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SoloLLM v3 trains GPT-2-class base LMs from scratch on one RTX 3090. The final 150M model beats GPT-2 small overall on a fixed evaluation suite, while a slightly smaller 123M model beats GPT-2 on most external benchmarks but does not fully clear the strict across-board smaller-than-GPT-2 bar.