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LangChain and AI Application DevelopmentmediumMultiple ChoiceObjective-mapped

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

A team is implementing a conversational chatbot that needs to remember a user's previous messages within the same session. They are using LangChain with OCI Generative AI. Which memory type and persistence approach should they choose for session-only memory?

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

ConversationBufferMemory stored in-memory

ConversationBufferMemory stores the full message history in memory, suitable for short sessions. For session-only memory, in-memory persistence is sufficient; no external database is needed. Summary memory is more suited for long conversations where token limits are a concern.

Answer analysis

Option-by-option breakdown

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

  • ConversationBufferMemory persisted in a vector store

    Why it's wrong here

    Vector stores are for embeddings, not for storing raw conversation history; this adds complexity without benefit.

  • ConversationSummaryMemory stored in a local file

    Why it's wrong here

    Summary memory compresses history, which may lose details needed for accurate responses; file persistence is unnecessary for session-only memory.

  • ConversationBufferMemory stored in-memory

    Why this is correct

    Buffer memory retains the full conversation history in Python memory, ideal for session-scoped chatbots that do not require long-term persistence.

  • ConversationSummaryMemory persisted in Oracle Database

    Why it's wrong here

    Summary memory condenses history, which is overkill for short sessions; persisting in a database adds unnecessary latency.

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