Journal

Farm people at livestock auction. Central Iowa Fair, Marshalltown, Iowa

Editing a Human's Words Is Forgery. Editing an LLM's Is Not.

Why we solve problems with LLMs but can't learn from them — and what an interface that fixes it looks like.

July 15, 2026