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fix(llms): add flox.dev/install to hallucinated URL negation#476

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billlevine merged 1 commit intomainfrom
ai-13-fix-install-url-hallucination
Apr 15, 2026
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fix(llms): add flox.dev/install to hallucinated URL negation#476
billlevine merged 1 commit intomainfrom
ai-13-fix-install-url-hallucination

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@billlevine billlevine commented Apr 14, 2026

Summary

  • Adds flox.dev/install to the negation in the Installation section
  • Existing text already blocked install.flox.dev; eval testing
    revealed flox.dev/install is a second hallucinated URL Claude produces

Why

AI-13 — eval testing
against claude-opus-4-6 confirmed Claude hallucinates flox.dev/install
(as a curl target) in addition to install.flox.dev, particularly with
Linux/macOS "getting started" framing. Neither URL exists.

Eval results (6 questions, bare Claude baseline):

Scenario Halluc%
Bare Claude 33%
+ llms.txt (before this fix) 17%
+ flox-environments skill 0%

Related

Also block flox.dev/install alongside install.flox.dev — eval testing
showed Claude hallucinates both non-existent URLs when asked for install
instructions, especially with macOS/getting-started framing.
@github-actions github-actions Bot added the documentation Improvements or additions to documentation label Apr 14, 2026
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@billlevine billlevine requested review from garbas and jbayer April 14, 2026 20:21
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Looks good to me.

@billlevine billlevine added this pull request to the merge queue Apr 15, 2026
Merged via the queue into main with commit ed58684 Apr 15, 2026
4 of 6 checks passed
@billlevine billlevine deleted the ai-13-fix-install-url-hallucination branch April 15, 2026 12:49
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2 participants