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Testing automation

41 articles · Page 1 of 1
TechVision Expert Circle
TechVision Expert Circle
Jul 19, 2026 · Industry Insights

How AI Is Reshaping Every Stage of Software Development

Over the past three years, AI has transformed software engineering—from code generation and architecture to testing and team roles—shifting bottlenecks from writing code to making decisions, introducing AI‑native architectures, redefining engineer skill sets, and prompting both over‑hyped expectations and under‑appreciated opportunities.

AIAI-native architectureSoftware Engineering
0 likes · 14 min read
How AI Is Reshaping Every Stage of Software Development
Huajiao Technology
Huajiao Technology
Jul 8, 2026 · Artificial Intelligence

From Wild AI Coding to Structured Harness: A Complete H5 Project Closed‑Loop Case Study

The article analyzes how AI‑assisted coding evolves from a personal productivity tool to a team‑wide engineering practice by introducing Harness Engineering, detailing four core capabilities, a four‑stage workflow, concrete results, and clear boundaries for real‑world H5 development.

AI codingH5 developmentHarness Engineering
0 likes · 16 min read
From Wild AI Coding to Structured Harness: A Complete H5 Project Closed‑Loop Case Study
Open Source Tech Hub
Open Source Tech Hub
Jun 26, 2026 · Backend Development

Boost PHP Productivity with Claude Code: Practical Patterns and Tips

Claude Code, a terminal‑based AI coding assistant, can dramatically speed up PHP development across frameworks like Laravel and Symfony by using Plan Mode for collaborative design, generating context‑aware tests, safely refactoring legacy code, integrating via MCP, and providing daily shortcuts such as migration creation, debugging help, documentation and Composer audits.

AI codingClaude CodeLegacy refactoring
0 likes · 8 min read
Boost PHP Productivity with Claude Code: Practical Patterns and Tips
iQIYI Technical Product Team
iQIYI Technical Product Team
Jun 18, 2026 · Artificial Intelligence

Shifting Quality Gates Left in the AI Era: Agentic Quality Engineering Architecture and Implementation Template

The article explains how AI‑driven development moves bottlenecks from coding to review, testing, and release, arguing that quality gates must be shifted left by encapsulating verification into an Agentic Quality Engineering framework—comprising a Harness runtime, Planner Agent, specialist Subagents, reusable Skills, an evidence bus, and a rule‑based gate engine—while providing concrete contract templates, risk‑based gate levels, and metrics to measure effectiveness.

AIDevOpsTesting automation
0 likes · 12 min read
Shifting Quality Gates Left in the AI Era: Agentic Quality Engineering Architecture and Implementation Template
Woodpecker Software Testing
Woodpecker Software Testing
Jun 8, 2026 · Industry Insights

Adversarial Testing in Practice: Building the Next Defense Line for Software Quality

The article examines how adversarial testing—beyond AI red‑team attacks—has become a system‑level quality safeguard, illustrating a real‑world financial app breach, a three‑layer testing framework, engineering maturity steps, and the evolving role of test engineers in resilient software development.

AI riskCI/CDTesting automation
0 likes · 8 min read
Adversarial Testing in Practice: Building the Next Defense Line for Software Quality
Didi Tech
Didi Tech
Apr 9, 2026 · Artificial Intelligence

How DiDi’s OpenClaw Skill Automates Ride‑Hailing: Design, Challenges & Lessons

The article details the creation of the didi-ride-skill for OpenClaw, explaining how a single voice command triggers a full ride‑hailing workflow, the underlying MCP toolset, engineering trade‑offs such as file splitting, attention handling, cron isolation, key management, testing strategies, and future roadmap.

AI skillMCPOpenClaw
0 likes · 16 min read
How DiDi’s OpenClaw Skill Automates Ride‑Hailing: Design, Challenges & Lessons
DaTaobao Tech
DaTaobao Tech
Apr 1, 2026 · Industry Insights

How AI Turned Taobao’s Marketing Venue Testing from Manual to Intelligent Automation

This article details the AI-driven testing platform built for Taobao’s marketing venues, describing how large‑language models and multimodal agents enable visual rendering verification, price and content consistency checks, and automated multi‑device adaptation, resulting in a 40% overall efficiency boost and a 100% increase in tester productivity.

AILLMMultimodal Agent
0 likes · 12 min read
How AI Turned Taobao’s Marketing Venue Testing from Manual to Intelligent Automation
Woodpecker Software Testing
Woodpecker Software Testing
Mar 2, 2026 · Artificial Intelligence

Adversarial Testing: Three Disruptive Trends Shaping AI Quality in 2026

As AI becomes integral to systems, 2026 sees adversarial testing evolve into a core quality paradigm, highlighted by Dynamic Red‑Team as a Service, quantitative semantic robustness metrics, and large‑model‑driven autonomous test generation, each backed by real‑world case studies and measurable impact.

AI securityDRaaSLarge Language Models
0 likes · 7 min read
Adversarial Testing: Three Disruptive Trends Shaping AI Quality in 2026
Youzan Coder
Youzan Coder
Nov 21, 2025 · Artificial Intelligence

How to Build, Evaluate, and Optimize AI Test Agents: A Practical Guide

This guide walks you through creating AI‑powered test agents, defining success metrics, building evaluation datasets, crafting and refining system prompts with techniques like chain‑of‑thought, XML, few‑shot and concise inputs, and scaling the workflow by splitting agents and managing prompt versions.

AI agentsLLMPrompt Engineering
0 likes · 21 min read
How to Build, Evaluate, and Optimize AI Test Agents: A Practical Guide
JD Cloud Developers
JD Cloud Developers
Nov 3, 2025 · Artificial Intelligence

How JoyCode Agent Scored 74.6% Pass@1 on SWE‑Bench Verified: Inside the Patch‑Test Co‑generation Pipeline

JoyCode Agent leverages a multi‑agent, patch‑and‑test co‑generation framework with iterative validation, failure attribution, and experience‑driven retries to achieve a 74.6% Pass@1 rate on the SWE‑Bench Verified benchmark, dramatically reducing computational resources while delivering high‑quality code patches.

AI code generationSWE-benchSoftware Engineering
0 likes · 34 min read
How JoyCode Agent Scored 74.6% Pass@1 on SWE‑Bench Verified: Inside the Patch‑Test Co‑generation Pipeline
大转转FE
大转转FE
Oct 27, 2025 · Frontend Development

5 Essential Tech Articles This Week: Frontend Innovations, AI Agents, and Testing Breakthroughs

This weekly roundup curates five insightful articles covering the evolution of a frontend collaboration tool, the rise of context engineering in AI, the design of an AI‑assisted coding plugin, the debate over AI versus human task planning, and AI‑driven test case generation at scale.

Artificial IntelligencePrompt EngineeringTesting automation
0 likes · 4 min read
5 Essential Tech Articles This Week: Frontend Innovations, AI Agents, and Testing Breakthroughs
Huolala Tech
Huolala Tech
Aug 20, 2025 · Backend Development

How We Rebuilt Our Code Coverage Platform for Real‑Time, Multi‑Language Insight

This article details the redesign of a code coverage platform, introducing a Kafka‑centric real‑time data stream, language‑agnostic contracts, non‑intrusive agents for Java and PHP, fine‑grained multi‑dimensional analysis, and interactive visualizations that dramatically improve testing efficiency and coverage accuracy.

Agent ArchitectureInteractive VisualizationMulti-language
0 likes · 11 min read
How We Rebuilt Our Code Coverage Platform for Real‑Time, Multi‑Language Insight
转转QA
转转QA
Jun 6, 2025 · Operations

Boosting Test Efficiency with zzRepeater: Real‑Traffic Replay in Action

The article introduces zzRepeater, a traffic‑replay platform that records and replays real request data to accelerate regression, functional, and performance testing, detailing five practical scenarios where it reduces cost, improves coverage, and streamlines bug verification for QA teams.

Performance TestingQA toolsTesting automation
0 likes · 9 min read
Boosting Test Efficiency with zzRepeater: Real‑Traffic Replay in Action
phodal
phodal
May 27, 2025 · Industry Insights

Surviving the AI Code Dump: 7 Practical Strategies from AutoDev Workbench

This article shares the seven practical practices discovered while building AutoDev Workbench, detailing how AI‑assisted demand analysis, rapid UI prototyping, adaptive front‑end generation, focused refactoring, precise context feeding, automated testing, and lint‑type safeguards can turn chaotic AI‑generated code into a scalable, maintainable development workflow.

AI programmingCI/CDPrompt Engineering
0 likes · 14 min read
Surviving the AI Code Dump: 7 Practical Strategies from AutoDev Workbench
Huolala Tech
Huolala Tech
Dec 24, 2024 · Information Security

How Huolala Accelerated Risk‑Control Testing with Automated Tools

This article details Huolala's challenges in risk‑control testing amid rapid business growth, outlines the inefficiencies of manual configuration verification, and explains how a suite of automated tools and a full‑scope interception strategy dramatically improved testing efficiency, data quality assurance, and cross‑team collaboration.

Process OptimizationTesting automationdata quality
0 likes · 21 min read
How Huolala Accelerated Risk‑Control Testing with Automated Tools
FunTester
FunTester
Nov 22, 2024 · Operations

Why Java Is the Ultimate Backbone for Performance Testing

The author recounts a four‑year journey from UI automation to Java‑based performance testing, illustrating how mastering Java’s concurrency utilities and Groovy scripting can replace traditional tools like JMeter, enabling flexible, high‑throughput test scenarios and deeper control over test case design.

GroovyJMeterOperations
0 likes · 8 min read
Why Java Is the Ultimate Backbone for Performance Testing
21CTO
21CTO
Sep 13, 2024 · Artificial Intelligence

Boost Your Development Workflow: 7 AI Tools Every Developer Should Try

Discover seven AI-powered tools—including GitHub Copilot, Tabnine, ChatGPT, Figma plugins, DALL·E, AI testing suites, and Code Snippets AI—that can streamline coding, design, and testing, helping developers work faster, reduce repetitive tasks, and focus on creative problem‑solving.

AI ToolsTesting automationcode completion
0 likes · 8 min read
Boost Your Development Workflow: 7 AI Tools Every Developer Should Try
Efficient Ops
Efficient Ops
Mar 3, 2024 · Operations

Mastering Continuous Testing: A Guide to DevOps Maturity and Best Practices

This article explains the evolution of software development and operations in China, introduces the Continuous Testing concept and its five‑level maturity model, details each phase from requirements to feedback, showcases real‑world assessments by major banks and securities firms, and announces the 2024 Continuous Testing capability evaluation program.

DevOpsMaturity ModelTesting automation
0 likes · 11 min read
Mastering Continuous Testing: A Guide to DevOps Maturity and Best Practices
Advanced AI Application Practice
Advanced AI Application Practice
Jan 30, 2024 · Industry Insights

From Bug Hunting to AI Testing: A Decade-Long Chronicle of Software Testers' Evolution

The article traces the evolution of software testing roles in China from the early 2000s PC era through mobile-driven diversification, platform shifts, and recent AI and automotive trends, highlighting how responsibilities, tools, and career expectations have transformed over a ten‑year span.

AI testingPerformance TestingSoftware testing
0 likes · 8 min read
From Bug Hunting to AI Testing: A Decade-Long Chronicle of Software Testers' Evolution
HelloTech
HelloTech
Sep 29, 2022 · Backend Development

How HiMock Transforms Full‑Scenario Mock Testing for Complex Backend Services

HiMock is a comprehensive mock platform designed to overcome traditional mock limitations by offering low‑code, code‑decoupled, high‑performance, and full‑scenario support across multiple protocols and front‑end/back‑end channels, enabling efficient testing, performance benchmarking, and parallel development for complex services such as bike, e‑bike, and ride‑hailing.

Performance TestingTesting automationbackend development
0 likes · 14 min read
How HiMock Transforms Full‑Scenario Mock Testing for Complex Backend Services
Baidu Geek Talk
Baidu Geek Talk
Oct 11, 2021 · Artificial Intelligence

Intelligent Delivery System for Baidu's Large‑Scale Information‑Flow Recommendation: Practices and Efficiency Gains

Baidu’s massive information‑flow recommendation platform employs an intelligent delivery pipeline—spanning micro‑service R&D, automated white‑box testing, performance monitoring, and optimized deployment—that supports nearly a hundred daily releases, cuts QA effort, delivers over half of requests within a day, and enables near‑zero‑touch, high‑frequency rollouts.

Intelligent DeliverySoftware EngineeringTesting automation
0 likes · 12 min read
Intelligent Delivery System for Baidu's Large‑Scale Information‑Flow Recommendation: Practices and Efficiency Gains
Baidu Intelligent Testing
Baidu Intelligent Testing
Apr 7, 2021 · R&D Management

Intelligent Delivery System: Practices for Efficient Continuous Integration and Testing in Web Business Lines

This article describes how Baidu's intelligent delivery team tackled challenges of multi‑team, multi‑project web development by standardizing R&D processes, leveraging cloud‑native architectures, automating environment setup, and applying data‑driven testing to achieve faster, higher‑quality continuous integration and delivery.

CI/CDProcess OptimizationR&D Management
0 likes · 17 min read
Intelligent Delivery System: Practices for Efficient Continuous Integration and Testing in Web Business Lines
Xianyu Technology
Xianyu Technology
Apr 2, 2021 · Mobile Development

Xianyu Mobile Performance Testing Automation Platform Solution

Xianyu built an automated mobile performance testing platform that standardizes and integrates testing into the release pipeline, replacing manual steps with three‑stage automated tasks, adding data collection, retry verification, and reporting, cutting manpower from a day to under an hour while boosting data accuracy and stability, with plans to further embed testing into CI.

Testing automationautomation platformcontinuous integration
0 likes · 8 min read
Xianyu Mobile Performance Testing Automation Platform Solution
58 Tech
58 Tech
Jun 24, 2020 · Frontend Development

Unified Multi‑Platform Data Tracking Integration Solution for Frontend Development

This article presents a comprehensive front‑end solution that unifies multi‑type, multi‑platform data‑tracking (埋点) integration by standardizing configuration, decoupling tracking logic, providing a dynamic plugin architecture, and offering automated testing tools to reduce development and maintenance costs.

Data TrackingFrontendPlugin architecture
0 likes · 11 min read
Unified Multi‑Platform Data Tracking Integration Solution for Frontend Development
转转QA
转转QA
May 13, 2020 · Operations

QA Transformation: Applying HTTP DIFF and Visual UI Automation to Operational and Order‑Related Requirements

This article describes how the QA team at ZuanZuan YouPin shifted from traditional functional testing to an assisted model by introducing HTTP DIFF for short‑flow operational features and visual UI automation for dynamic pages, as well as data‑construction and online order inspection techniques for complex order‑related scenarios.

Data ConstructionHTTP DIFFOperations
0 likes · 7 min read
QA Transformation: Applying HTTP DIFF and Visual UI Automation to Operational and Order‑Related Requirements
Youku Technology
Youku Technology
Jan 16, 2020 · Operations

How Youku Ensures Client Quality: Challenges, Build‑Based Testing, and Performance Strategies

In this technical talk, Alibaba Entertainment’s Youku client quality expert explains the major challenges of the client QA system, introduces a testing approach built around the packaging process, shares practical performance testing methods, and outlines the 2020 exploration and future plans.

Alibaba EntertainmentPerformance TestingTesting automation
0 likes · 2 min read
How Youku Ensures Client Quality: Challenges, Build‑Based Testing, and Performance Strategies
Ctrip Technology
Ctrip Technology
Dec 19, 2019 · Operations

Ctrip Hotel DevOps Testing Practices and the Moss Platform

This article examines how Ctrip Hotel implements DevOps testing—from business and technical drivers, through continuous delivery challenges, to the design of the Moss platform, its toolchain, data center, and future automation goals—highlighting practical solutions for rapid, high‑quality software delivery.

CI/CDContinuous DeliveryCtrip
0 likes · 14 min read
Ctrip Hotel DevOps Testing Practices and the Moss Platform
FunTester
FunTester
Sep 30, 2019 · Mobile Development

Add a Screen Wake‑Up Reminder to UiAutomator Tests

This article shows how to implement a post‑test reminder for UiAutomator by using screen sleep and wake‑up logic, providing Java code that checks the screen state, re‑activates it if needed, and optionally sets screen brightness via an ADB command.

AndroidScreen ReminderTesting automation
0 likes · 3 min read
Add a Screen Wake‑Up Reminder to UiAutomator Tests
Alibaba Cloud Developer
Alibaba Cloud Developer
May 15, 2019 · R&D Management

How Alibaba Built a 7×24 Hour Continuous Delivery Pipeline: Lessons in R&D Efficiency

This article examines Alibaba’s journey to achieve a 7 × 24 hour continuous delivery channel, detailing how system design, architecture evolution, configuration management, testing automation, and cultural shifts together boost R&D efficiency and enable rapid, reliable code iteration across large-scale teams.

Continuous DeliveryR&D EfficiencyTesting automation
0 likes · 10 min read
How Alibaba Built a 7×24 Hour Continuous Delivery Pipeline: Lessons in R&D Efficiency
Alibaba Cloud Developer
Alibaba Cloud Developer
Oct 17, 2018 · R&D Management

How a Team Cut Development Cycle from 4 Weeks to 1 Week with Agile Practices

A Chinese R&D team struggling with long cycles, manual releases, and low quality applied four iterative agile improvements—visual work boards, refined requirement splitting, stable test environments, and automated pipelines—resulting in a 75% reduction in development time, higher test automation, and reliable daytime releases.

CI/CDRequirement SplittingTesting automation
0 likes · 16 min read
How a Team Cut Development Cycle from 4 Weeks to 1 Week with Agile Practices
21CTO
21CTO
Dec 5, 2015 · Backend Development

How LAMP Powers Rapid Iteration Across Development, Testing, and Operations

This article explains how a unified LAMP-based solution enables fast development, automated testing, and streamlined operations for large‑scale online services, detailing the architecture’s layers, tooling, and future directions for standardization and platformization.

LAMPOperationsTesting automation
0 likes · 8 min read
How LAMP Powers Rapid Iteration Across Development, Testing, and Operations