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      <title>Which AI Rig Do You Need? The Honest 2026 Hardware Guide</title>
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      <description>VRAM first, everything else second: what GPU you actually need for local AI in 2026 — the memory-crisis market, the value picks, AI appliances like DGX Spark, four real builds by budget, and when renting beats buying.</description>
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