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Kubernetes counts whole GPUs and treats pods as disposable. An LLM pod is neither. Share the silicon with MIG/MPS/time-slicing and stop paying for idle ...

Independent deployment creates a coverage currency problem manual maintenance cannot scale to address. Learn how open-source automation tools handle it structurally.  ...

Kubernetes schedules accelerators as opaque integers, and your bill pays for it. Share the silicon, scale on the right signal and keep weights out of the image ...

IBM HashiCorp has released a plug-in that allows Kubernetes clusters to use HashiCorp’s Vault Enterprise as an external key management service (KMS), eliminating the need to store unencrypted passwords or bog Kubernetes ...

Telemetry debt is overwhelming engineering teams with noisy alerts, unused dashboards and rising observability costs. Here’s how to identify, reduce and prevent it ...

The deployment finishes, kubectl rollout status reports success, and every pod shows Running and Ready. For most teams, that is the moment the release is considered done. Then a customer transaction fails ...

Open AI requires community-governed infrastructure and companies willing to contribute code, engineering and costly GPU cycles. NVIDIA is doing exactly that ...

Kubernetes security conversations tend to center on the things that happen on the left-hand side of the process. Scanning images, hardening Dockerfiles, and working with registry access controls all tend to frontload ...

Techstrong's Experts Exchange this October, Cloud Native Now: The AI Stack, and this November's KubeCon in Salt Lake City are both making the same case for cloud native and AI. The argument ...

The OpenInfra Foundation has released version 4 of Kata Containers, which arrives with a new Rust-based default runtime that brings new memory safety and performance gains. With the Rust rewrite, the Foundation ...