You are designing the architecture for a RAG (Retrieval-Augmented Generation) system, and you are
concerned about ensuring data freshness and minimizing latency.
Which of the following is the most important consideration when designing the architecture?
When implementing stateful orchestration for agentic workflows using LangGraph, which memory
management approach provides the best balance of performance and context retention?
You are designing the architecture for a RAG (Retrieval-Augmented Generation) system, and you are
concerned about ensuring data freshness and minimizing latency.
Which of the following is the most important consideration when designing the architecture?
An engineer has created a working AI agent solution providing helpful services to users. However, during live
testing, the AI agent does not perform tasks consistently.
Which two potential solutions might help with this issue? (Choose two.)
An AI Engineer has deployed a multi-agent system to manage supply chain logistics. Stakeholders request
greater insight into how the agents decide on actions across tasks.
Which approach would best improve decision transparency without modifying the underlying model
architecture?