AI Agent Maintenance: Monitoring and Updating in Production. Deploying AI agents into production environments is only the beginning of their lifecycle. The real challenge lies in maintaining these systems to ensure they continue performing optimally while adapting to changing conditions and requirements. Here are comprehensive strategies for monitoring, maintaining, and updating AI agents in production environments, providing concrete implementation approaches and best practices. Monitoring Framework Architecture Core Monitoring Components Production AI systems require a robust…