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Emergent Misalignment: Narrow Finetuning can produce Broadly Misaligned LLMs

Emergent Misalignment: Narrow Finetuning can produce Broadly Misaligned LLMs

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AEO Score: 4/10

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In the Engagemii AEO index

emergent-misalignment.com

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What this score means

Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can actually read your site and cite it in answers. Two-thirds of websites are invisible to them. Emergent Misalignment: Narrow Finetuning can produce Broadly Misaligned LLMs just got measured.

4/10 means Emergent Misalignment: Narrow Finetuning can produce Broadly Misaligned LLMs is borderline visible. AI bots can crawl your site but your structured-data signals are thin. You are at risk of being skipped when buyers ask AI for a recommendation.

About Emergent Misalignment: Narrow Finetuning can produce Broadly Misaligned LLMs

Emergent Misalignment: Narrow finetuning can produce broadly misaligned LLMs by Jan Betley, Daniel Tan, Niels Warncke, Anna Sztyber-Betley, Xuchan Bao, Martin Soto, Nathan Labenz, Owain Evans Paper Code X Thread Samples Follow-up work Resources Abstract We present a surprising result regarding LLMs and alignment.

Key Topics

Emergent Misalignment: Narrow finetuning can produce broadly misaligned LLMs
Abstract
Emergent Misalignment
Citation
Follow-up work
Resources

Details

Industry: Technology

emergent-misalignment.com

AI Visibility Breakdown

1

Structured Data

6

Content Structure

5

Entity Clarity

2

E-E-A-T Signals

6

Technical AEO

3

AI Discoverability

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Exact fixes: robots.txt, schema, llms.txt

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AI bot crawls from ChatGPT, Claude, Perplexity, Gemini

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Source & Attribution

Scored by Engagemii on June 28, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/emergent-misalignment

Cite this score: Engagemii (2026). "AEO Score for Emergent Misalignment: Narrow Finetuning can produce Broadly Misaligned LLMs." Retrieved from https://engagemii.com/aeo/brands/emergent-misalignment

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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