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Framework selection AI tooling integration architecture decisions 2025

Framework Choice Is Now an AI Tooling Decision

If you’re a CTO or engineering lead making framework decisions in 2025, you’re probably evaluating based on familiar criteria: performance, ecosystem maturity, team expertise, hiring pool. Those still matter. But…

Diagram showing MCP server architecture with LLM sending queries to MCP Server which makes API calls to external systems like Kubernetes, GitHub, and WordPress, with a warning callout about token costs at every step

MCP Servers in My Homelab: What I Actually Learned

My four-year-old learned to use a shape sorter yesterday. Watching her figure it out reminded me of my experience with MCP servers over the last six months. Not because the…

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