This paper proposes a novel architecture for semantic-based agent communication networks, addressing the limitations of traditional communication paradigms in the context of agentic AI and 6G. It systematically reviews state-of-the-art technologies across proposed layers, entities, and stages, and identifies key challenges for future research.