Automated README summary
Automatically summarized from the README on 21 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A Python reconstruction of TypeSafe's Jev design, built and tested on a laptop RTX 4070. It takes a state plus typed questions and returns a probability for every option, for researchers studying Jev-style decision models.
How it uses Jev
Jev scores each option via a pointer head: q(DECIDE) · k(CLOSE_i) / √256, softmax over options. It handles choice, noul (P(yes)) and score (expected level Σ i·pᵢ). A temperature buffer is applied in eval mode only; results are served through POST /v1/systemone.
Primitives:choicescorenoul
Technique worth stealing
Shared positions per option plus a 4D additive mask make option order invisible and stop options seeing each other, so 2–255 options work with no per-label weights.
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 material0.90
- Shows a System One patternunclear0.48
- Describes handling uncertaintynot found in the excerpt0.06
- Reports measured numbersnot found in the excerpt0.08
- Is a runnable toolnot found in the excerpt0.36
- Top-10 learning shortlist signalnot found in the excerpt0.16
- Is a replica of the modelFound in material0.97
- Solves a common problem (0–2)score on a 0–2 scale0.57 / 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 21 Oct 2026.