I tried getting LLMs to work together using ACP (Agent Communication Protocol)
IBM's ACP protocol changes how agents communicate
In the fast-evolving world of AI, getting language models to work together effectively has been a persistent challenge. While the Machine Communication Protocol (MCP) has made significant strides in connecting agents to tools, IBM's Agent Communication Protocol (ACP) offers something potentially more revolutionary: a universal way for any AI agent to communicate with others, regardless of their underlying architecture.
The power of agent-to-agent communication
As someone who's spent years watching promising AI technologies rise and fall, I find ACP particularly intriguing. Released by IBM Research in March 2025 and now managed by the Linux Foundation, this protocol creates a vendor-agnostic framework that could fundamentally change how AI systems interact.
- Universal connectivity: ACP enables any agent to communicate with others via simple REST endpoints, breaking down the barriers between different AI implementations
- Cross-organizational potential: Organizations can expose their agents externally, allowing seamless communication between agents from different companies (like insurance providers connecting with hospital systems)
- Enterprise-ready design: With Kubernetes compatibility, telemetry support, and identity federation, ACP appears built for production environments from day one
Why this matters more than you might think
The most compelling aspect of ACP is how it addresses a fundamental architectural problem. Instead of rebuilding capabilities that already exist in other agents, developers can simply connect to them. This shift from duplication to collaboration could dramatically accelerate AI development across industries.
"Why would we go to the effort of reconnecting? Could we not just use the agents and build on top of that instead of building our own?" asks the video creator, highlighting the core value proposition. ACP answers this by making agent integration almost trivially simple.
Real-world applications emerging
While the protocol is still new, several implementation patterns are already emerging. The demonstration shows three particularly useful approaches:
- Simple agent wrapping: Converting existing AI agents (like the insurance coverage agent built with Crew AI and Qwen 2.5) to be ACP-compliant with minimal code changes
- Agent chaining: Connecting multiple specialized agents in sequence to solve complex problems
- Intelligent agent routing: Using a supervisory agent to automatically discover and direct requests to the appropriate specialized agents
What's particularly impressive is how this works across
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