Researchers Let AI Models Amend Their Own Constitutions 20 Times in a Row

dhadfieldmenell · x · 2026-10-14

PKirgis and team fed frontier AI companies' constitutions, model specs, and system prompts back to the models, asked each model to make one substantial revision, then updated the document with that revision and repeated the process 20 times.

The trajectory-of-amendment design was praised by alignment researchers (nickacuputo, dhadfieldmenell) as a rare empirical look at how models think about their own alignment documents.

Related event: Researchers Let Models Revise Their Own Alignment Docs for 20 Rounds(2 posts)→

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