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jev-research-pipeline

shimo4228/jev-research-pipeline

Daily research monitor: Jev judges, Qwen writes, code owns the loop.

What it is

A single-user daily research-monitoring pipeline for researchers with standing questions. It fetches sources, screens them per question, and writes question-centric Obsidian notes. Notes are currently written in Japanese.

How it uses Jev

For each (source, question) pair, Jev answers hard gates as yes/no questions, then weighted scores. Code applies thresholds to route pairs to Keep, Review, Drop, or Incomplete. Jev also marks which verbatim sentences advance or contradict the question, and scores Qwen's draft section on a rubric.

Primitives:choicescorenoul

Technique worth stealing

Move judgment into cheap typed questions so the loop is machine-checkable, with raw probability distributions stored per decision.

Try it

uv sync; uv run jrp run

View on GitHub

judged by Jevjev-1.13.0

Evidence

Each line is one question put to Jev about the README. ≥ 0.60 reads as yes, ≤ 0.40 as no; in between Jev is not making a call.

  • Jev-centricyes0.91
  • Shows a System One patternyes0.89
  • Handles uncertaintyno0.38
  • Measuredno0.08
  • Runnableyes0.70
  • Worth recommendingunclear0.59
  • Model replicano0.05
  • Problem scopescore on a 0–2 scale0.99
  • About Jevyes0.97

Signals by Jev jev-1.13.0, card written by DeepSeek V4.1 Flash from the README on 23 Sept 2026.