Knowledge Is Irreversible

Learning is a one-way process: you cannot return to the naive state on demand. Curse of knowledge, hindsight bias, the forgetting curve. Irreversible is not permanent — knowledge decays, but the reverse path is unavailable; forgetting is a different door, not the way back. A proposal, not a result.