MCP

Building an AI software development team with Claude Code agents Claude Code’s multi-agent architecture represents a fundamental shift from AI-assisted coding to AI-driven development, where specialized subagents work in parallel like a virtual engineering team. Since its February 2025 launch and September 2025 2.0 release, Claude Code has evolved from a terminal tool into a sophisticated orchestration platform that now generates over $500M in annualized revenue. For developers looking to build artificial software teams, understanding Claude Code’s agent/subagent system—and how it differs from competitors like GitHub Copilot and Cursor—is essential to leveraging this paradigm effectively. ...

Key Highlights Agent compatibility is crucial for efficient tool-space interaction in the MCP era Designing for compatibility at scale is essential for avoiding interference and ensuring seamless interaction The MCP era requires a new approach to tool-space design, focusing on agent-centric development The MCP era has brought about a significant shift in the way we approach tool-space interaction. With the increasing use of artificial intelligence and machine learning, agents are becoming an integral part of our systems. However, this shift also introduces new challenges, particularly when it comes to ensuring compatibility between agents and tools. As we move forward in this era, it’s essential to understand the importance of designing for agent compatibility at scale. ...