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jev_blog

df-yamashitamasashi/jev_blog

Jev tech blog and sample code hub for TypeSafe AI decisions

Automated README summary

Automatically summarized from the README on 27 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.

What it is

A collection of technical articles and sample code demonstrating Jev, a TypeSafe AI decision model that answers typed questions with probabilities, for developers building AI systems.

How it uses Jev

The README does not specify which decisions Jev makes, on what state, or how results are used in code. It only states that Jev answers typed questions (choice, graded evaluation, yes/no) with probabilities.

Primitives:choicescorenoul

Try it

See README for per-article setup: Python, VSCode extension, web games, RAG, air hockey, Jevnoid.

View on GitHub

Start using Jev: API key and your first request →

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 material0.87
  • Shows a System One patternFound in material0.62
  • Describes handling uncertaintynot found in the excerpt0.08
  • Reports measured numbersnot found in the excerpt0.05
  • Is a runnable toolunclear0.53
  • Top-10 learning shortlist signalFound in material0.71
  • Is a replica of the modelnot found in the excerpt0.06
  • Solves a common problem (0–2)score on a 0–2 scale1.55 / 2
  • About JevFound in material0.98
Signals
Jev is core to the project0.87Shows a System One pattern0.62Describes handling uncertainty0.08Reports measured numbers0.05Is a runnable tool0.53Top-10 learning shortlist signal0.71Is a replica of the model0.0600.51Solves a common problem (0–2)1.55 / 2012

no-judgment band (0.40–0.60)

Design patterns
Ghostwriter0.94Funnel0.88Flight recorder0.71Check-up0.2900.51

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 27 Sept 2026.