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A sidecar service for an e-commerce storefront. A chat agent answers from the warehouse database through typed tools, a classifier guardrail screens requests, and the same tools are exposed over MCP. Traces go to Langfuse, and a golden-question eval set is the release gate. Deployed with Docker, Kamal and OpenTofu.

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