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Running local AI models on personal hardware can save hundreds on cloud subscriptions. Beginners can start by checking GPU VRAM, then using Ollama or LM Studio. Quantization tags like Q4_K_M indicate compression. The author runs Qwen3.5-9B at 87.76 tokens per second on an RTX 4070 Ti Super.
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