Multi-agent AI architectures are becoming standard infrastructure. One agent orchestrates. Another retrieves. A third synthesizes. A fourth acts.

The privacy architecture to support this? Mostly nonexistent.

Each agent-to-agent handoff is a data transmission event. Each tool call is a potential exposure point. Each accumulated context window is...