Automate Document Q&A with Multi-Agent RAG Orchestration using Contextual AI & Gemini

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PROBLEM Managing multiple RAG AI agents can be complex when each has its own purpose and vector database. Manually tracking agents and deciding which one to query wastes time. LLMs often struggle to determine which agent best fits a user’s request. This workflow enables automated multi-agent orchestration, dynamically selecting and querying the correct agent using Contextual AI Query Tool and Gemini 2.5 Flash. How it works A form trigger allows users to create new agents by specify