Numerical Instability and Chaos: Quantifying the Unpredictability of Large Language Models

“Researchers are uncovering how finite precision mathematics in large language models creates unpredictable behavior, a critical problem as LLMs are deployed in autonomous systems. Understanding these numerical instabilities is essential for building more reliable and trustworthy AI agents in production environments.”