AI data center development in Pennsylvania faces opposition from some communities over environmental and infrastructure concerns, while economically struggling towns like Shippingport view it as necessary economic revival. The debate highlights tension between local concerns and regional benefits, with discussions also focusing on AI infrastructure metrics like deployment speed and GPU accessibility costs.