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Diagnose a failed GAIA benchmark question v1.0.0

Use this resource to find the root cause of a wrong answer in the GAIA benchmark

New

  • 337 downloads
  • 182 likes
  • 221 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install benchmark-failure-diagnosis

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent retrieves the trace of a failed question, classifies it against a failure-mode taxonomy (missing tool, reasoning miss and so on), reruns the question with detailed logs and proposes a fix. If the question then passes, the pattern is stored.

Mostly picked by

Updated November 2, 2026

Card for the “Diagnose a failed GAIA benchmark question” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: failure-mode taxonomy
  • SKILL.md: five diagnosis and verification steps

Good fit for

  • A GAIA question returns a wrong answer or times out
  • The pass rate dropped between two runs

Not for

    Tags

    • GAIA
    • diagnosis
    • benchmark
    • failure

    About

    You say

    “Question 42 of GAIA fails: find the failure mode and propose a fix.”

    Card for the “Diagnose a failed GAIA benchmark question” skill

    Skill published by ruvnet under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to find the root cause of a wrong answer in the GAIA benchmark
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md4.8 KB

    Origin and licence

    Listed unmodified

    Author
    ruvnet
    Source
    github.com/ruvnet/ruflo/tree/89b0cd02dd99ea1f63437fde6c05992ec53cc22b/plugins/ruflo-workflows/skills/gaia-debugging
    Licence
    MIT

    Notice

    « gaia-debugging » (ruvnet, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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