The AI tools landscape is undergoing a fundamental technical transformation from centralized applications to distributed, agent-based architectures that can process unstructured data across multiple domains. This evolution involves sophisticated technical challenges in system integration, Web3 convergence, and scalable infrastructure design that will define the next generation of AI capabilities.
