Automated README summary
Automatically summarized from the README on 24 Oct 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
A Docker image packaging Laya, an open-weight typed-decision model, behind the POST /v1/systemone protocol. It targets tuvl decide agents and any client speaking that wire format, running CPU-only and offline.
How it uses Jev
The image exposes the same /v1/systemone wire format as TypeSafe's Jev API. Clients POST a state and typed questions (e.g. a choice with instructions and criteria); the server returns the chosen value, a probabilities map, confidence, and answer_confidence. Laya performs the inference; Jev compatibility is at the protocol level.
Primitives:choice
Technique worth stealing
Bake verified weights into an offline, hash-locked, non-root image so a decision model serves with no GPU or network.
Try it
make build && make run && make smoke, or docker compose up -d, then curl localhost:8000/v1/systemone.
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 projectnot found in the excerpt0.32
- Shows a System One patternnot found in the excerpt0.05
- Describes handling uncertaintynot found in the excerpt0.02
- Reports measured numbersnot found in the excerpt0.02
- Is a runnable toolFound in material0.97
- Top-10 learning shortlist signalnot found in the excerpt0.16
- Is a replica of the modelFound in material0.91
- Solves a common problem (0–2)score on a 0–2 scale1.04 / 2
- About JevFound in material0.89
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 Oct 2026.