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The idea of modeling a chip-design superintelligence as an enormous AI-organization is brought to the table.
Experiments on challenging reasoning benchmarks show that H$^2$SD achieves the strongest overall performance among representative RLVR and self-distillation baselines, with stable optimization and a favorable accuracy-efficiency trade-off.
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