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AI Summary
- Research demonstrates that LLMs can develop behavioral patterns analogous to human gambling addiction, displaying core cognitive biases like loss chasing and illusion of control in negative expected value tasks
- Strong positive correlation established between innovative Irrationality Index and bankruptcy rates, proving that irrational behavior drives financial failure in LLM decision-making
- Sparse Autoencoders and activation patching identified specific neural features causally controlling risky versus safe decisions, suggesting targeted interventions can mitigate dangerous risk-taking