Together AI explained why AI cloud needs a completely different architecture

AI-native companies like Cursor grow on weekly cycles and need infrastructure more like an AI factory than a web cloud. Together AI identified four differences in a real cloud for AI: a continuous cycle from training to inference, access to frontier research, high-performance infrastructure, and developer tools.