Automated README summary
Automatically summarized from the README on 20 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A command-line filter for developers and CI pipelines that sorts, filters and routes text records such as logs, tickets, reviews or diffs by asking a plain-English question about each line.
How it uses Jev
For each record, hunch sends the record text plus the user's question to Jev and gets back a calibrated probability. For yes/no questions the probability is compared against a threshold (e.g. --min 0.8); for pick and score questions the answer is the highest-probability choice or level. Results drive filtering, sorting, routing and exit codes.
Primitives:choicescorenoul
Technique worth stealing
Turn each record into a typed question and act on the calibrated probability with a threshold, so filtering and routing need no extra model call.
Try it
brew install hunch, then hunch auth login; pipe text and run hunch "Is this an authentication failure?" --min 0.8 --raw
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 projectunclear0.41
- Shows a System One patternFound in material0.72
- Describes handling uncertaintynot found in the excerpt0.34
- Reports measured numbersnot found in the excerpt0.06
- Is a runnable toolFound in material0.92
- Top-10 learning shortlist signalnot found in the excerpt0.30
- Is a replica of the modelnot found in the excerpt0.04
- Solves a common problem (0–2)score on a 0–2 scale1.99 / 2
- About JevFound in material0.97
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 Oct 2026.