The Great LLM Correction: Cloud Gives Way to Edge

Apple's on-device AI announcement marks a critical turning point: the industry is abandoning the assumption that cloud-based LLMs should serve as general-purpose infrastructure. Instead, LLMs are being repositioned as specialized tools for advanced reasoning and agent development, while routine automation shifts to local processing—dramatically reducing infrastructure costs and user subscription dependencies.