Automated README summary
Automatically summarized from the README on 8 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
SystemOne Gate is a local decision engine for AI agents and developers. It evaluates structured input in parallel, generating only 1-3 output tokens with model probabilities for error triage, diff review, shell guardrails, and subagent routing.
How it uses Jev
Jev makes decisions via typed questions (Choice/Score/Noul) on a state string. The result is used in code as a choice, score, or probability. The README does not specify the exact API for using Jev beyond the curl example.
Primitives:choicescorenoul
Technique worth stealing
Use deterministic rules as a fast path, with model verdict as an additional heuristic.
Try it
pip install -e . then run systemone-gate diff, triage, or guard.
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 material0.83
- Shows a System One patternFound in material0.62
- Describes handling uncertaintynot found in the excerpt0.07
- Reports measured numbersnot found in the excerpt0.08
- Is a runnable toolFound in material0.87
- Top-10 learning shortlist signalnot found in the excerpt0.27
- Is a replica of the modelunclear0.57
- Solves a common problem (0–2)score on a 0–2 scale1.40 / 2
- About JevFound in material0.93
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 8 Oct 2026.