Most RAG architectures bury their smartest component under layers of plumbing. We built a production retrieval system with SQLite, five MCP tools, and zero embeddings. It won.
Strategy-led digital platforms and delivery chains—from product vision to content ops, data pipelines, search, release engineering.
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