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From Detection to Recovery: Operational Analysis on LLM Pre-training with 504 GPUs

Announce Type: replace Abstract: Large-scale AI training is now fundamentally a distributed systems problem, and hardware failures have become routine operating conditions rather than rare exceptions. Public operational evidence from production training clusters, however, remains scarce.

arXiv CS 1d ago