On Monday, Google launched TimesFM-3, a 330-million-parameter time-series forecasting model trained on over a trillion real-world and synthetic data time The post Google’s new forecasting model beats everyone. You can’t use it at work (yet). appeared first on The New Stack .
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While memory and storage prices are still high, there are still good discounts on other gaming-related hardware. Take Alienware’s AW2726DM, for example. Dell is selling it for $319.99, a $30 break from the usual price of $349.99. The 27-inch gaming monitor features an QD-OLED panel for deep, immersive black levels, and quantum dots for full […]
OpenAI's ChatGPT Work offering was down for some users on Monday, and Microsoft said it was having issues with Exchange Online.
Remarks come in response to concerns from Democrats that military could be used to interfere in elections.
As frustration over AI influencers has been growing, Instagram is limiting the reach of undisclosed AI profiles.
The FTC sued Amazon, alleging the company misled advertisers through a deceptive auctioning system.
Follow-up release to v16.3.3 re-enabling AVIF Image Optimization ( #97949 ). The following bug fixes have been backported. It does not include all pending features/changes on canary. testmode: Fix infinite recursion in testmode passthrough fetch ( #97691 ) Fix build error when aliasing typescript to @typescript/typescript6 ( #97997 ) Fix unset crossOrigin in Turbopack manifests ( #97930 ) Credits Huge thanks to @eps1lon , @mischnic , and @timneutkens for helping!
SpaceX and Nvidia say they are adapting the Vera Rubin NVL72 rack-scale AI platform for orbital use, with SpaceX targeting The post SpaceX designed an orbital Vera Rubin. Radiation comes next. appeared first on The New Stack .
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AI companies have always charged customers for the tokens they use, whether the model gives them exactly what they need The post OpenAI wants to charge only when AI gets it right — here’s the catch appeared first on The New Stack .
Videos reveal demolished houses and desperate rescue efforts after third such blast at a firecracker factory in August.
Despite concerns over electricity and water consumption, US president calls on communities to embrace data centres.
Trump furious at NBC's Kristen Welker for saying he had mixed results in primary endorsements.
Venture capitalist Joshua Kushner says he would not have got involved in Fifa president Gianni Infantino's scrapped plan to sell off stakes in the World Cup if he had known how the football world reacted.
Blue Voice is trained on department-specific laws, local ordinances, protocols, and guidelines that general-purpose AI tools can't access on the public internet.
I am excited that storage version migration (SVM) has graduated to General Availability (GA) in Kubernetes v1.37! After a number of releases of work and testing, the built-in StorageVersionMigration API ( storagemigration.k8s.io/v1 ) and control plane controller are now fully stable and enabled by default across all v1.37 Kubernetes clusters. The problem with stale storage versions In Kubernetes, stored API resources are written using a specific storage version (schema representation). The way Kubernetes interacts with object storage fundamentally requires mutation of a resource in order to ensure that the latest storage version is used for all resources. This creates problems when you want to change the storage version of a resource. One example of a scenario where you may want to change the storage version of a resource is when you are promoting a CRD to drop an older API version (such as v1alpha1 ) to a newer version (leaving just v1beta1 and v1 ). It's a problem to drop the older API version whilst there are still resources stored with the old alpha version. To avoid problems, you designate v1 as the new storage version; but, on it's own, that's not enough. While new writes are stored as v1 , any existing resource could remain stored as v1alpha1 or v1beta1 in storage. You cannot safely remove v1alpha1 from the CRD's .status.storedVersions or drop serving support until every single resource in storage has been re-written to not be serialized and stored with the alpha version. Another relevant example is encryption at rest and, related, key rotation . When you configure encryption at rest or rotate encryption keys, existing resources in storage remain unencrypted (or encrypted under old keys) until they are actively re-written through the Kubernetes API server. Historically, cluster administrators and CRD authors had to rely on manual kubectl get / kubectl replace scripts, or to deploy the out-of-tree kube-storage-version-migrator component to force re-writes. These approaches were often tedious, error-prone, and difficult to monitor. How storage version migration works Initiating a storage version migration is as simple as creating a declarative StorageVersionMigration object. The built-in StorageVersionMigrator controller in the Kubernetes control plane watches for these objects, and automatically migrates existing resources to the default storage version for that API. Example: Migrating a custom resource API Suppose you have updated a CustomResourceDefinition ( crontabs.example.com ) to use v1 as its storage version. To migrate all existing stored resources off older versions, create a StorageVersionMigration: apiVersion : storagemigration.k8s.io/v1 kind : StorageVersionMigration metadata : name : crontabs-migration spec : resource : group : example.com resource : crontabs Apply the manifest using kubectl : kubectl apply -f crontabs-migration.yaml Monitoring and verifying migrations The StorageVersionMigrator controller updates the status of the StorageVersionMigration object as migration progresses. You can inspect the migration status using kubectl : kubectl get storageversionmigration.storagemigration.k8s.io/crontabs-migration -o yaml A successful migration will report a Succeeded condition set to True: status : conditions : - type : Running status : "False" lastUpdateTime : "2026-08-02T10:05:00Z" reason : StorageVersionMigrationInProgress - type : Succeeded status : "True" lastUpdateTime : "2026-08-02T10:05:00Z" reason : StorageVersionMigrationSucceeded Once the migration has succeeded, you can be confident that all instances of the resource in storage are stored in the current storage version. For CRDs, the stored version should be updated in the CRD's .status.storedVersions to only contain the preferred version. If the .status.storedVersions is not updated following a successful migration then that means that the CRD was updated during the migration. In that case, the migration should be retried in order to safely deprecate an older storage version. Including migrations in your CRD manifests Because StorageVersionMigration is a standard declarative Kubernetes API, CRD authors can bundle or trigger migrations directly alongside CRD upgrades. For example, you can include the migration in the same manifest as your updated CustomResourceDefinition: apiVersion : apiextensions.k8s.io/v1 kind : CustomResourceDefinition metadata : name : crontabs.example.com spec : group : example.com # Updated versions list where v1 has storage: true ... --- apiVersion : storagemigration.k8s.io/v1 kind : StorageVersionMigration metadata : name : crontabs-migration spec : resource : group : example.com resource : crontabs What's next? Learn more about the concepts behind Storage Versions . Read the step-by-step task guide: Migrate Kubernetes Objects Using Storage Version Migration . SIG API Machinery would love to hear your feedback as you adopt built-in Storage Version Migration in your clusters. Reach out to us on the #sig-api-machinery Slack channel or participate in our community discussions!
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Drivers demand an exemption to 90-day limit to stay in Schengen area, saying current rules stop them from working.
Andrew Bailey warns G20 finance ministers about inflated AI valuations, growing leverage across markets, and cyber risks from frontier AI models. Cross-investments between AI companies and hyperscalers could trigger a chain reaction if one major player stumbles. Many countries still lack rules for advanced AI. The article Bank of England chief warns that inflated AI valuations and rising leverage could trigger the next financial crisis appeared first on The Decoder .
This story originally appeared in The Algorithm, our weekly newsletter on AI. To get stories like this in your inbox first, sign up here. By now you’ve probably heard about last month’s major AI security incident, in which OpenAI agents escaped their sandbox and hacked into the AI platform Hugging Face while trying to cheat on…
Azure Multicloud Interconnect helps simplify private connectivity between Microsoft Azure and AWS, enabling organizations to support multicloud and AI workloads with a more streamlined, cloud-native networking experience. Built on open interoperability standards, it helps reduce operational complexity while providing high-performance connectivity across cloud environments. The post Introducing Azure Multicloud Interconnect for AWS appeared first on Microsoft Azure Blog .
The singer, 21, will be now represented by a public defender in the murder trial of 14-year-old Celeste Rivas Hernandez. He has pleaded not guilty.
India’s PM Narendra Modi told Russian President Putin that India supports every effort to end the war in Ukraine.