Underutilized GPUs act as expensive, grounded assets that drain budgets without producing compute. Hugging Face argues that poor orchestration leads to massive waste in training clusters. Engineers must implement dynamic scheduling to reclaim these lost cycles. Efficient resource management now dictates the actual cost per token for scaling LLMs.