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vgi-typesafe

Query-farm/vgi-typesafe · Homepage

TypeSafe System One questions as DuckDB LATERAL-joinable table functions.

Infra / SDKs / Integrations90%Runner-up: Data Labeling & Curation

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');

View on GitHub

judged by Jevjev-1.13.0

Evidence

Each line is one question put to Jev about the README. ≥ 0.60 reads as yes, ≤ 0.40 as no; in between Jev is not making a call.

  • Jev-centricunclear0.42
  • Shows a System One patternyes0.80
  • Handles uncertaintyno0.04
  • Measuredno0.06
  • Runnableyes0.98
  • Worth recommendingno0.09
  • Model replicano0.04
  • Problem scopescore on a 0–2 scale1.00
  • About Jevyes0.96

Signals by Jev jev-1.13.0, card written by DeepSeek V4.1 Flash from the README on 20 Sept 2026.