New Agentic AI Ecosystem in Databricks

Bitrip007
New Contributor II

it seems Databricks is moving from traditional RAG pipelines toward agent-native architectures with Lakebase Search, Genie Agents, MCP integration, and semantic business context.

For teams building enterprise GenAI applications today:

  • Are you still building custom RAG pipelines using Vector Search + LangGraph?
  • Or are you planning to adopt the new Databricks agent ecosystem?
  • Which components would you still build yourself, and which would you rely on Databricks to manage?

Curious to hear how enterprise architects are thinking about this shift.