As retrieval augmented generation (RAG) matures, teams are asking a new question: Is context engineering becoming more important than RAG itself?

In this episode of The Shift Podcast: Agentic Edition, members of the Microsoft Foundry team explore how context management, retrieval pipelines, and knowledge integration influence the quality of AI responses. The discussion doesn’t dismiss RAG—but examines how it’s evolving in more complex, enterprise scenarios.

Topics include:

· How context windows and retrieval strategies affect model behavior.

· The role of vector databases, knowledge bases, and hybrid search.

· Where reranking and filtering matter in practical systems.

· Why context engi ...