Câu 23: NCP-AAI: Agentic AI

Implement Memory Systems for Contextual AwarenessAn enterprise AI system needs to maintain contextual information over multiple interactions with users. Which memory implementation approach would be MOST effective for managing both immediate context and long-term historical interactions within an agentic workflow?

1. A. Rely predominantly on the context window of the base LLM model to store all historical interactions with minimal external memory supplementation.
2. B. Implement a hybrid memory system with short-term memory for immediate context and a vector database for long-term memory with semantic retrieval capabilities. — đáp án hiện tại
3. C. Use a static prompt template with fixed context for all interactions, thereby providing memory information in that form across conversation sessions.
4. D. Store all user interactions in a simple key-value database which will by default provide organization and retrieval strategy for historical context management.