Automated README summary
Automatically summarized from the README on 21 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A stdlib-only Python decision service for developers using Jev (TypeSafe System One). It wraps typed questions with a confidence policy, per-lane decision logging, a blind eval harness, and a skill router over large skill rosters.
How it uses Jev
Jev answers typed questions (noul, choice, score) on a given state. The service returns calibrated probabilities, applies a confidence policy to route each answer to action, escalate, or abstain, and logs every decision for later threshold tuning.
Primitives:choicescorenoul
Technique worth stealing
Fuse Jev as a second semantic signal with deterministic retrieval; decompose judgments into atomic questions and combine with code.
Try it
export OPENCODE_ZEN_API_KEY=... then run python3 eval_preflight.py ground_truth.json or skill_router.py.
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 material0.95
- Shows a System One patternFound in material0.86
- Describes handling uncertaintynot found in the excerpt0.35
- Reports measured numbersnot found in the excerpt0.21
- Is a runnable toolFound in material0.90
- Top-10 learning shortlist signalunclear0.54
- Is a replica of the modelnot found in the excerpt0.03
- Solves a common problem (0–2)score on a 0–2 scale1.05 / 2
- About JevFound in material0.99
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 21 Sept 2026.