Claude Code agents: what they are, how they work, and how to scale them

Claude Code has become a leading AI coding agent, widely adopted for its advanced agent architecture and capabilities, enabling engineers to run complex tasks through a system of agentic loops and subagents. However, when deployed across large teams, challenges arise such as unpredictable costs, lack of observability, single-provider dependency, and insufficient access control. These issues highlight the absence of necessary governance and operational infrastructure required for enterprise-level deployment, leading to potential inefficiencies and security risks. Solutions like the AI gateway Portkey offer a way to bridge these gaps by providing observability, centralized access control, multi-provider routing, cost tracking, and budget controls, thus ensuring that Claude Code can be used effectively and safely at scale. As Claude Code transitions from individual developer tools to team-level infrastructure, adopting governance frameworks is essential to harness its full potential while maintaining control and efficiency.

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