Agentic AI is transforming incident response and debugging for engineering teams by utilizing model communications protocol (MCP) and live debugging tools like Dynatrace's Live Debugger. TELUS exemplifies best practices by integrating these technologies into their workflow, allowing developers to troubleshoot in real-time with natural language queries, thereby expediting issue resolution and minimizing context-switching.