Automated README summary
Automatically summarized from the README on 6 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A template for building a Kubernetes operations agent on Jev instead of an LLM. It watches cluster signals (pod status, events, alerts, logs, proposed kubectl commands) and routes Jev's answers to safe, pre-approved actions like restarting a pod, opening a ticket, paging on-call, or holding for a human.
How it uses Jev
Jev makes narrow judgment calls on unstructured cluster state: classifying a failing pod (choice), scoring alert severity (score), or judging if a kubectl command is read-only (noul). The router turns these typed answers into cluster actions, with guardrails for irreversible operations.
Primitives:choicescorenoul
Technique worth stealing
Use a deterministic prefilter to resolve obvious cases before calling Jev, saving cost and latency.
Try it
cp .env.example .env, set JEV_API_KEY and JEV_BASE_URL, pip install -r requirements.txt, then python -m examples.ci_failure_triage --shadow
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 material0.68
- Describes handling uncertaintynot found in the excerpt0.29
- Reports measured numbersnot found in the excerpt0.04
- Is a runnable toolFound in material0.78
- Top-10 learning shortlist signalunclear0.47
- Is a replica of the modelnot found in the excerpt0.04
- Solves a common problem (0–2)score on a 0–2 scale1.48 / 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 6 Oct 2026.