The article examines whether advancing AI—especially extended‑thinking models like Anthropic's Claude and MiniMax's interleaved thinking—can replace dedicated performance testing engineers, concluding that for the next three to five years the role remains essential due to planning, coordination, and contextual challenges.
A round‑table of AI experts and industry leaders examines the current capabilities, limitations, and future trajectories of code agents, covering topics from capability boundaries and autonomous evolution to large‑scale codebase challenges, multi‑agent collaboration, hallucination mitigation, and security safeguards.
Spider_XHS is an open‑source Xiaohongshu crawler that automates note, user, comment, and message extraction, offers watermark‑free media downloads, exports structured Excel/JSON data, integrates with the creator platform, and includes proxy and anti‑ban features, enabling marketers and researchers to cut weeks of manual work into hours.
This tutorial walks PHP developers through installing Jenkins, creating a freestyle job, configuring source control, setting environment variables, writing a shell build script, defining post‑build actions, and running the pipeline to achieve automated packaging and deployment.
The article explains what AI "Skills" are, how modern AI agents like Cursor, Qcoder, and Antigravity combine abilities and tools to perform file operations, terminal commands, browser interactions, and visual tasks, and demonstrates their use through concrete frontend development scenarios.
This article explains how to augment traditional agent dialogues with AI‑driven, real‑time front‑end component generation, turning textual responses into PPT‑style visualizations and interactive mini‑animations by converting design specifications into prompts that produce ready‑to‑render HTML or WebComponent code.
Discover a step‑by‑step, fully automated Ansible workflow that patches 500 servers overnight, covering environment setup, inventory design, playbook configuration, rolling updates, health checks, rollback handling, performance tuning, and real‑world case studies for emergency patches and kernel upgrades.
Learn how to install mydumper on various Linux distributions, use its multithreaded, compressed, and incremental backup features, and deploy a robust Bash script that automates full and incremental MySQL backups, handles encryption, cleanup, logging, notifications, and restoration with myloader.
This article reviews the most popular and actively maintained Laravel AI packages—including Prism, LarAgent, Laravel AI Toolkit, and Laravel MCP—detailing their features, typical use‑cases, and how to choose the right one for building chatbots, automation agents, content generators, and AI‑enhanced Laravel applications.
This article examines the chronic pain points of traditional marketing, explains how AI‑driven multi‑agent collaboration can create a data‑rich, automated, and continuously optimized marketing loop, and presents a real‑world case study with measurable performance gains and practical implementation guidelines.
This article explains Claude's Skill system, how Skills differ from prompts, the concept of industry Workflows, the boundaries between Skills, Tools, and MCPs, and provides a step‑by‑step guide for designing Skills, wrapping legacy systems into Workflows, and building a hybrid Workflow‑plus‑Agent architecture for reliable, auditable automation.
This guide explains why MySQL backup verification is essential, outlines three pre‑restore checks, provides a step‑by‑step manual recovery procedure for single databases, and introduces a production‑grade Bash script that automates one‑click restoration with safety prompts and logging.
This article examines a curated GitHub repository of system prompts for leading AI coding assistants, distilling best‑practice principles such as explicit role definition, safety boundaries, structured output formats, context management, task decomposition, error recovery, testing, and secure sandbox workflows, with concrete examples from tools like Cursor, VSCode Agent, Augment Code, and Devin AI.
This guide explains why MySQL data protection is critical, outlines backup strategies, compares built‑in tools like mysqldump and mysqlpump with third‑party solutions such as Percona XtraBackup, and provides practical scripts, scheduling tips, verification methods, and recovery procedures to ensure reliable, secure database backups.
This article explains how to use custom Babel plugins to automatically inject try/catch blocks into massive Jest‑based UI automation test suites, improving error visibility, reducing manual effort, and maintaining code readability without invasive changes to existing JavaScript code.
This article details the design and implementation of an Android ad‑monitoring platform that controls multiple devices concurrently, automates app interactions, uses OCR for ad detection, and provides real‑time status monitoring via a floating window, while covering architecture, core modules, communication strategies, and performance optimizations.
This article introduces six core AI agent paradigms—Prompt Chain, Routing & Handoff, Parallelization, Tool Use, ReAct, and Multi‑Agent—explaining their concepts, real‑world analogies, and practical examples for enhancing efficiency and intelligence in operational workflows.
This guide presents a fully automated MySQL backup script that securely filters system databases, compresses backups with gzip, logs each operation, automatically removes expired files, and includes step‑by‑step configuration, deployment, scheduling, troubleshooting, and optimization tips for production environments.
This guide walks through setting up a three‑server environment (GitLab, Jenkins, test server), creating a GitLab project, configuring a Java Spring Boot application in IntelliJ, and using Jenkins with Maven, SSH Publisher, and custom pre/post steps to automatically build, package, and deploy a JAR file.
This article walks developers through the pain points of manual coding and shows how Claude Code acts as a contextual development partner, covering installation, chat modes, project memory, sub‑agents, Git workflows, custom commands, MCP integration, and the shift from Vibe Coding to Context Coding.
This article shares a hands‑on experience of applying SpecKit and AI‑assisted coding to a mature Java backend, detailing the spec‑driven workflow, tool selection, environment setup, step‑by‑step commands, concrete examples, observed benefits, encountered challenges, and practical lessons for future projects.
This guide explains how to view Kubernetes certificates, check their expiration dates with kubeadm, renew them when needed, restart kubelet services, verify the renewal, and automate the whole process with a Bash script.
This article walks through real‑world CI/CD automation, showing how enterprises replace slow, error‑prone manual releases with fast, repeatable pipelines using Jenkins, GitLab CI, GitHub Actions, Kubernetes, Terraform, and feature‑toggle strategies, delivering measurable improvements in speed, quality, and reliability.
This article introduces a comprehensive shell script that automates initial system configuration—root login, network, hostname, repository, firewall, SELinux, swap, SSH, and more—across dozens of Linux distributions, provides source links, detailed feature tables, version‑specific changelogs, and step‑by‑step usage instructions.
After struggling with manual gnuplot installations across Linux, macOS, and Windows, the author created a Python wheel that bundles the binary, enabling pip install without system dependencies, simplifying usage for developers, researchers, and DevOps scripts, and integrating it into the gitstats tool.
This article outlines a comprehensive AI‑driven, one‑stop delivery framework that tackles fragmented information, low‑efficiency cross‑team collaboration, and missing Feature‑level metrics by introducing AI project management, end‑to‑end Feature delivery, and a three‑tier digital performance measurement system.
This article presents 20 powerful Linux command combinations, grouped by file management, process monitoring, network diagnostics, log analysis, and system maintenance, each with clear examples, real‑world scenarios, common pitfalls, and practical tips to help administrators troubleshoot and automate daily operations efficiently.
This step‑by‑step guide shows how to set up a three‑server environment with GitLab, Jenkins, and a test machine, configure Git repositories, create a Spring Boot project in IntelliJ, install Maven and SSH Publisher plugins in Jenkins, and automate building, packaging, and deploying a JAR file via SSH while handling cleanup and port conflicts.
Meituan’s Database Capacity Assessment System uses online traffic replay, accelerated load testing, and automated analysis to safely evaluate and optimize database read/write capacity, providing real‑time operation insights, flexible scaling, and reliable change‑risk mitigation for large‑scale production environments.
The article explains that relying solely on autonomous AI agents in industry is impractical, outlines the three major pitfalls of pure‑agent approaches, and details how combining agents with structured workflows, RAG, and multi‑level architectures delivers reliable, cost‑effective enterprise solutions.
This article walks through the end‑to‑end automation of a company’s daily dashboard report, covering reverse‑engineered login, API data extraction, image generation with canvas, OSS upload, and scheduled DingTalk webhook delivery, all implemented in Node.js.
A real 2018 incident where an ops engineer used rm ‑rf to wipe a production database sparked a deep dive into the high‑risk nature of operations, presenting Gartner statistics, psychological error factors, ten deadly pitfalls with concrete examples, and a comprehensive fault‑tolerance framework to prevent future catastrophes.
The article explains why test engineers need solid SQL and Linux skills to verify data, pinpoint backend issues, automate test data handling, and efficiently manage test environments, then provides detailed command references and a hands‑on troubleshooting scenario.
This article walks through a complete CI/CD workflow for teams that ship software frequently, covering feature branching, peer review, automated QA, pre‑production staging, and production deployment with canary and blue‑green strategies, while sharing practical tips and common pitfalls.
This guide walks you through the four core stages of HTTPS certificate handling—CA distribution, domain request, validation, and data encryption—while providing detailed OpenSSL commands, Linux/Windows/macOS trust‑store paths, and a ready‑to‑run shell script for fully automated certificate generation.
This article details the three‑year evolution of a self‑built Redis service, covering its massive scale, architectural redesign, migration from LB to a custom DRedis SDK, same‑city active‑active near‑read support, Redis‑server version upgrades, instance specifications, proxy rate‑limiting, and extensive automation that together boost performance while cutting costs.
This article details a real‑world migration of a Southeast Asian tech group’s data warehouse from Google BigQuery to Alibaba Cloud MaxCompute, describing the challenges of converting 100,000 SQL scripts, the AST‑driven and LLM‑assisted automation pipeline, rule‑engine iteration, quality control, and the measurable performance and cost benefits achieved.
This guide walks you through building an end‑to‑end n8n workflow that reads topics from a Feishu multi‑dimensional table, generates Xiaohongshu copy and multi‑page covers with AI models, uploads the assets back to Feishu, and updates the table automatically, turning a manual content pipeline into a fully automated factory.
This guide walks you through building a complete, production‑ready GitLab CI/CD automation system—from installing and registering runners, crafting multi‑stage .gitlab-ci.yml pipelines, implementing multi‑environment deployments, applying enterprise security practices, to optimizing performance and configuring automated rollbacks and notifications.
This article traces the evolution of Tencent’s BlueKing platform from its early automation phase to a data‑driven, AI‑enhanced SRE ecosystem, highlighting architectural milestones, open‑source contributions, and practical lessons for organizations adopting Site Reliability Engineering.
Learn step‑by‑step how to set up a basic CI/CD workflow using Jenkins, Maven, and Git on three servers—GitLab for source control, Jenkins for building a Spring Boot JAR, and a test server for deployment—covering prerequisites, environment setup, Jenkins configuration, and post‑deployment scripts.
BettaFish is an open‑source, multi‑Agent system that automatically crawls data from over 30 Chinese and international platforms, applies AI sentiment and trend analysis, generates structured reports in about ten minutes, and offers customizable local deployment, dramatically boosting efficiency for brand PR, media, and market analysts.
This step‑by‑step guide shows how to set up a three‑server environment with GitLab, Jenkins, and a test machine, configure Maven and SSH Publisher plugins, create a Spring Boot project, and automate code push, build, deployment, and cleanup using Jenkins pipelines and shell scripts.
Explore two hands‑on Selenium WebDriver examples that leverage JavaScriptExecutor to automate a login flow with visual element highlighting, retrieve page metadata, and perform asynchronous scrolling, while learning practical code snippets, execution tips, and troubleshooting strategies for robust web UI testing.
This guide explains how to set up a PXE server for efficient batch network installation of Linux, covering DHCP, TFTP, FTP repository configuration, bootloader preparation, Kickstart unattended installation, and verification steps to automate OS deployment without manual media.
This article outlines the eight critical competencies—ranging from Linux and scripting to cloud, container orchestration, and automation—that distinguish senior operations engineers and are essential for career advancement and personal growth.
This article compiles 100 common operations interview questions from major tech companies, covering DevOps principles, CI/CD, infrastructure as code, monitoring, automation, Linux system administration, security, and scripting, providing a comprehensive study guide for aspiring sysadmins and site reliability engineers.
This comprehensive tutorial explains the fundamentals of PKI, CA, CSR, and cfssl configuration, shows how to install cfssl on Linux, details the cfssl gencert command and its core parameters, and provides practical, end‑to‑end examples for creating root, intermediate, server, client, and Kubernetes certificates.
This guide shows how to use Python, Selenium, and requests to log into QQ Space, retrieve authentication cookies, compute the required g_tk token, fetch the full friend list via QQ's API, identify users who have blocked you, and optionally blacklist them automatically.
This guide shows how to build a WeChat bot using the PyWeChatSpy library and Tuling AI API, covering registration, API key acquisition, image folder setup, and a complete Python script that parses messages, replies to 'pats' with random images, and forwards other texts to the Tuling service for automatic responses.
This article presents a Go‑based solution for large‑scale SEO sitemap management that incrementally generates shards, automatically updates the index, cleans up old files, and pings search engines, all without external libraries or storage dependencies.
This article introduces a lightweight Bash script that, with one curl command, automatically gathers CPU, memory, disk, and network information from a Linux server and outputs a formatted, color‑coded report in seconds, dramatically simplifying routine ops tasks.
This article explains Jenkins pipelines, compares declarative and scripted syntax, walks through agents, stages, steps, post actions, parameters, options, triggers, input, conditional execution, parallel builds, environment variables, and credential handling, providing concrete Jenkinsfile examples for each concept.
The article introduces BMad Method, a universal AI‑agent framework for agile, human‑AI collaborative development, detailing its core features, dual deployment modes, installation steps, project structure, agent team roles, workflow examples, a hands‑on tutorial for building a To‑Do app, extension ecosystem, and key advantages.
This guide walks through building an n8n workflow that periodically pulls hot articles from multiple RSS sources, enriches each item with a source tag, merges, filters, formats the data, writes it into a Feishu spreadsheet, and finally pushes a notification to a Feishu group, all without manual intervention.
This report examines the challenges of Web UI testing in Tencent's advertising platform, analyzes current inefficiencies, and presents an AIGC-driven solution that leverages large language models, semantic scripts, and automated pipelines to dramatically improve test case generation, execution accuracy, and CI/CD integration.
This article introduces eight core MCP components—Grafana, Jenkins, K8s, Playwright, GitHub, Zabbix, Prometheus, and Alibaba Cloud—detailing how each enhances monitoring, automation, resource management, and performance optimization, thereby dramatically improving operational efficiency and reducing manual workload.
This article introduces Terraform, an open‑source Infrastructure as Code tool, explains its core concepts such as declarative programming, resources, providers, and state management, and walks readers through the complete workflow from writing configurations to applying and destroying cloud resources.
This guide walks you through setting up a basic CI/CD workflow using Jenkins, Maven, and Git on three servers—GitLab, Jenkins, and a test machine—covering prerequisites, project creation, pipeline configuration, Maven builds, SSH publishing, and cleanup scripts to achieve automated deployment.
This article introduces seven essential Laravel packages—IDE Helper, Debugbar, Spatie Permission, Nova/Filament, Excel, Telescope, and Sail—that automate repetitive tasks, improve debugging, and streamline environment setup, collectively boosting development efficiency by up to tenfold.
The Industrial and Commercial Bank of China's Software Development Center built a technical parameter linking platform that centralized configuration, automated updates, and introduced audit and rollback features, cutting environment setup time by half and dramatically improving DevOps efficiency across thousands of applications.
This comprehensive guide walks you through Git operations for infrastructure-as-code, covering installation, SSH key setup, repository structuring, branching strategies, sensitive data handling, automation with hooks, backup, audit, monitoring, performance tuning, and security best practices for production environments.
Spec Kit is an AI‑native specification‑driven development toolkit that treats structured natural‑language specs as the single source of truth, providing end‑to‑end traceability, AI‑native collaboration, and automated code generation to accelerate project setup, planning, and implementation.
This comprehensive guide explains how to diagnose MySQL master‑slave replication lag, enable GTID mode, configure semi‑synchronous replication, optimize multi‑threaded replication, set up monitoring and alerting with Prometheus, and perform zero‑data‑loss failover using tools like Orchestrator and custom scripts.
Discover five powerful Python command-line utilities—httpie for readable API calls, glances for real-time system monitoring, rich-cli for colorful output, howdoi for instant Stack Overflow answers, and csvkit for advanced CSV manipulation—each with installation steps and practical examples to streamline your development workflow.
This article walks through setting up three servers (GitLab, Jenkins, and a test machine), creating a GitLab project and token, configuring Maven and Jenkins plugins, defining Git, branch, and Maven settings, and implementing pre‑ and post‑steps—including a cleanup script and SSH publishing—to automatically build and deploy a Spring Boot JAR, while addressing common pitfalls such as missing manifest attributes and port conflicts.
Discover ten lesser‑known Jupyter Notebook features—from magic commands that list variables and benchmark code to shortcuts, export utilities, and interactive help—that turn a simple notebook into a highly efficient, production‑ready data‑science workspace.
Discover why Go developers need hot reload, explore classic tools like fresh and air, compare alternatives such as modd and wgo, and learn advanced techniques—including plugins, hot restart, and WASM—to achieve faster iteration while understanding their limitations for production use.
This article introduces four cutting‑edge open‑source AI projects—Glass, CraftGPT, AI Trend Publish, and Klavis—detailing how they read screens and audio, run language models inside Minecraft, auto‑generate AI‑focused articles, and integrate dozens of external tools for powerful, automated assistance.
This article outlines the design and value of an automated service quality monitoring platform, detailing its core benefits—intelligent detection, automated execution, data‑driven decisions, and precise notifications—along with functional architecture, key modules, code examples, technical requirements, and practical recommendations.
This article details how a logistics technology team built an AI‑plus‑prompt, three‑layer architecture framework that raised AI code adoption from 9.6% to 89.2% and improved demand delivery efficiency by 23.6%, while outlining quality safeguards, reusable templates, real‑world case studies, and future AI‑driven development plans.
This article explains why the built‑in systemd timer engine is a more reliable, observable, and feature‑rich replacement for traditional crontab, and provides a step‑by‑step guide to rewrite, configure, and manage your scheduled tasks on Linux.
This article presents a comprehensive strategy for automating UI testing of a complex front‑end parameter model editor by generating real‑time baseline screenshots in production, comparing them with test runs, visualizing diffs in Allure reports, and dramatically improving defect detection and maintenance efficiency.
This guide explains what LangChain toolkits are, why they simplify building domain‑specific AI agents, lists common built‑in toolkits, and walks through the step‑by‑step process of instantiating a toolkit, retrieving its tools, and creating an OpenAI‑powered agent, illustrated with a SQL database example.
This article explains how PaddleOCR, an open‑source OCR engine from Baidu, achieves high‑accuracy text extraction from handwritten notes, scanned PDFs, invoices, IDs and multilingual documents, offering offline cross‑platform support, free commercial use, and step‑by‑step guidance for rapid deployment.
The article explains that CI/CD is a set of automation tools while DevOps is a collaborative culture, shows how they complement each other, and provides three practical actions—defining business scenarios for CI, syncing test‑environment needs with ops, and monitoring quality post‑deployment—for test engineers without coding skills.
Learn a quick, step‑by‑step method to capture a website’s UI, convert it into a design.json file, and use that JSON to guide AI tools in producing a visually faithful web page without the tell‑tale purple gradient.
Learn how to transform a vulnerable MySQL 8 instance into a militarized, audit‑ready database in just half an hour by applying six ready‑to‑run shell and SQL scripts that disable high‑risk accounts, enable enterprise audit logging, enforce SSL, prune privileges, rotate root passwords, and generate compliance reports.
This guide curates over 500 real‑world AI agent use cases, a comprehensive student resource hub, collections of MCP servers, a Docker‑based Windows runtime, AI‑focused automation platforms, and a YAML‑driven workflow engine, each with direct GitHub links for quick exploration.
This article compiles 50 detailed IT operations projects across infrastructure, cloud, containers, automation, monitoring, security, databases, networking, disaster recovery and DevOps, each with scenario, tech stack, implementation steps and quantifiable results to help you craft standout résumé entries.
After a costly midnight outage, the author shares how he designed a three‑layer Zabbix monitoring architecture—covering infrastructure, service, and business metrics—optimizing alert thresholds, automating discovery, and integrating with ITSM, ultimately reducing MTTR to minutes and enabling teams to sleep peacefully.
This article shares ten practical automation operations practices—from infrastructure as code and configuration layering to GitOps, self‑service platforms, and AI‑driven monitoring—illustrating how teams can evolve from reactive fire‑fighting to proactive, scalable, and cost‑efficient architecture.
This guide presents a production‑tested Linux hardening strategy that combines advanced firewalld zone and rich‑rule configurations with precise SELinux context management, offering step‑by‑step commands, custom scripts, troubleshooting tips, and performance optimizations to protect servers from the majority of common attacks.
The open‑source "reinstall" shell script automates full‑system reinstall for Linux, Windows, and popular NAS platforms, handling hardware detection, network configuration, and disk partitioning with a single command, making VPS and server provisioning fast, secure, and hassle‑free.
This article explains Jenkins' fundamental concepts—including jobs, nodes, pipelines, plugins, and credentials—and shows why its powerful scheduling, rich ecosystem, stability, and pipeline‑as‑code approach make it ideal for building automated API testing CI/CD workflows, illustrated with a complete Jenkinsfile example.
This guide walks you through installing the zabbix-get service, deploying and starting Nginx, creating a Bash script for status checks, adding a custom UserParameter, validating the items on the Zabbix server, and configuring UI items and triggers to monitor Nginx health.
This guide shows how to quickly and affordably deploy the n8n automation platform on Zeabur, covering core concepts, one‑click template installation, region selection, domain configuration, version upgrades, cost‑control strategies, and troubleshooting tips for a reliable workflow service.
Python remains a top language in 2025 thanks to its simple syntax, massive library ecosystem and broad applicability, and this article curates ten GitHub repositories—ranging from AI and data‑science tutorials to automation scripts and beginner‑friendly projects—each explained with concrete reasons why they’re valuable for learning and building real‑world applications.
In just five minutes, I used the WeaveFox AI coding platform to recreate a quirky "hand‑counting" calculator by prompting natural language, iterating through form‑based tech‑stack selection, and letting multiple AI agents generate, refine, and deploy the full front‑end application.
AI can streamline every stage of JMeter performance testing—from automatically drafting test plans and generating JMX scripts to real‑time log analysis, adaptive load control, and automated result interpretation and reporting—while emphasizing the need for engineer verification, data confidentiality, and handling of AI’s context limits.
The article demonstrates how Tencent's Hunyuan large model can generate and iteratively refine Python scripts that automatically compare Excel‑based reports, highlight differences, and handle multiple files, thereby streamlining regression testing and reducing manual effort.
Learn how a lightweight Python script can automatically parse complex Nginx configuration files, extract upstream, server, and location details, and generate a structured Excel report for easy auditing, analysis, and collaboration, streamlining operations and configuration management.
This article provides a comprehensive, enhanced Docker automation Bash script—docker‑manager.sh—covering container lifecycle commands, image cleanup, backup, network inspection, log viewing, and configuration export, along with step‑by‑step usage instructions and additional handy Docker commands for efficient container management.
This guide walks through configuring custom Nginx log formats, implementing log rotation, analyzing performance, status codes, and traffic with shell and awk tools, automating real‑time monitoring via Python and Bash scripts, integrating ELK for deep analytics, and applying best‑practice security and optimization recommendations to dramatically reduce troubleshooting time.
This article shares how a team reduced deployment failures from 15% to 0.3% and cut average deployment time from 35 minutes to 8 minutes by integrating Docker Swarm container orchestration with a fully automated CI/CD pipeline, covering architecture choices, pipeline stages, stack configuration, optimisation tips, monitoring, and future AI‑driven ops trends.
This article details how Ant Group’s international credit team applied AI‑assisted code generation using CodeFuse plugins and custom prompts to automatically transform system specifications into Java façade, persistence, and business‑logic code, achieving a 40% reduction in coding effort across multiple projects.
This article walks through using large language models such as Claude, Gemini, DeepSeek, and Kimi to generate accurate, colorful UML diagrams via Mermaid syntax, covering model selection, prompt engineering, step‑by‑step demonstrations, and practical tips for reliable AI‑driven diagram creation.
The 2025 WEF‑BCG Physical AI whitepaper reveals how advanced perception, autonomous decision‑making, and dexterous manipulation enable robots to shift from rigid, high‑volume tools to flexible partners, boosting efficiency by over 30% across manufacturing and logistics while reshaping workforce roles.
This article explores the full lifecycle of automation process management, covering definition, planning, design, execution, monitoring, quality and security controls, continuous optimization, common pitfalls, and practical steps to transform automation from isolated scripts into a sustainable, measurable organizational capability.
This article introduces a comprehensive, free Shell scripting handbook that covers everything from basic syntax and variables to advanced functions, flow control, and real‑world automation tasks, making it an essential resource for Linux system administrators and developers.
