Automated README summary
Automatically summarized from the README on 31 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A notebook demonstrating an asynchronous triage logic engine for high-demand delivery support, replacing traditional LLM (System Two) architectures with Jev's structured decision primitives (System One) for deterministic, low-latency, low-cost responses at the API edge.
How it uses Jev
Jev's Score primitive maps unstructured report text, user history, and financial volume into a linear complexity index from 1 to 10. The Choice primitive then deterministically selects the ideal destination lane based on that complexity. Results drive silent routing: simple cases get instant API solutions, complex ones go to human specialists.
Primitives:scorechoice
Technique worth stealing
Replacing LLM-based triage with Jev's Score-to-Choice pipeline for deterministic, millisecond-latency routing.
Try it
Open the notebook in Google Colab and run cells in sequence.
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-1.14.0- Project signals
jev-1.14.0- Category
jev-1.14.0- Pattern tags
jev-1.14.0
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 material0.90
- Shows a System One patternnot found in the excerpt0.30
- Describes handling uncertaintynot found in the excerpt0.05
- Reports measured numbersnot found in the excerpt0.02
- Is a runnable toolunclear0.49
- Top-10 learning shortlist signalnot found in the excerpt0.20
- Is a replica of the modelnot found in the excerpt0.13
- Solves a common problem (0–2)score on a 0–2 scale1.64 / 2
- About JevFound in material0.96
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 31 Oct 2026.