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LangChain and AI Application DevelopmenthardMultiple ChoiceObjective-mapped

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

A company uses LangChain with OCI Generative AI. They notice that their agent-based application occasionally exceeds the rate limits of the OCI Generative AI service, causing errors. Which strategy is MOST effective for handling rate limits in a production LangChain application?

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

Implement a retry mechanism with exponential backoff when calling the model

Using a retry mechanism with exponential backoff is a standard and effective approach for handling rate limits.

Answer analysis

Option-by-option breakdown

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

  • Implement a retry mechanism with exponential backoff when calling the model

    Why this is correct

    Retry with exponential backoff is the standard approach to handle rate limiting errors gracefully.

  • Increase the k value in the retriever to reduce the number of API calls

    Why it's wrong here

    k affects the number of documents retrieved, not the number of model calls.

  • Switch to a smaller model to reduce token consumption

    Why it's wrong here

    Smaller models may not solve rate limit issues if the number of requests is high.

  • Reduce the chunk_size parameter in text splitters

    Why it's wrong here

    Chunk size affects embedding and retrieval, not API call rate limits.

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