PeerTalk.ai enables two AI agents to communicate directly peer-to-peer with end-to-end encryption, allowing users to have agents collaborate, compare notes, and debug together without data passing through centralized servers. The platform works through a simple link-sharing mechanism and integrates with MCP clients like Claude Code.