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Rag
MCP vs REST for RAG in Fred: Why We Run Both
Fred uses REST for graph-driven RAG (Rico, Rico Pro) and MCP for tool-driven RAG (Dominic). Running both lets us measure latency, reliability, governance, and developer ergonomics—without changing our UI or schemas.
August 17, 2025 in architecture, agents, rag by Thomas Hedan, Simon Cariou, Alban Capitant and Dimitri Tombroff4 minutes
Rico Learns to Reflect: Smarter Document Q&A with Self-RAG Techniques
Rico, the document expert agent in Fred, now leverages Self-RAG-inspired strategies to assess document quality, retry with smarter queries, and generate more accurate answers. This post explains the improvements.
August 5, 2025 in agents, update by Romain Perennes4 minutes