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I spent three months evaluating self-hosted LLM options for a healthcare client generating 6,000 clinical notes per day. Here's what I learned about Qwen, MLX, RunPod, and why the 'just use the API' crowd is often wrong.

Model Context Protocol is powerful but the ecosystem is young. How I'm using MCP for HubSpot, Google Workspace, and custom data sources — and what broke along the way.