I have been using personally for last 4 months in different modes: standalone, mcp, clustered. The way I communicate with AI agents is now fundamentally different.

Since the agent has full memory the conversation is more coherent and I don't have to repeat a lot of things myself. It already knows my preference, my homelab/infra details and my working styles and automatically shifts based on those memories.

Would appreciate your feedbacks and contributions.