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Cloud
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Kubernetes-Native ML Platforms Need Reconciliation Across the Model Lifecycle
Kubernetes can run ML workloads, but a declarative control plane is what makes training, evaluation, deployment and recovery manageable.
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CIQ Stratum SKE Bundles Kubernetes Components for AI and GPU Clusters
CIQ’s open source Stratum SKE packages Kubernetes in one binary, with managed upgrades and tiered access for AI agents.
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Mirantis Offers Managed VMware-to-MOSK Migrations, With a Five-Week Average
Mirantis pairs migration tools with hands-on help for moving VMware workloads to MOSK, aiming to avoid new infrastructure and average about five weeks.
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Q3 2026 Incident Response: Vishing, Edge Vulnerabilities and Ransomware
Phishing and exposed applications led initial access, while ransomware rose to 27% of engagements. Talos also flags AI credentials and gaps in logging and MFA.
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Scaling GitOps Across 34 Kubernetes Clusters: What the Control Plane Required
A 34-cluster Argo CD fleet depended on a small cluster contract, rendered manifest diffs and safeguards against wide-reaching changes.
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Fontainebleau Forest: How Its Trees Shaped French Landscape Painting
From Corot to Renoir, Fontainebleau’s woodland gave artists a place to paint outdoors and helped carry landscape painting toward brighter, looser styles.
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Kubernetes Workload Identity: How ServiceAccount Tokens and OIDC Federation Work
Kubernetes workload identity replaces permanent credentials with short-lived tokens. Its security depends on issuer trust, audience checks, token rotation and p...
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Cloud-Native Testing Needs a Signal for Stale Integration Mocks
Green tests can reflect outdated service behavior. Tracking fixture age and validating contracts against live systems gives teams a clearer deployment risk sign...
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GitOps Release Promotion Adds Control to Large Kubernetes Fleets
GitOps sync can reach hundreds of clusters quickly, but staged promotion adds the visibility and checks teams need to contain failures.
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Infrastructure as Code Gives Kubernetes Changes a Reviewable Path for AI Agents
IaC puts cluster upgrades, hybrid resources and agent proposed changes behind previews and human approval, while supporting gradual migration and GitOps.
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Safari 27 Blocks Identity Resolution Tracking Across Websites
Safari and WebKit block network access to identity resolution services, targeting a tracking method that can link email addresses across sites and devices.
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Agentic AI Shifts Data Center Workloads Toward CPUs
Agents add decision making and repeated model calls, increasing CPU work while GPUs remain central to inference. MoE and reservoir computing offer different eff...
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Fastly Network Protect Adds Always-On Layer 3 and Layer 4 Filtering
Fastly routes network traffic through its global edge for always-on filtering, using BGP and GRE tunnels without dedicated mitigation appliances.
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AI Bot Impersonators Sent 6.3 Million Requests Hunting for Private Files
Fastly observed 6.3 million requests posing as AI crawlers and probing for secrets. Checking bot identity against its source can catch them.
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Blinder Tunnel Used Visual Studio Projects and GitHub for Stealthy Access
A recruitment themed coding test led to ShelbyLoader V2, GitHub based command traffic and Chisel tunnels targeting networks in the Middle East.