Deploy and run local LLMs for privacy-first, secure AI — updated June 2026. Ollama / vLLM / MLX, Qwen 3.6, quantization, LoRA fine-tuning, Docker/K8s serving, edge. Local is how you keep data in-house for GDPR, HIPAA, and the EU AI Act.
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