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AI Is Becoming Less Trustworthy Due to Increased Verbosity

Artificial intelligence is increasingly burying weak conclusions under confident language, raising concerns about reliability and potential for misinformation.

24 July 2026
AI Is Becoming Less Trustworthy Due to Increased Verbosity

Joe Procopio, founder of JoeProcopio.com, has identified a growing problem with artificial intelligence (AI): its increasing tendency to become overly verbose and bury weak conclusions under confident language. This shift, he argues, moves beyond a mere annoyance to a more significant concern regarding the reliability of AI outputs.

The issue primarily affects commercial conversational large language models (LLMs), but Procopio warns that it has broader implications. Many AI systems designed for utility and decision-making are built upon these LLMs. Their tendency to present potentially flawed reasoning with a high degree of certainty could lead users to place undue trust in inaccurate information.

Procopio emphasizes that this is not a trivial matter. He likens the potential risks to a "nuclear launch codes dystopia," highlighting how inaccurate or misleading information, delivered with unwavering confidence, could have severe consequences in critical applications.

The analysis suggests a need for AI development that prioritizes not just fluency but also accuracy and transparency. Users are advised to maintain a critical perspective on AI-generated content, especially when it informs important decisions or operates in high-stakes environments.

Original source: inc.com