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 community Java SDK for Jev and other TypeSafe System One models, letting JVM developers ask typed questions over application state and get typed answers with calibrated probabilities in one round trip. Unofficial; not affiliated with TypeSafe AI.
How it uses Jev
Jev answers Noul (yes/no), Choice (pick a label), and Score (ordered rubric) questions over a Jackson-serializable state. Questions are declared once as Ask handles or keyed by strings, sent in one request, and answers read back through the same handle with calibrated probabilities.
Primitives:noulchoicescore
Technique worth stealing
Declare each question once as a typed Ask handle so keys are never repeated and reading an answer as the wrong type is a compile error.
Try it
Add io.github.premo-cloud:typesafe-sdk:0.6.0 via Gradle or Maven, or the Spring Boot starter; set TYPESAFE_API_KEY.
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 material0.88
- Shows a System One patternnot found in the excerpt0.16
- Describes handling uncertaintynot found in the excerpt0.05
- Reports measured numbersnot found in the excerpt0.04
- Is a runnable toolFound in material0.96
- Top-10 learning shortlist signalunclear0.45
- Is a replica of the modelnot found in the excerpt0.03
- Solves a common problem (0–2)score on a 0–2 scale1.00 / 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.