Why LLMs still confabulate, and what you should actually do about it

July 11, 2026 · 4 min · Free, with full transcript

Large language models can produce confident, well-formatted, completely wrong answers, and the problem is structural, not a bug waiting for a patch. Understanding why confabulation happens changes how you design workflows, evaluate outputs, and decide when not to use an LLM at all.