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IEEE Transactions on Affective Computing
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匹配来源名称、类型、URL 或可靠性等级。Building a Custom Metrics Exporter for Kubernetes
Kubernetes ships with built-in awareness of CPU and memory, but most real-world scaling decisions depend on signals that live entirely outside that narrow window: how many messages are waiting in a queue, how long the last batch job took, how many active WebSocket connections a pod is holding. When the built-in metrics are not enough, a metrics exporter bridges that gap. This post walks through writing one from scratch, packaging it as a container, and wiring it into a cluster so that Prometheus — and ultimately the HorizontalPodAutoscaler — can consume it. What a metrics exporter actually doe
匹配采集文档中文标题、摘要、原始来源或文档类型。Built for Vera Rubin, NVIDIA Spectrum-6 Arrives in Gigascale AI Factories
AI has entered the gigascale era. The world’s most advanced AI factories are bringing together hundreds of thousands of GPUs and CPUs to train frontier models, power agentic AI and generate intelligence at unprecedented scale. At this level, networking becomes a critical computing power multiplier in driving token generation. Marking a networking milestone, NVIDIA Spectrum-6 […]
匹配采集文档中文标题、摘要、原始来源或文档类型。Verifying Rust cryptography in SymCrypt, from standards to code
Cryptographic code supports vital protections in modern computing systems. Learn how a new method helps verify code as developers write it while preserving speed and adaptability as it gets implemented and evolves. The post Verifying Rust cryptography in SymCrypt, from standards to code appeared first on Microsoft Research .
匹配采集文档中文标题、摘要、原始来源或文档类型。AWS Weekly Roundup: AWS Builder Center at 1 year, Network Scanning in Security Hub, Loom for AWS, and more (July 13, 2026)
AWS Builder Center turned one year old last week. Launched on July 9, 2025, the platform has grown from a community hub with Wishlist voting, community profiles, and a toolbox into a full ecosystem with sandbox environments, workshops, Spaces, and a Builders’ Library. To mark the anniversary, Rick Suttles published a full feature timeline covering […]
匹配采集文档中文标题、摘要、原始来源或文档类型。Japan Government, Industrial Leaders and NVIDIA Launch the World’s First National AI Infrastructure
News Summary: NVIDIA to partner with Noetra Corp. to build the NVIDIA Vera Rubin AI factory with 13,750 Vera CPUs and 27,500 Rubin GPUs to deliver 140 megawatts of data center capacity based on the NVIDIA DSX platform. The initiative, supported by Japan’s Ministry of Economy, Trade and Industry (METI), will provide the computing foundation for Japan’s FRONTia Project to strengthen the country’s ecosystem across manufacturing, logistics, healthcare and more. AI factory to create open multimodal foundation models to develop AI agents, digital twins, robotics and physical AI applications. NVIDIA
匹配采集文档中文标题、摘要、原始来源或文档类型。How Data Shapes RoPE Frequency Usage: From Positional Scale Matching to Length Generalization
Rotary Position Embeddings (RoPE) provide transformers with a fixed grid of positional frequencies, yet trained models use these frequencies highly non-uniformly. We study what determines this frequency usage and propose a data-centered explanation: RoPE frequencies are selected to match the relative-distance structure of the training data. Viewing each frequency as a positional lens, we formalize a field-resolution tradeoff and show that, for a data-induced dependency profile of width $W$, the optimal frequency scales as $1/W$. This frequency-matching principle explains controlled observation
匹配采集文档中文标题、摘要、原始来源或文档类型。监管路径
把试验阶段、主要终点、安全性、适应症和监管沟通分开看，不把临床更新等同于疗效结论。
匹配知识节点、相关术语或方法论说明。情感计算边界
情绪识别和陪伴产品应区分体验优化、心理健康声明、敏感数据处理和独立证据。
匹配知识节点、相关术语或方法论说明。Operating AI/ML Workloads on Kubernetes: A Headlamp Plugin for Kubeflow
Kubernetes has quietly become the default platform for AI and machine learning. Whether you run notebook servers for data scientists, schedule distributed training jobs, tune hyperparameters, or orchestrate multi-step ML pipelines, those workloads increasingly land on a Kubernetes cluster. Kubeflow is one of the most popular ways to assemble that stack, and it does so the Kubernetes-native way: every capability is exposed as a Custom Resource Definition (CRD). That design is a gift to cluster operators, because it means ML workloads can be observed and managed with the same primitives as every
匹配采集文档中文标题、摘要、原始来源或文档类型。A father’s mission to save his daughter, and allegations on telehealth GLP-1 prescribing
Has a wanted fugitive been posing as a biotech executive? And what does it take to develop a therapy for an ultra-rare disease? Find out on this week's episode of…
匹配采集文档中文标题、摘要、原始来源或文档类型。FDA Proposes Rule to Modernize Drug Manufacturing Registration
The U.S. Food and Drug Administration today issued a proposed rule that, if finalized, would create a streamlined registration pathway for distributed manufacturing establishments that operate as a single establishment using a “hub-and-spoke” model.
匹配采集文档中文标题、摘要、原始来源或文档类型。Kubernetes Dashboard to Headlamp: A Step-by-Step Guide
1. Before you start: know what is changing Kubernetes Dashboard and Headlamp both show what is running in a cluster, but they work differently. When Headlamp runs on the desktop, it uses your existing kubeconfig to connect to one or more clusters and can be extended with plugins. When Headlamp runs inside a cluster, it uses a Kubernetes ServiceAccount to access the API and follow RBAC rules. Kubernetes Dashboard, in contrast, only runs in-cluster and always relies on service account tokens. Understanding these models early helps you choose the right setup and permissions. 1.1 How Kubernetes Da
匹配采集文档中文标题、摘要、原始来源或文档类型。The case for a cooldown: Why Dependabot now waits before issuing version updates
A new default three-day cooldown delays version update pull requests so maintainers and security researchers can address findings in a release before it gets into your code. The post The case for a cooldown: Why Dependabot now waits before issuing version updates appeared first on The GitHub Blog .
匹配采集文档中文标题、摘要、原始来源或文档类型。陪伴依恋风险
关注用户依恋、未成年人、退出机制、数据留存和人机关系边界。
匹配知识节点、相关术语或方法论说明。Regression to the mean inflates accuracy in machine learning prediction of symptom change
Nature Mental Health, Published online: 24 July 2026; doi:10.1038/s44220-026-00686-6 Predicting symptom change is a key goal of machine learning in mental health. However, models can seem more accurate than they are due to regression to the mean, a common statistical effect often overlooked in machine learning. Here we outline its implications and a simple framework for separating genuine prediction from statistical artefact.
匹配采集文档中文标题、摘要、原始来源或文档类型。STAT+: Pharmalittle: We’re reading about Lilly obesity drug data, a push for FDA to ban DTC ads, and more
A study of Lilly's retatrutide weight loss drug in people with heart disease did not answer a crucial question — whether it reduces cardiovascular risk
匹配采集文档中文标题、摘要、原始来源或文档类型。Governing the social production of care: the hidden foundation of health systems
Nature Medicine, Published online: 22 July 2026; doi:10.1038/s41591-026-04535-y Health systems rely on unpaid care that is poorly measured and governed. We argue that unpaid care, and the wider social production system behind it, is a productive input whose breakdown drives avoidable admissions, delayed discharge, and labor-force exit. We propose a national accounting framework, a diagnostic lens, and five policy priorities.
匹配采集文档中文标题、摘要、原始来源或文档类型。C-reactive protein-triglyceride-glucose index as a novel biomarker for type 2 diabetes mellitus association in women with a history of gestational diabetes mellitus.
Gynecol Endocrinol; PubMed ID 42423388.
匹配采集文档中文标题、摘要、原始来源或文档类型。U.S. health officials are investigating a new outbreak of a diarrhea-causing parasite
Federal health officials are investigating a new outbreak involving the diarrhea-causing parasite cyclospora.
匹配采集文档中文标题、摘要、原始来源或文档类型。