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Working largely on its own, Claude designed quantum circuits that improve on the best published versions, in some cases by an order of magnitude or more.

I explore Llama for Windows with an RTX 5090 and Ryzen 9 9950X, comparing Gemma 4 and Qwen benchmarks, VRAM needs, and local AI performance.