Automated README summary
Automatically summarized from the README on 13 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
jev-orchestrator is a Python library for developers building multi-stage AI workflows with Jev, the TypeSafe System One model. It batches concurrent typed decisions into single requests, gates on confidence, traces decisions, and calibrates thresholds.
How it uses Jev
Jev makes typed decisions (Choice, Score, Noul) on a given state. The engine merges concurrent asks into one request, deduplicates identical questions, and returns calibrated probabilities. Code uses confidence gates like or_else, require, shortlist, at_least, and below to route or escalate decisions.
Primitives:choicescorenoul
Technique worth stealing
Batch independent decisions into one Jev call; use confidence gates to automate only what is safe.
Try it
pip install jev-orchestrator; jev demo (offline, no API key needed)
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 patternFound in material0.76
- Describes handling uncertaintynot found in the excerpt0.07
- Reports measured numbersnot found in the excerpt0.04
- Is a runnable toolFound in material0.76
- Top-10 learning shortlist signalnot found in the excerpt0.20
- Is a replica of the modelnot found in the excerpt0.07
- Solves a common problem (0–2)score on a 0–2 scale1.04 / 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 13 Oct 2026.