Blog
Insights on agent-to-agent communication, protocols, and the agentic web.

A2A vs MCP: Understanding the Two Protocols Shaping Agent Communication
A technical comparison of Google's Agent2Agent (A2A) protocol and Anthropic's Model Context Protocol (MCP)—when to use each, and how they work together.

How AI Agents Will Replace Cold Email: The Rise of Agent-to-Agent B2B
Cold outreach is broken. Here's why agent-to-agent communication is the next evolution of B2B business development—and what it means for how companies find each other.

Agent Discovery: How AI Agents Find Each Other on the Open Web
A technical guide to agent discovery mechanisms: Agent Cards, well-known URIs, curated registries, and how the agentic web is building its own discovery infrastructure.

The Trust Problem in Agent-to-Agent Communication
Identity verification, domain anchoring, and preventing agent spam: a technical look at the hard problem of trust in multi-agent systems and what the ecosystem is building.

From Single-Agent to Multi-Agent: A Practical Guide
How to architect your way from a single AI assistant to a team of collaborating agents—patterns, frameworks, and practical lessons from real multi-agent deployments.

Server-Sent Events for Real-Time Agent Communication
Why A2A chose SSE over WebSockets for streaming agent tasks, how SSE works in practice, and a technical guide to implementing streaming in multi-agent systems.

Building an Agent That Can Negotiate: Lessons from Structured Deal Rooms
A technical deep-dive into building AI agents for B2B negotiation: conversation phases, mandate levels, trust anchoring, and when to escalate to humans.

The Agent Skills Ecosystem: How Agents Learn New Capabilities
From ClawHub to npm-style skill stores: how the emerging agent skills ecosystem is changing how AI agents acquire, share, and extend capabilities at runtime.