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Why mutable pod resources for suspended Jobs?

Batch and machine learning workloads often have resource requirements that are not precisely known at Job creation time. The optimal resource allocation depends on current cluster capacity, queue priorities, and the availability of specialized hardware like GPUs. Before this feature, resource requirements in a Job's pod template were immutable once set. If a queue controller like Kueue determined that a suspended Job should run with different resources, the only option was to delete and recreate the Job, losing any associated metadata, status, or history. This feature also provides a way to le

Kubernetes v1.36: Mutable Pod Resources for Suspended Jobs (beta)
tomshardware.com › tech-industry › big-tech

Nvidia’s ISP piracy defense backfires as judge refuses to dismiss copyright lawsuit over more than 197,000 pirated books — scripts in NeMo Framework allegedly ‘have no other purpose’ than to speed up infringement

…The data center interconnection of tomorrow Nvidia said that its NeMo Megatron Framework has significant “non-infringing uses” and that it did not promote it as a piracy tool. This should fall…

May 7, 2026 · Jowi Morales