Stop paying per token. Start owning your AI stack. This practical guide shows you how to build production-quality AI infrastructure on your own hardware. Not a quick tutorial, not enterprise docs - the real-world middle ground for developers who self-host. You'll learn hardware selection (three tiers: laptop to workstation), complete software stack setup (Ollama, Open WebUI, vector databases), eight production patterns with working code, and comprehensive troubleshooting. Perfect for developers who self-host, privacy-conscious professionals (legal, medical, finance), anyone tired of API rate limits and surprise bills, tinkerers who want full control. Tools used: Ollama (free), Open WebUI (free), ChromaDB (free). Works on Linux, macOS, Windows (WSL), ARM64 (Apple Silicon, NVIDIA Grace), and x86. No subscriptions. No recurring costs. Local-first. Privacy-first. Battle-tested. Yours forever.
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