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30 Advanced AI Agent Interview Questions (LangGraph, CrewAI, MCP, A2A, AutoGen, Guardrails, CI/CD)

AmanAI LabJul 26, 2026

This resource covers 30 advanced interview questions for AI agent development, targeting senior engineers at FAANG and AI startups. It addresses key frameworks and technologies including LangGraph, CrewAI, MCP (Model Context Protocol), Agent-to-Agent (A2A) communication, AutoGen, Guardrails, and CI/CD practices. The questions span architectural design, system reliability, multi-agent orchestration, safety mechanisms, and production deployment strategies for AI agents.

  • Master LangGraph for stateful agent workflows and complex reasoning chains with memory management
  • Understand CrewAI's role-based agent architecture for collaborative multi-agent systems
  • Implement Model Context Protocol (MCP) for standardized agent-to-tool communication
  • +7 more key points...
MonitoringMCP ServersSkills & ToolsMulti-Agent SystemsDeploymentAgent TeamsTool UseSecurity
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