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[do not merge] backport Qwen3.5 and Nemotron 3 Nano pretraining to r0.5.0 - #4871

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cuichenx wants to merge 8 commits into
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[do not merge] backport Qwen3.5 and Nemotron 3 Nano pretraining to r0.5.0#4871
cuichenx wants to merge 8 commits into
r0.5.0from
chcui/rhea/qwen35-9b-r050-convergence

perf(recipe): tune Qwen3.5 9B GB200 gradients

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