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LangChain and AI Application DevelopmentmediumMultiple ChoiceObjective-mapped

1Z0-1127-25 LangChain and AI Application Development Practice Question

A developer wants to use LangChain to create an agent that can perform calculations and look up information from a database. Which tools should be provided to the agent?

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

Calculator tool and a custom tool for database queries

A calculator tool handles arithmetic, and a custom tool can be created to query the database. Web search is not needed, and an LLM is not a tool but the underlying model.

Answer analysis

Option-by-option breakdown

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

  • Custom tool for database queries and a vector store tool

    Why it's wrong here

    Vector store is for semantic search, not needed for structured DB queries.

  • Calculator tool and a custom tool for database queries

    Why this is correct

    The agent needs a calculator for math and a custom tool to run SQL queries.

  • Calculator tool and a retriever tool

    Why it's wrong here

    Retriever is for document search, not structured database queries.

  • Web search tool and an LLM tool

    Why it's wrong here

    Web search is not needed, and LLM is the agent's engine, not a tool.

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