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Chip Design’s Shift Left Now Depends on System-Level Validation
Moving checks earlier won’t catch failures caused by disconnected models. AI may help coordinate validation, while simulation and emulation remain essential.
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How 19th-Century Artists Painted Egypt’s Monuments and Street Life
From the Memnon colossi to Cairo’s sunlit streets, European visitors recorded Egypt in works shaped by travel, studio studies and Orientalist conventions.
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Peter Paul Rubens’ Narrative Paintings Turn Myth into Moving Scenes
Across seven paintings, Rubens uses motion, expression and telling details to make classical and religious stories legible at a glance.
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AI Agents Move Chip Design Earlier, but Verification Still Sets the Pace
Digital twins and AI agents widen early design exploration, while model accuracy and verification remain essential to avoid costly missteps.
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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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iPhone Duo Passes 200,000 Folds in CNET’s Custom Durability Test
CNET’s Fold-a-Phone has taken Apple’s $1,999 foldable past 200,000 cycles, with no visible damage so far. Here’s how the test works.
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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Green tests can reflect outdated service behavior.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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Safari 27.1 on iPhone Duo: Foldable Screen APIs and Viewport Sizes
Safari 27.1 adds fold-aware web APIs in preview and adapts PDFs to iPhone Duo’s hinge posture. Responsive layouts remain the practical foundation.
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PHP2Shell Scanning: How to Separate Exploits from Look-alike Traffic
PHP2Shell scans began before the coordinated fix. Multipart boundaries and origin logs offer better clues than broad request signatures.
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AI-Assisted Cybercrime: One Operator’s Use of Hermes, DeepSeek and Cursor
A Unit 42 investigation links AI tools to university intrusions, VoIP fraud planning, Wi-Fi cracking and cryptocurrency research by one operator.
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CDN Tactics Can Make Pirated Live Streams Slow, Blurry or Unreliable
CDNs can frustrate restreamers with targeted slowdowns, degraded video and altered manifests, provided providers can identify suspicious traffic.
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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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Why AI Video Training Is Limited by Tokens and Labels, Not Playback Speed
Video can be processed faster than real time, but redundant frames and scarce action labels make it costly to turn footage into useful training data.