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ExternalDevOps
Kubernetes Blog

Kubernetes v1.37: Pod-Level Resource Managers graduated to Beta

With the release of Kubernetes v1.37, the Pod-Level Resource Managers feature has graduated to Beta status (disabled by default)! First introduced as an Alpha feature in Kubernetes v1.36, this enhancement builds on Pod-Level Resources by equipping Kubelet's Topology Manager, CPU Manager, and Memory Manager to use Pod-level resource declarations (.spec.resources) directly when making hardware placement decisions. Bringing pod-level resources to node managers Before this feature, obtaining exclusi

Kubernetes BlogRead original
ExternalSoftware Engineering
DZone

Altman, Musk Back Amodei’s AI Warning: The Frontier May Be Moving Too Fast

Some of Silicon Valley’s fiercest AI rivals are finding rare common ground: frontier development may need to slow down. Anthropic CEO Dario Amodei called on developers to slow the pace of increasing the capabilities of advanced AI models, warning that faster progress could outstrip existing safeguards. OpenAI CEO Sam Altman and xAI leader Elon Musk publicly endorsed the general direction of his argument.

ExternalTechnology Trends
The Verge Tech

One of the best 3D printers for beginners is almost $100 off

The Centauri Carbon 2 stores the filament on the outside to fit the bowden tube in the build space. | Image: The Verge If the high price tag of premium 3D printers have kept you from exploring the hobby, this deal is a great entry point. Elegoo has its Centauri Carbon 2 Combo on sale for $369, almost $100 off its usual price of $449. This capable 3D printer can handle four filament rolls at once, with a fully enclosed printing area, auto-leveling bed, and big touchscreen for easy project manag

The Verge TechRead original
ExternalSoftware Engineering
DZone

Freshness Is the Missing SLO in Production Vector Search

The Index Can Be Fast and Still Be Wrong Vector search teams usually define performance with query latency, recall, and throughput. Those measures matter, but they can all look healthy while the system returns a stale version of a document that changed minutes ago. The index is fast. The answer is still wrong. This failure is easy to miss because a vector index is normally downstream from the source of truth. Between a database write and a searchable embedding sit event capture, transport, chunk

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