A big agentic switch is happening globally due to AI (Artificial Intelligence) whereby consumers and enterprises are switching to AI agents for task completions in an autonomous way. This paradigm shift due to AI is leading to proliferation of AI agents in enterprises requiring innovative agent network architectures for better discovery, communication and security of these agents. Here we present a novel agent network architecture where we introduce innovative concepts like agent registry, agent name server, agent text transfer protocol (ATTP), agent private cloud and agent gateway. Quite a lot of parallels have been drawn from the current World Wide Web (www) Internet architecture, where similar components exist to support discovery, security and communication.