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Over the last year I’ve wrestled with three thorny questions many builders face:

How do you stand up a Retrieval-Augmented Generation (RAG) stack that can run either on-prem or in the cloud - without a DevOps army?

How do you layer agentic workflows onto that stack while still satisfying strict compliance, data-privacy, and security expectations?

Once the tech works, how does a three-person startup explain the value to non-technical small business buyers?

I’ll walk through the architectural patterns, open-source components, and compliance guardrails I've pieced together. What worked, what broke, and the metrics we now track to prove value. I’ll leave you with a reusable checklist so you can try the same patterns in your own projects.

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