Automated README summary
Automatically summarized from the README on 26 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A walkthrough notebook collection for developers learning to use TypeSafe's Jev model for classification, routing, groundedness checks, and relevance scoring, plus benchmarks comparing Jev against GPT models using structured output.
How it uses Jev
The README describes Jev as used for classification, routing, groundedness checks, and relevance scoring, with benchmarks on product reviews, RAG groundedness, banking intents, and support tickets. It does not specify which typed questions (Choice/Score/Noul) are sent or how probabilities are consumed in code.
Try it
uv sync, then uv run --with jupyter jupyter lab; set TYPESAFE_API_KEY and OPENAI_API_KEY in .env.
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 projectunclear0.52
- Shows a System One patternnot found in the excerpt0.21
- Describes handling uncertaintynot found in the excerpt0.05
- Reports measured numbersnot found in the excerpt0.06
- Is a runnable toolnot found in the excerpt0.08
- Top-10 learning shortlist signalFound in material0.69
- Is a replica of the modelnot found in the excerpt0.04
- Solves a common problem (0–2)score on a 0–2 scale1.60 / 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 26 Oct 2026.