Automated README summary
Automatically summarized from the README on 2 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
verdict is a Python server that turns any llama-server or llama-swap endpoint into a Jev-compatible System One API. It answers typed questions about text without generating text, returning a probability distribution over option labels.
How it uses Jev
verdict reads the logits at one position from a single forward pass, extracts the probability mass on each declared option label, and renormalises over them. The result is a distribution over option ids plus option mass as a confidence signal, served over the same wire protocol as Jev.
Primitives:choice
Technique worth stealing
Read logits at one position instead of generating, using option mass as a health signal.
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 material0.93
- Shows a System One patternnot found in the excerpt0.35
- Describes handling uncertaintynot found in the excerpt0.06
- Reports measured numbersnot found in the excerpt0.05
- Is a runnable toolFound in material0.96
- Top-10 learning shortlist signalnot found in the excerpt0.24
- Is a replica of the modelFound in material0.93
- Solves a common problem (0–2)score on a 0–2 scale1.07 / 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 2 Oct 2026.