Design agent observability plans, interpret telemetry data, and apply continuous improvement strategies for production agentic AI solutions.

Design comprehensive testing strategies for multi-agent solutions, including functional, regression, and edge case testing.

Apply Microsoft's responsible AI principles and design governance frameworks, including oversight checkpoints and audit logging.

Design AI security architectures covering authentication, authorization, prompt-injection defenses, and content-safety operations.