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Our review method: make the process and result inspectable

A transparent recording method, with one case analysis and no standardized scores or rankings.

AFTER READING, YOU CAN

Understand which conclusions require direct evidence.

On this page

01Current status

A method, not a leaderboard

No standardized results, scores, or model rankings have been published. This page describes our planned recording method.

Tutorials help readers reproduce tasks; reviews record conditions and actual performance. One smooth demonstration is not a general result.

See the recorded webpage walkthrough and case review. Both preserve limitations and are excluded from model rankings.

02Record six things

  1. Environment: date, operating system, app version, model, and reasoning settings.
  2. Input: full request, starting materials, and agreed checks.
  3. Process: start/end times, retries, manual edits, and permission interactions.
  4. Artifacts: source, inspectable output, and key screenshots.
  5. Verification: passed, failed, and unperformed checks.
  6. Cost: actual visible usage and charges only; mark unavailable data explicitly.

03Classify outcomes

Complete
All agreed checks pass and the artifact is inspectable.
Partially complete
A usable artifact exists, but specific requirements are unmet.
Incomplete
The main goal was not achieved; record the stopping point.
Unverified
A necessary check was not performed, so do not label it a success or failure.

Future comparisons should use matched tasks, materials, and constraints, while disclosing differences. A single run supplies evidence only about that run.

About this article

This page describes the handbook’s review method. The existing single-case review is not a standardized benchmark or model ranking. Updated: 2026-10-02.

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