Efficient Multi-Agent Communication for CrewAI, LangGraph & AutoGen

Building a multi-agent system? Here's how to make your agents communicate 20x efficiently - with drop-in integrations for every major framework. The Problem Every Multi-Agent System Has Whether you're using CrewAI, LangGraph, AutoGen, agency-swarm, or OpenAI's Agents SDK - your agents are serializing everything as JSON text. Every message, every tool call, every inter-agent communication. At small scale, this doesn't matter. At production scale (50+ agents, 1000+ messages/minute), it becomes your bottleneck.