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AIs Only Human?

January 22, 2026 • Posted in Animal Spirits, Investing Expertise

Having been trained by humans on human information, do Large Language Models (LLM) behave like human investors? In their January 2026 paper entitled “Artificially Biased Intelligence: Does AI Think Like a Human Investor?”, Javad Keshavarz, Cayman Seagraves and Stace Sirmans investigate whether 48 widely used LLMs exhibit any of 11 known cognitive biases in financial decision-making. They speculate that LLMs acquire biases via human-authored training data, statistical learning and responses that reward perceived helpfulness over logical consistency. Specifically, they test whether:

  • LLMs reliably exhibit economically meaningful cognitive biases in financial decision problems.
  • Any biases vary across LLMs with different levels of intelligence.
  • Users can intervene to suppress any biases in real-time LLM use.

Their prompt-pair methodology ensures that findings are causal rather than just correlational. Using 25 prompt-pairs per each of 11 biases across 48 LLMs, they find that: (more…)

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