Automated README summary
Automatically summarized from the README on 17 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A shared runtime for the JevKit command-line tools (jgrep, jsort, jlink, jselect, jcol), providing one request pipeline, answer store, provider catalog, budget, and calibration utilities. Each tool stays its own package; the core imports none of them.
How it uses Jev
Tools define typed questions (Noul, Choice, Score) and call Client.ask(state, questions). The client computes each question's identity, serves cached answers from AnswerStore, joins in-flight identical requests, sends only misses to a resolved Jev backend, validates the full response, and returns Answers with origins and calibrated probabilities.
Primitives:choicescorenoul
Technique worth stealing
Answer identity keys (provider, endpoint, model, scope, state, question) let a shared SQLite store serve, share, and deduplicate Jev calls across tools.
Try it
pip install jevkit-runtime; import jevkit_runtime and call Client.ask with typed questions.
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 projectunclear0.48
- Shows a System One patternnot found in the excerpt0.11
- Describes handling uncertaintynot found in the excerpt0.07
- Reports measured numbersnot found in the excerpt0.04
- Is a runnable toolFound in material0.94
- Top-10 learning shortlist signalnot found in the excerpt0.37
- Is a replica of the modelnot found in the excerpt0.05
- Solves a common problem (0–2)score on a 0–2 scale1.09 / 2
- About JevFound in material0.81
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 17 Oct 2026.