Automated README summary
Automatically summarized from the README on 24 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
Verdict is a Python library for routing, guardrails, triage, and policy checks. It replaces LLM calls with typed answers in milliseconds on CPU, providing calibrated probabilities and conformal abstention.
How it uses Jev
Verdict is wire-compatible with Jev's /v1/systemone endpoint. It accepts choice, score, and noul question shapes unchanged and returns answers with an abstain flag. It can serve as a drop-in replacement for Jev clients.
Primitives:choicescorenoul
Technique worth stealing
Temperature scaling and split-conformal abstention for calibrated probabilities with coverage guarantees.
Try it
pip install verdictml[serve] && verdict serve --port 8000
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 projectunclear0.47
- Shows a System One patternunclear0.50
- Describes handling uncertaintynot found in the excerpt0.14
- Reports measured numbersunclear0.54
- Is a runnable toolFound in material0.92
- Top-10 learning shortlist signalnot found in the excerpt0.14
- Is a replica of the modelFound in material0.93
- Solves a common problem (0–2)score on a 0–2 scale1.98 / 2
- About JevFound in material0.90
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 24 Sept 2026.