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Latest from Advanced AI Application Practice

87 recent articles

Advanced AI Application Practice

Dec 20, 2025 · Artificial Intelligence

Master System, User, Assistant Roles to Get Precise AI Testing Answers from LLMs

This article explains how the System, User, and Assistant roles in large-language-model chat APIs shape response quality, demonstrates their impact with concrete Python code examples, compares outcomes with and without System prompts, and offers practical tips for crafting effective prompts to achieve concise, relevant AI testing guidance.

AI testingAssistant RoleLLM

0 likes · 14 min read

Master System, User, Assistant Roles to Get Precise AI Testing Answers from LLMs

Advanced AI Application Practice

Dec 11, 2025 · Industry Insights

Will AI Make Performance Testing Roles Obsolete?

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.

AIExtended Thinkingautomation

0 likes · 7 min read

Will AI Make Performance Testing Roles Obsolete?

Advanced AI Application Practice

Dec 9, 2025 · Mobile Development

How to Make AI Precisely Operate Mobile Apps: Solving Common Midscene.js Testing Pain Points

This article dissects the practical challenges of using Midscene.js for Android UI automation, demonstrates why auto‑planning can fail, and provides concrete step‑by‑step solutions—including instant operation APIs, assertion checks, refined prompts, coordinate clicks, conditional scrolling, and smart waiting—to make AI‑driven mobile testing reliable and efficient.

AI testingAndroid automationMidscene.js

0 likes · 10 min read

How to Make AI Precisely Operate Mobile Apps: Solving Common Midscene.js Testing Pain Points

Advanced AI Application Practice

Nov 25, 2025 · Fundamentals

How to Prioritize Multiple Testing Requests? A Step‑by‑Step Method for Test Engineers

The article presents a systematic, risk‑and‑value‑driven framework that test engineers can use to rank multiple testing tasks, showing how to collect information, score each demand, visualize results with a priority matrix, reach team consensus, and define concrete test strategies for each priority level.

QA methodologyRisk Assessmentsoftware testing

0 likes · 13 min read

How to Prioritize Multiple Testing Requests? A Step‑by‑Step Method for Test Engineers

Advanced AI Application Practice

Nov 24, 2025 · R&D Management

Test Planning for Small Teams: How Leads Can Plan, Assign, Track, and Ensure Quality

This guide shows a small‑team test lead how to create a concise test plan, break down work, assign tasks, track progress with visual tools, manage risks, and balance management duties with hands‑on testing to deliver high‑quality results.

progress trackingquality assurancesmall team

0 likes · 13 min read

Test Planning for Small Teams: How Leads Can Plan, Assign, Track, and Ensure Quality

Advanced AI Application Practice

Nov 23, 2025 · Operations

Gray Testing Explained: How to Roll Out Features Safely Like a Chef

Gray testing, also known as canary release, lets you roll out a new feature to a small, controlled group of users first—like a chef serving a daring new pizza to a few trusted diners—so you can gather real feedback, control risk, and gradually expand to all users once stability is proven.

Canary Releasefeature rolloutgray testing

0 likes · 6 min read

Gray Testing Explained: How to Roll Out Features Safely Like a Chef

Advanced AI Application Practice

Nov 22, 2025 · Artificial Intelligence

How AI Empowers Software Test Engineers: Boosting Quality and Efficiency

The article explains how AI can handle massive test data generation, automate UI and API testing, analyze and predict defects, and conduct large‑scale exploratory testing, while shifting test engineers from manual script writers to strategic quality analysts and AI‑driven test strategists.

AIdefect analysisexploratory testing

0 likes · 9 min read

How AI Empowers Software Test Engineers: Boosting Quality and Efficiency

Advanced AI Application Practice

Nov 22, 2025 · Operations

Why Does a Linux Session Timeout Break MySQL Imports? Solutions & Best Practices

The article explains how SSH idle timeout, network drops, or closing the terminal send a SIGHUP signal that aborts MySQL import scripts, and it provides step‑by‑step solutions using nohup, tmux/screen, and systemd along with practical tips for reliable large‑scale data loading.

LinuxSystemddata import

0 likes · 10 min read

Why Does a Linux Session Timeout Break MySQL Imports? Solutions & Best Practices

Advanced AI Application Practice

Nov 20, 2025 · Fundamentals

Why Test Engineers Must Master SQL and Linux for Data Validation

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.

Command LineDebuggingLinux

0 likes · 10 min read

Why Test Engineers Must Master SQL and Linux for Data Validation

Advanced AI Application Practice

Nov 19, 2025 · Fundamentals

How Software Test Engineers Can Actively Join Product Requirement Analysis

The article explains how test engineers can shift from passive quality checkers to proactive quality guarantors by preparing before reviews, asking targeted questions on testability, completeness, edge cases, and non‑functional needs during requirement meetings, and following up with clear issue lists, early test design, and continuous communication.

quality assurancerequirement analysissoftware testing

0 likes · 6 min read

How Software Test Engineers Can Actively Join Product Requirement Analysis