How We Built Our Multi-Agent Research System

How We Built Our Multi-Agent Research System

Recently, there have been two interesting articles about Multi-agent systems that are worth checking out. https://www.anthropic.com/engineering/built-multi-agent-research-system https://cognition.ai/blog/dont-build-multi-agents#applying-the-principles On June 13, 2026, Anthropic released “How We Built Our Multi-Agent Research System,” sharing the engineering challenges encountered in building multi-agent systems and the lessons learned. Claude now possesses Research capabilities, enabling it to perform complex tasks through … Read more

K8S Application Orchestration and Management: Job and CronJob

Continuing from the previous study on Controllers, this section will focus on the practical aspects of Job and CronJob. First, consider the following question: Can we run task processes directly through Pods? If we do this, how do we solve the following issues? How to ensure that the processes within the Pod terminate correctly? If … Read more

How We Built Our Multi-Agent Research System

How We Built Our Multi-Agent Research System

Recently, there have been two interesting articles about Multi-agent systems that are worth checking out. https://www.anthropic.com/engineering/built-multi-agent-research-system https://cognition.ai/blog/dont-build-multi-agents#applying-the-principles On June 13, 2026, Anthropic released “How We Built Our Multi-Agent Research System,” sharing the engineering challenges encountered in building multi-agent systems and the lessons learned. Claude now possesses research capabilities, enabling it to perform complex tasks through … Read more

Linux Tutorial: How to Use Docker Swarm for Batch Deployment of Container Services

Linux Tutorial: How to Use Docker Swarm for Batch Deployment of Container Services

Introduction: Previously, we discussed how to use Docker Compose to batch deploy multiple container services, which is suitable for building small to medium-sized services. However, for larger applications, cluster deployment becomes very important. This time, I will explain how to deploy container applications using Docker Swarm clusters. 1. What is Docker Swarm Docker Swarm is … Read more

Essential Interview Topics on Containers and Virtualization

Essential Interview Topics on Containers and Virtualization

Container Technology File Isolation: chroot Access Isolation: namespaces Resource Isolation: cgroups LXC: Linux Containers What is a Container A completely new way of packaging and deploying software. It encapsulates the application and its dependencies (including code, runtime, system tools, system libraries, etc.) Differences Between Docker and VM Docker is an application layer abstraction, where containers … Read more

Ansible: From Introduction to Abandonment (Part 1)

Ansible: From Introduction to Abandonment (Part 1)

Introduction to Ansible Ansible is an open-source automation tool developed by Red Hat for: • Configuration Management • Application Deployment • Automated Task Execution • Batch Operations on Multiple Servers Its main features are: Agentless + SSH-based connection + YAML scripting (high readability). Why Choose Ansible? Feature Description ✅ Agentless No agent installation required on … Read more

Understanding Docker Network: A Perfect Communication Solution Between Containers

Understanding Docker Network: A Perfect Communication Solution Between Containers

Linux | Red Hat Certified | IT Technology | Operations Engineer 👇 Join the technical exchange QQ group with 1000 members, note 【Public Account】 for faster approval Why Docker Needs Network Management The network of containers is isolated from the host and other containers by default, but sometimes communication with the host and other containers … Read more

The Killer in the Container: Container Weapon Systems

The Killer in the Container: Container Weapon Systems

The container weapon system can disguise itself as a standard container to launch surprise attacks on enemy targets, achieving the goal of using the weak to defeat the strong. In recent years, more and more countries have been researching and testing in this area.In 2010, Russia was the first to introduce the Club-K container missile … Read more

Cloud Task Scheduling System for RISC-V Heterogeneous Clusters Based on Kubernetes

Cloud Task Scheduling System for RISC-V Heterogeneous Clusters Based on Kubernetes

Article Title: Cloud Task Scheduling System for RISC-V Heterogeneous Clusters Based on Kubernetes All Authors: Jiang Xiaobin, Xiong Yixiang, Zhang Heng, Hou Pengpeng, Wu Yanjun, Zhao Chen First Affiliation: Institute of Software, Chinese Academy of Sciences Publication Time: 2022, 31(9): 3–14 Abstract Summary With the widespread application and attention in the field of cloud computing, … Read more