Why do LLMs make stuff up? New research peers under the hood.

Claude's faulty "known entity" neurons sometime override its "don't answer" circuitry.

https://arstechnica.com/ai/2025/03/why-do-llms-make-stuff-up-new-research-peers-under-the-hood/