What Causes AI Agents to Fail in Production: Understanding the Reliability Gap in Autonomous Systems

AI agent failures in production occur when autonomous AI systems produce incorrect outputs, misuse tools, lose critical context, or deviate from their intended behaviour during real-world tasks. These failures can occur even when an agent performs successfully in controlled tests. Unlike a standalone language model, a production AI agent interacts with tools, external data, APIs,…

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