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Jev Research Eval

A reproducible harness that scores Jev Ultrafast research-browser runs over 11 baseline cases plus human and quant stress suites with CoS-locked QC grades, regenerating the field note and trace notebooks offline.
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Language
HTML
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3 min
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Community
Author
jgridifier
Last verified
Sep 2026

Reproducible Jev Ultrafast research-browser eval harness + field note (QC’d cases, suite runner, report generator). Not investment advice.

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0
Last pushed
Updated Sep 2026

Repo stats from the GitHub API, cached Oct 2026.

About this project

Reproducible evaluation harness for Jared’s Jev Ultrafast research-browser session (17 Sep 2026): 11 baseline cases (R1–R11), human + quant stress suites (S1–S10, QS1–QS8+QS7b), CoS-locked QC grades, the v4 HTML field note, and research notebooks (v1 baseline / v2 baseline+stress) with per-step Trace reports. This is not a fork of Jev. It drives an upstream checkout of browser-use/jev-ultrafast and regenerates the report from fixtures/qcrescored.json.

Quoted from the project's README. Read the full README.

Highlights

  • Drives an upstream browser-use/jev-ultrafast checkout pinned at commit 452c1ad; it is not a fork of Jev.
  • Cases cover 11 baselines (R1-R11), 10 human stress workflows (S1-S10), and nine quant/ops stress cases (QS1-QS8 plus QS7b).
  • The v4 field note and both notebooks regenerate offline from fixtures/qc_rescored.json with no browser or API keys.
  • Live suite re-runs need uv, Chrome with CDP, and TYPESAFE_API_KEY, TEXT_MODEL_API_KEY, and BU_CDP_URL.
  • Not affiliated with Coinbase, Meta/Astryx, Goldman Sachs, or browser-use beyond use of public open-source software.

Quickstart

bash
python scripts/generate_report_v4.py \
  --input fixtures/qc_rescored.json \
  --output /tmp/jev_note_regen.html

Watch out

The repo layout states MIT for the harness only, though GitHub reports NOASSERTION; it is not a Jev fork, and live re-runs require uv, Chrome with CDP, and API keys.

Questions about this entry

Short answers drawn from the linked project or page.

Reactions & coverage

Posts, threads, and videos about this entry from around the web.

X: Text-to-screenshot (Malay Vasa)

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X: Playwright CLI + Jev vs Playwright MCP

X: jev-ultrafast splits every browser decision into operation, target and value. JEV passed 18,000 stars in its…

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Original write-ups on what this entry is for.

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