The article introduces Code Container, an open‑source Docker‑based solution that gives AI coding assistants like Claude Code, OpenCode, and Codex full root and network privileges within isolated containers, explains its lightweight design, installation steps, workflow, and how it boosts productivity while maintaining system safety.
Kube-OVN v1.16.0 introduces major enhancements such as BGP/EVPN‑enabled VPC egress, a tiered SecurityGroup with expanded priority range, per‑NIC DHCP control, multi‑network NetworkPolicy annotations, full‑NIC hot migration for KubeVirt, static IP/MAC per interface, and numerous reliability, performance, and Helm chart upgrades.
This article analyzes the fundamental conflict between stateful AI agents and the inherently stateless, distributed nature of modern web services, explores time, state, and execution model mismatches, and presents a practical Agent‑as‑API solution using FastAPI, Redis, SSE, and Kubernetes to achieve scalable, fault‑tolerant deployments.
Nacos 3.1.0 adds an A2A Registry that treats AI Agents as first‑class services, offering namespace isolation, version control, and automatic discovery so teams can govern, version, and scale agents just like traditional microservices.
This article walks through the complete engineering practice of turning a single‑machine demo into a cloud‑native, highly available real‑time translation robot using AgentScope Java, covering business requirements, architecture evolution, core AgentScope concepts, code examples, deployment, observability, performance tuning, and common pitfalls.
The article explains how HiClaw’s Worker templates turn ad‑hoc multi‑agent tasks into repeatable, stable processes by encapsulating skills, constraints, and SOPs, enabling easier reuse, versioning, and distribution across teams and private markets.
This article compares four microservice deployment strategies—single-host multi-instance, containerized with Kubernetes, serverless functions, and full orchestration—detailing their architectures, benefits, drawbacks, and suitable scenarios, helping engineers select the most appropriate approach for scalability, reliability, and operational complexity.
This guide explains how to use kubeasz and Ansible to design, deploy, scale, secure, monitor, and maintain a production‑grade Kubernetes cluster, covering control‑plane HA, etcd reliability, networking, storage, capacity planning, upgrade strategies, and disaster‑recovery practices.
Node.js 25.9.0 adds support for the --max‑heap‑size flag in the NODE_OPTIONS whitelist, allowing containers on Kubernetes to set heap limits via environment variables, reducing OOM kills, while also introducing experimental stream/iter API, test‑module mock changes, new Web Crypto algorithms, and other enhancements.
Using a shipping‑container analogy, this article explains how Docker packages applications into portable images and how Kubernetes orchestrates those containers across clusters, clarifying key concepts such as images, containers, Pods, Deployments, Services, and the role of nodes in modern cloud‑native environments.
This article details the design and workflow of HiClaw, an AI‑driven, cloud‑native system that intercepts DingTalk crash alerts, isolates analysis in secure containers, and automatically generates actionable reports, dramatically reducing manual investigation time while complying with strict internal security policies.
This article explains Docker's client‑server architecture, core isolation mechanisms like Linux namespaces and cgroups, the layered UnionFS image model, and how libcontainer/runc creates containers, providing a comprehensive technical overview of Docker as a cloud‑native platform.
This comprehensive guide walks you through building a production‑grade Go order service—from understanding the high‑concurrency business scenario and Go’s runtime advantages, to designing microservice architecture, handling idempotency, outbox patterns, observability, Kubernetes deployment, incident response, and testing strategies.
This comprehensive guide explains how to transform Kubernetes from a single‑cluster setup into a production‑grade, multi‑cluster platform that can handle tens of thousands of pods and high‑concurrency workloads by applying architectural, operational, and governance best practices across eight layers of the stack.
This article explains how to integrate Ceph's erasure‑coded RBD pools with OpenStack, covering the design principles, storage pool layout, performance trade‑offs, and step‑by‑step configuration for Nova and Cinder to achieve higher storage utilization while maintaining high availability.
This article details the design and implementation of a cloud‑native, real‑time monitoring system for Alibaba Cloud OpenAPI, covering background challenges, a Flink‑SLS architecture, multi‑region data processing, checkpoint and state‑backend tuning, source‑side predicate pushdown, visualization with Grafana, and production results.
The article explains that without a gateway each microservice must duplicate authentication, rate‑limiting, logging and other cross‑cutting concerns, leading to maintenance overhead and security risks, and shows how a gateway centralises these functions while providing routing, load‑balancing, circuit‑breaking and observability, backed by real‑world code examples and a comparative analysis of popular gateway solutions.
This article analyzes the cloud‑native challenges of deploying large‑model inference on Kubernetes and presents Kthena’s architecture—ModelServing, Router, Autoscaler, and ModelBooster—along with Volcano integration, vLLM‑Ascend setup, and a real‑world Qwen3‑235B deployment case, highlighting performance gains and future directions.
An image is a static snapshot of an OS, runtime and code; a container runs that snapshot, while Dockerfile and docker‑compose define how to build and orchestrate images. Pods group containers for shared resources, and Kubernetes schedules, scales, heals, networks and stores them, enabling true “run anywhere” deployment.
This comprehensive guide explains Kubernetes networking fundamentals, compares major CNI plugins such as Flannel, Calico, and Cilium, and provides detailed troubleshooting steps for pod communication, service routing, DNS issues, and eBPF‑based enhancements, helping operators build reliable, high‑performance clusters.
