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Edge Computing

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php中文网 Courses
php中文网 Courses
May 22, 2025 · Backend Development

Building an Offline PHP API Self‑Service Terminal

This article explains how to design and implement a fully offline self‑service terminal using PHP, covering the reasons for a local solution, three‑tier architecture, UI, API layer, data storage options, security, performance optimizations, deployment strategies, and real‑world use cases.

Edge ComputingLocal DeploymentOffline API
0 likes · 8 min read
Building an Offline PHP API Self‑Service Terminal
IT Architects Alliance
IT Architects Alliance
Feb 10, 2025 · Artificial Intelligence

DeepSeek Distillation Technology: Principles, Innovations, Performance, and Future Outlook

The article explains DeepSeek's model distillation technique, covering its fundamental knowledge‑transfer principles, unique innovations such as data‑model fusion and task‑specific strategies, impressive benchmark results, practical applications in edge and online inference, existing challenges, and future research directions.

AI optimizationEdge ComputingLarge Language Models
0 likes · 15 min read
DeepSeek Distillation Technology: Principles, Innovations, Performance, and Future Outlook
Cognitive Technology Team
Cognitive Technology Team
Feb 7, 2025 · Artificial Intelligence

Knowledge Distillation: Concepts, Techniques, Applications, and Future Directions

This article explains knowledge distillation—a technique introduced by Geoffrey Hinton that transfers knowledge from large teacher models to compact student models—covering its core concepts, loss functions, various distillation strategies, notable applications in edge computing, federated learning, continual learning, and emerging research directions.

Edge ComputingFederated Learningcontinual learning
0 likes · 7 min read
Knowledge Distillation: Concepts, Techniques, Applications, and Future Directions
Alibaba Cloud Infrastructure
Alibaba Cloud Infrastructure
Jan 21, 2025 · Cloud Native

OpenYurt v1.6 Release: Node-Level Traffic Multiplexing and Enhanced Edge Autonomy

The OpenYurt v1.6 release introduces node‑level traffic multiplexing that can cut cloud‑edge communication by about 50% and adds enhanced edge autonomy features such as configurable autonomy duration and a webhook to keep services stable during node failures, while also providing various community and product updates.

Edge AutonomyEdge ComputingKubernetes
0 likes · 7 min read
OpenYurt v1.6 Release: Node-Level Traffic Multiplexing and Enhanced Edge Autonomy
Alibaba Cloud Infrastructure
Alibaba Cloud Infrastructure
Jan 14, 2025 · Cloud Native

Managing Distributed ECS Resources with ACK Edge and Kubernetes

This guide explains how to use Alibaba Cloud's ACK Edge to create a secure, high‑availability Kubernetes cluster that unifies management and scheduling of ECS instances across multiple VPCs, regions, and accounts, with detailed scenarios, advantages, step‑by‑step procedures, and sample YAML deployments.

ACK EdgeDaemonSetDistributed Resources
0 likes · 8 min read
Managing Distributed ECS Resources with ACK Edge and Kubernetes
ByteDance SYS Tech
ByteDance SYS Tech
Dec 30, 2024 · Cloud Computing

How Edge High‑Performance VMs Achieve Near‑Bare‑Metal Performance

This article explains why edge computing demands ultra‑low latency and high security, describes the architecture of Volcano Engine's edge nodes, and details the technical innovations—such as interrupt‑no‑exit, timer passthrough, and kernel isolation—that enable high‑performance virtual machines to rival bare‑metal performance across CDN, live‑streaming, and acceleration scenarios.

Edge ComputingVirtualizationcloud computing
0 likes · 16 min read
How Edge High‑Performance VMs Achieve Near‑Bare‑Metal Performance
AntTech
AntTech
Nov 22, 2024 · Cloud Native

Cloud‑Native Large‑Scale Cloud‑Edge Collaborative Technology Wins Top Science and Technology Progress Award

The cloud‑native large‑scale cloud‑edge collaborative computing platform jointly developed by Alipay, Zhejiang University, Xieyun Technology and Alibaba Cloud won the 2023 Zhejiang Science and Technology Progress First Prize, showcasing breakthroughs in unified resource scheduling, million‑node management, patents, papers and open‑source contributions.

AIAlibabaEdge Computing
0 likes · 4 min read
Cloud‑Native Large‑Scale Cloud‑Edge Collaborative Technology Wins Top Science and Technology Progress Award
AntTech
AntTech
Nov 22, 2024 · Cloud Native

Large-Scale Cloud‑Edge Collaborative Key Technologies and Applications Based on Cloud‑Native Architecture Wins Zhejiang Province 2023 Scientific and Technological Progress Award

The award‑winning cloud‑native large‑scale cloud‑edge collaborative project, developed by Alipay, Zhejiang University, Xieyun Technology and Alibaba Cloud, delivers unified resource scheduling for millions of heterogeneous devices, achieving significant performance gains, extensive patents, papers, standards, and substantial economic benefits across multiple industries.

AlipayEdge ComputingResource Scheduling
0 likes · 4 min read
Large-Scale Cloud‑Edge Collaborative Key Technologies and Applications Based on Cloud‑Native Architecture Wins Zhejiang Province 2023 Scientific and Technological Progress Award
Alibaba Cloud Infrastructure
Alibaba Cloud Infrastructure
Nov 22, 2024 · Cloud Native

Large‑Scale Cloud‑Edge Collaborative Technology Based on Cloud‑Native Wins Zhejiang Province Science and Technology Progress Award

Alibaba Cloud, together with Zhejiang University, Alipay and Xieyun Technology, received the Zhejiang Province Science and Technology Progress First Prize for their cloud‑native large‑scale cloud‑edge collaborative platform, which addresses edge resource constraints, real‑time computing, and massive node management, and has been widely applied across multiple industries.

CNCFEdge ComputingLarge Scale
0 likes · 5 min read
Large‑Scale Cloud‑Edge Collaborative Technology Based on Cloud‑Native Wins Zhejiang Province Science and Technology Progress Award
Architects' Tech Alliance
Architects' Tech Alliance
Nov 15, 2024 · Cloud Computing

Comprehensive Overview of Computing Power Networks: Definitions, Features, Architecture, and Future Directions

This article provides an in‑depth explanation of computing power networks, covering their definition, key characteristics such as elasticity, agility and security, underlying technologies like SRv6 and network slicing, architectural components including the brain, and emerging trends spanning AI, big data, optical networking and blockchain.

Artificial IntelligenceBig DataEdge Computing
0 likes · 27 min read
Comprehensive Overview of Computing Power Networks: Definitions, Features, Architecture, and Future Directions
AntTech
AntTech
Oct 26, 2024 · Artificial Intelligence

CCF Technology Achievement Awards Recognize Ant Group’s Advances in AI‑Driven Financial Risk Modeling and Edge Intelligence for Alipay

The 2024 CCF Technology Achievement Awards honored Ant Group’s two projects—complex behavior modeling for digital inclusive finance security and Alipay terminal intelligent technology—highlighting their AI‑driven risk control, edge inference innovations, extensive research output, and large‑scale real‑world deployments.

AlipayAnt GroupArtificial Intelligence
0 likes · 6 min read
CCF Technology Achievement Awards Recognize Ant Group’s Advances in AI‑Driven Financial Risk Modeling and Edge Intelligence for Alipay
Alibaba Cloud Infrastructure
Alibaba Cloud Infrastructure
Oct 22, 2024 · Cloud Native

OpenYurt: Current Status, Future Roadmap, and Enterprise‑Level Integration Practices

This article introduces OpenYurt, a CNCF‑sandbox cloud‑native edge solution built on Kubernetes, explains its autonomous edge capabilities, multi‑region workload and service models, traffic‑optimisation features, and outlines the enterprise‑grade ACK Edge product with real‑world deployment scenarios and case studies.

Edge ComputingEnterprise IntegrationKubernetes
0 likes · 10 min read
OpenYurt: Current Status, Future Roadmap, and Enterprise‑Level Integration Practices
DevOps Operations Practice
DevOps Operations Practice
Sep 4, 2024 · Cloud Native

An Overview of Talos Linux: A Minimalist, Immutable OS for Kubernetes

Talos Linux is a minimalist, immutable operating system built specifically for Kubernetes, offering a reduced attack surface, read‑only filesystem, and tight integration that simplifies deployment, management, and security for production clusters, edge computing, and cloud‑native development environments.

Edge ComputingImmutable OSKubernetes
0 likes · 4 min read
An Overview of Talos Linux: A Minimalist, Immutable OS for Kubernetes
Zhuanzhuan Tech
Zhuanzhuan Tech
Aug 14, 2024 · Operations

IoT Technology Selection and Deployment for an Automated Quality Inspection Center

This article analyzes the challenges of scaling automated quality‑inspection hardware, introduces IoT fundamentals, evaluates application‑layer protocols, MQTT broker options, QoS levels, and compares cloud, local, and edge deployment architectures to recommend a low‑latency, high‑reliability solution for the smart inspection platform.

BrokerEdge ComputingIoT
0 likes · 22 min read
IoT Technology Selection and Deployment for an Automated Quality Inspection Center
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
May 17, 2024 · Artificial Intelligence

Building a Low‑Cost AI Image Classification Platform for Edge Devices

This article describes how to create a cheap AI image‑classification system that trains a TensorFlow model on a desktop, converts it to TFLite, and runs it on Android phones and Raspberry Pi devices, detailing data preparation, training, deployment, and hardware considerations.

AIAndroidEdge Computing
0 likes · 9 min read
Building a Low‑Cost AI Image Classification Platform for Edge Devices
Rare Earth Juejin Tech Community
Rare Earth Juejin Tech Community
May 9, 2024 · Artificial Intelligence

On‑Device AI and Federated Learning: Era Background, Theory, and Practical Applications

This article outlines the evolution from 1G to 6G communications, explains the third AI wave driven by big data, theory, and compute, introduces federated learning (horizontal, vertical, transfer), and details on‑device AI architectures, decision tree and neural network models, and real‑world use cases such as video preloading and autonomous driving.

Artificial IntelligenceBig DataEdge Computing
0 likes · 13 min read
On‑Device AI and Federated Learning: Era Background, Theory, and Practical Applications
Architect
Architect
May 5, 2024 · Artificial Intelligence

The Rise of Small Language Models (SLM) and Their Impact on AI Development

Amidst a growing trend that narrows performance gaps between large and small language models, researchers highlight the efficiency, adaptability, and specialized advantages of small language models (SLM), while also discussing the high costs, hallucinations, and security concerns that still challenge large‑scale LLMs.

AI EfficiencyEdge ComputingLLM
0 likes · 9 min read
The Rise of Small Language Models (SLM) and Their Impact on AI Development
DevOps Operations Practice
DevOps Operations Practice
Apr 24, 2024 · Cloud Native

What Is K3s and How Does It Differ from Kubernetes (K8s)

K3s is a CNCF‑certified lightweight Kubernetes distribution designed for edge, IoT and developer environments, offering faster installation, lower resource usage, and simplified management, and the article compares its scale, deployment, resource consumption, and ecosystem with full‑size Kubernetes to help choose the appropriate solution.

Container OrchestrationEdge ComputingK3S
0 likes · 4 min read
What Is K3s and How Does It Differ from Kubernetes (K8s)
Bilibili Tech
Bilibili Tech
Apr 23, 2024 · Cloud Computing

Redesign of Bilibili Edge CDN Architecture: From Legacy to Cloud‑Native Load‑Balancing

Bilibili’s downstream CDN was rebuilt from a tightly‑coupled scheduler model into a cloud‑native architecture featuring separate gateway, cache, back‑origin and control services that provide layer‑4 and layer‑7 load‑balancing, cluster‑wide health checks, centralized routing, and a refactored NGINX slice module, cutting latency by 40 % and dramatically reducing incidents.

Edge ComputingLoad BalancingNginx
0 likes · 11 min read
Redesign of Bilibili Edge CDN Architecture: From Legacy to Cloud‑Native Load‑Balancing
DataFunSummit
DataFunSummit
Mar 13, 2024 · Artificial Intelligence

Overview of Vivo BlueLM: Evolution, Training Challenges, Deployment, and Product Applications

This article presents a comprehensive overview of Vivo's BlueLM large language model, covering its historical evolution, training pipeline and data challenges, algorithmic innovations, safety measures, edge‑device optimization, product deployments such as BlueLM Mini‑V and BlueQianXun, and insights from a detailed Q&A session.

AI productData ProcessingEdge Computing
0 likes · 17 min read
Overview of Vivo BlueLM: Evolution, Training Challenges, Deployment, and Product Applications