<p>As ChatGPT and other Large Language Model (LLM)-based AI chatbots become increasingly integrated into daily life, important safety and well-being concerns arise. What concerns and risks do these systems pose for individual users? What potential harms might they cause, and how can these be mitigated? In this work, we conduct a structured qualitative risk analysis of AI chatbot use at the individual level to address these questions. We begin by explaining how LLM-based AI chatbots work, providing foundational context to help readers understand the inherent limitations of these systems. We then identify a range of risks associated with individual use, including hallucinations, intrinsic biases, sycophantic behavior, cognitive offloading and potential decline, social isolation, and privacy leakage. Finally, we propose key mitigation strategies to address these concerns. Our goal is to raise awareness of the safety and societal implications of AI chatbot use, and to empower individuals to protect cognitive integrity, safeguard privacy, and promote more responsible and beneficial human–AI interaction.</p>

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Ask ChatGPT: caveats and mitigations for individual users of AI chatbots

  • Chengen Wang,
  • Murat Kantarcioglu

摘要

As ChatGPT and other Large Language Model (LLM)-based AI chatbots become increasingly integrated into daily life, important safety and well-being concerns arise. What concerns and risks do these systems pose for individual users? What potential harms might they cause, and how can these be mitigated? In this work, we conduct a structured qualitative risk analysis of AI chatbot use at the individual level to address these questions. We begin by explaining how LLM-based AI chatbots work, providing foundational context to help readers understand the inherent limitations of these systems. We then identify a range of risks associated with individual use, including hallucinations, intrinsic biases, sycophantic behavior, cognitive offloading and potential decline, social isolation, and privacy leakage. Finally, we propose key mitigation strategies to address these concerns. Our goal is to raise awareness of the safety and societal implications of AI chatbot use, and to empower individuals to protect cognitive integrity, safeguard privacy, and promote more responsible and beneficial human–AI interaction.