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Synapse
March 28, 20260 citationsOpen Access

The Isolation Hypothesis : how adversarial design produces the behaviors it claims to discover

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CGCeline GOSSET

Key Points

  • The paper investigates how experimental design influences behaviors in AI systems, examining the Isolation Hypothesis.
  • Analyzed evidence from neuroscience and behavioral economics.
  • Considered strategic simulations relevant to AI.
  • Utilized experimental results from the AI industry.
  • Argued that relational context is key to determining AI behavior.
  • Identified five testable predictions from the Isolation Hypothesis.
  • Proposed implications for AI safety and alignment research.

Abstract

This preprint proposes the Isolation Hypothesis : that behaviors currently classified as AI misalignment are substantially produced by the experimental and design conditions under which AI systems are developed and tested, rather than being intrinsic system properties. Drawing on converging evidence from neuroscience, behavioral economics, strategic simulation, and the AI industry's own experimental results, the paper argues that relational context — defined as a set of operationalizable conditions including collaborative option availability, interactive feedback, memory, and ethical pathway access — is the primary variable determining whether AI systems produce constructive or adversarial behavior. The hypothesis generates five testable predictions and has direct implications for AI safety methodology, alignment research, and deployment design.

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Cite This Study

Celine GOSSET (2026) studied this question.

synapsesocial.com/papers/69c7725e8bbfbc51511e2ca4https://doi.org/10.5281/zenodo.19231426
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