in material0.80
- Describes handling uncertaintynot found in the excerpt0.04
- Reports measured numbersnot found in the excerpt0.06
- Is a runnable toolFound in material0.98
- Top-10 learning shortlist signalnot found in the excerpt0.09
- Is a replica of the modelnot found in the excerpt0.04
- Solves a common problem (0–2)score on a 0–2 scale1.00 / 2
- About JevFound in material0.96
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.