As generative AI technologies become more integrated into our software products and workflows, those products and workflows start to look more and more like the LLMs themselves. They become less reliable, less deterministic, and occasionally wrong. LLMs are fundamentally non-deterministic, which means you’ll get a different response for the same input. If you’re using reasoning models and AI agents, then those errors can compound when earlier mistakes are used in later steps.
