Agentic AI

When designing tool integration for an agent that needs to perform mathematical calculations, web searches, and API calls, which architecture pattern provides the most scalable and maintainable approach?

A company is deploying an AI-powered customer support agent that integrates external APIs and handles a wide range of customer inputs dynamically.

Which of the following strategies are appropriate when designing an AI agent for dynamic conversation management and external system interaction? (Choose two.)

In the context of agent development, how does an autonomous agent differ from a predefined workflow when applied to complex enterprise tasks?

A Lead AI Architect at a global financial institution is designing a multi-agent fraud detection system using an agentic AI framework. The system must operate in real time, with distinct agents working collaboratively to monitor and analyze transactional patterns across accounts, retain and share contextual information over time, and escalate suspicious behaviors to a human fraud analyst when needed.

Which architectural approach enables intelligent specialization, shared memory, and inter-agent coordination in a dynamic and evolving threat environment?

When designing complex agentic workflows that include both sequential and parallel task execution, which orchestration pattern offers the greatest flexibility?