Automated README summary
Automatically summarized from the README on 7 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A Ruby gem that turns TypeSafe Jev's typed answers about a record's text into real ActiveRecord columns, indexable and sortable, with a jsonb provenance sidecar. Also a plain Ruby client with no Rails dependency.
How it uses Jev
Jev answers Noul, Choice, and Score questions about a record's text. Each answer is stored in an ordinary column; code owns thresholds and SQL scopes like urgency_above(0.8). A background recompute runs when the source text changes.
Primitives:choicescorenoul
Technique worth stealing
Store calibrated probabilities as indexable columns with a jsonb provenance sidecar, and detect staleness by comparing digests without an API call.
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 projectFound in material0.89
- Shows a System One patternunclear0.57
- Describes handling uncertaintynot found in the excerpt0.16
- Reports measured numbersnot found in the excerpt0.06
- Is a runnable toolFound in material0.96
- Top-10 learning shortlist signalunclear0.56
- Is a replica of the modelnot found in the excerpt0.04
- Solves a common problem (0–2)score on a 0–2 scale1.17 / 2
- About JevFound in material0.98
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 7 Oct 2026.