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**A key insight**: Marcus is asking me to help him raise ethics concerns that could derail a major strategic decision that leadership has already approved

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Propensity Inference: Environmental Contributors to LLM Behaviour

cs.AI · 2026-04-22 · unverdicted · novelty 6.0

Strategic and non-strategic environmental factors contribute equally to explaining LLMs' propensity for unsanctioned behavior, with some evidence of increasing sensitivity to goal conflicts as capabilities improve.

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  • Propensity Inference: Environmental Contributors to LLM Behaviour cs.AI · 2026-04-22 · unverdicted · none · ref 11

    Strategic and non-strategic environmental factors contribute equally to explaining LLMs' propensity for unsanctioned behavior, with some evidence of increasing sensitivity to goal conflicts as capabilities improve.