GPT-4o's Carbon Footprint: Unsustainable Costs

Unpopular opinion: The carbon footprint of training models like GPT-4o, estimated at upwards of 160 megawatt-hours, represents a significant and increasingly unsustainable environmental cost compared to optimized, smaller models utilizing techniques like LangChain v3.5’s batching – we desperately need more research into efficient architectures and hardware utilization.