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
A carrier-grade edge AI telemetry classification and autonomic remediation dashboard for Tier-1 utility and telecom providers managing 10M+ smart utility meters (gas/water/electric).
How it uses Jev
Jev classifies anomalous meter pulses using three typed primitives: a choice for issue type (e.g., PHYSICAL_TAMPER, BATTERY_DECAY), a score for severity tier (0–4), and a null for dispatch probability. Results drive automated SIM quarantine, work orders, and RF optimization.
Primitives:choicescorenoul
Technique worth stealing
Non-autoregressive typed primitives with zero output token bloat for sub-150ms parallel evaluation.
Try it
git clone, npm install, npm run dev, open http://localhost:5173/
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 patternnot found in the excerpt0.29
- Describes handling uncertaintynot found in the excerpt0.05
- Reports measured numbersnot found in the excerpt0.23
- Is a runnable toolFound in material0.68
- Top-10 learning shortlist signalnot found in the excerpt0.22
- Is a replica of the modelnot found in the excerpt0.22
- Solves a common problem (0–2)score on a 0–2 scale1.06 / 2
- About JevFound in material0.94
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.