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How to Design Environments for Understanding Model Motives

Zac Boring March 2, 2026 1 min read
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Authors: Gerson Kroiz*, Aditya Singh*, Senthooran Rajamanoharan, Neel NandaGerson and Aditya are co-first authors. This work was conducted during MATS 9.0 and was advised by Senthooran Rajamanoharan and Neel Nanda.TL;DRUnderstanding why a model took an action is a key question in AI Safety. It is a difficult question, as often many motivations could plausibly lead to the same action. We are particularly concerned about the case of model incrimination, i.e. observing a model taking a bad action a

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