One Cable, 200 Gbit/s: Connecting Two GB10 Systems with ConnectX-7

What looks like a simple Ethernet cable is one of the most interesting parts of a two-node GB10 setup. A single QSFP112 cable can provide a dedicated 200 Gbit/s path for distributed inference, model training, MPI, an…...

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Introducing DVAIB - Damn Vulnerable AI Bank

Can You Trick an AI Into Giving You Free Money?Introducing DVAIB - The World's Most Vulnerable AI BankWhat if there was a bank where the AI assistant was... a little too helpful? A bank where smooth talking might j…...

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Multi-Turn Jailbreaks and “Psychological Manipulation” Attacks: Why Single-Turn Defenses Fail

Quick answerThe technique is Crescendo. It begins with individually benign questions, uses the model's earlier replies as context, and gradually plants and escalates concepts toward a harmful objective without askin…...

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KV Cache Security for Long-Context LLM Inference

What Changed in 2026Short answer: Shared KV caches can expose prompt information when cache reuse crosses trust boundaries or unsafe distributed components are reachable. Separate cache reuse by trust group, use an unpr…...

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Policy-as-Code for AI Workloads in Kubernetes: Kyverno/OPA Patterns for Model and Data Safety

2026 implementation noteKubernetes ValidatingAdmissionPolicy has been stable since Kubernetes v1.30 and is useful for CEL checks on admission objects, including labels, security contexts, resource limits, and approved a…...

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