mlops

The October 8 release changes hf jobs stats to exit after one snapshot unless -f is passed, fixes an hf_xet version-lookup race, and repairs HfFileSystem cache bugs.

MLflow 3.17.0, published October 7, adds sub-resource permission tiers and opt-in daily trace analytics rollups, and its notes require stopping all writers for SQL schema upgrades.

Ray 2.59.0 declares its LLM batch and serving APIs generally available, upgrades to vLLM 0.27.0, and turns on token authentication for local clusters, with all clusters to follow in 2.61.

At its Fully Connected event, CoreWeave announced Vera Rubin NVL72 availability, plans to offer NVIDIA Vera CPUs, and the Forge platform for training and agent improvement.

Cohere's new Encrypted Vault tier for Model Vault runs inference inside hardware that encrypts memory on both CPU and GPU, so Cohere and the cloud provider cannot read customer data.

The Cloud Native Computing Foundation gave Kubeflow its top maturity tier, citing 6,600-plus contributors and 260 million PyPI downloads.