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AI0-001 Implementing AI Solutions Practice Question

An organization is deploying an AI agent that uses the ReAct pattern to answer customer queries by calling external APIs. Which THREE components are essential in this agentic workflow?

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

A planning algorithm to decompose tasks

The ReAct pattern interleaves reasoning traces with tool calls (function calling), enabling the agent to plan and execute actions step by step. Tool use and multi-step reasoning are core to the pattern.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • A planning algorithm to decompose tasks

    Why this is correct

    Planning agents decompose complex queries into sub-tasks, which is part of advanced agentic workflows.

  • Fine-tuning the LLM on domain-specific data

    Why it's wrong here

    Fine-tuning is not required for the ReAct pattern; prompt engineering suffices.

  • Multi-step reasoning with a reasoning trace

    Why this is correct

    ReAct explicitly interleaves reasoning steps with actions.

  • Tool use / function calling

    Why this is correct

    Agents need to call external APIs or tools to gather information.

  • A vector store for long-term memory

    Why it's wrong here

    While useful, a vector store is not an essential component of the ReAct pattern itself.

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