Four LLM Engines, One ClickHouse Cluster: An Agentic AI Architecture

How seven internal teams at a crypto exchange ask plain-English questions and get audited, citation-enforced answers — built on ClickHouse, Qwen 2.5 72B, MCP, LibreChat, and Langfuse.

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