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Qunhe Technology Quality Tech
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Qunhe Technology Quality Tech

Kujiale Technology Quality

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Recent Articles

Latest from Qunhe Technology Quality Tech

69 recent articles
Qunhe Technology Quality Tech
Qunhe Technology Quality Tech
Apr 27, 2026 · Artificial Intelligence

How AI and Automation Overcome Multilingual Testing Challenges in Global Product Localization

This article details Coohom's AI‑driven, automated workflow for multilingual testing, covering the four main localization pain points, the construction of an AI language‑validation system, practical implementations for UI and API testing, and measurable results that reduced defect rates and cut regression time from a week to minutes.

AIAutomationCI/CD
0 likes · 12 min read
How AI and Automation Overcome Multilingual Testing Challenges in Global Product Localization
Qunhe Technology Quality Tech
Qunhe Technology Quality Tech
Dec 18, 2025 · Artificial Intelligence

How We Slashed AI Token Costs by Up to 90% with Smart Pipeline Optimizations

This report details a systematic analysis of AI token consumption in a multilingual UI‑automation workflow and presents four concrete optimization techniques—prompt trimming, duplicate‑call avoidance, text deduplication, and placeholder‑based knowledge‑base integration—that together reduced monthly token usage by over 90% without harming detection accuracy.

AI token optimizationText Deduplicationautomation pipeline
0 likes · 14 min read
How We Slashed AI Token Costs by Up to 90% with Smart Pipeline Optimizations
Qunhe Technology Quality Tech
Qunhe Technology Quality Tech
Nov 20, 2025 · Artificial Intelligence

How to Build a Quantifiable Quality Assurance System for AI‑Native Products

This article explains the background of AI‑native products, uses VoxDeck as a case study to illustrate typical generation successes and failures, and proposes a systematic, metric‑driven quality‑assurance framework—including data sampling, multi‑dimensional anomaly detection, AI‑assisted checks, and continuous improvement—to boost efficiency, reliability, and business value of AI‑generated content.

AI-nativeLLMprompt engineering
0 likes · 14 min read
How to Build a Quantifiable Quality Assurance System for AI‑Native Products
Qunhe Technology Quality Tech
Qunhe Technology Quality Tech
Nov 6, 2025 · Artificial Intelligence

How to Test AI‑Powered Interior Layout Models Efficiently?

This article explains how to design, visualize, and automate testing for AI large‑model interior layout solutions, covering data importance, algorithm classification, validation pipelines, and platformization to accelerate model iteration and ensure reliable, design‑correct outputs.

AIVisualizationinterior design
0 likes · 10 min read
How to Test AI‑Powered Interior Layout Models Efficiently?
Qunhe Technology Quality Tech
Qunhe Technology Quality Tech
Oct 30, 2025 · Frontend Development

How Real-Time Dual-Environment Image Comparison Transforms Frontend UI Testing

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.

AllureAutomationfrontend testing
0 likes · 13 min read
How Real-Time Dual-Environment Image Comparison Transforms Frontend UI Testing
Qunhe Technology Quality Tech
Qunhe Technology Quality Tech
Oct 10, 2025 · Frontend Development

How AI Transforms XPath Generation for Robust UI Automation

This article explains how an AI‑driven tool dramatically reduces XPath creation costs and improves stability for complex 3D‑canvas web applications by combining prompt engineering, HTML compression, self‑checking, retry mechanisms, and specialized handling for inputs and 3D model selectors.

AI automationUI TestingXPath
0 likes · 10 min read
How AI Transforms XPath Generation for Robust UI Automation
Qunhe Technology Quality Tech
Qunhe Technology Quality Tech
Sep 25, 2025 · Operations

Cut Regression Testing to Minutes with Lightweight Interception and Spock Tests

This article outlines how a team tackled long‑standing automation gaps in custom output modules and second‑party packages by introducing a lightweight interception verification system and a Groovy‑Spock data‑driven testing framework, achieving full‑coverage regression in minutes, reducing bug detection time, and boosting overall testing efficiency.

Backend testingGroovySpock
0 likes · 9 min read
Cut Regression Testing to Minutes with Lightweight Interception and Spock Tests
Qunhe Technology Quality Tech
Qunhe Technology Quality Tech
Sep 11, 2025 · Artificial Intelligence

How AI Large Models Transform Interface Automation Testing and Boost Efficiency

Leveraging AI large‑model capabilities, this article outlines how a company built an AI‑enhanced interface automation testing platform, addresses common testing pain points, details the solution architecture, showcases operational workflows, and envisions future impacts on software quality and DevOps practices.

AI testingDevOpsinterface automation
0 likes · 13 min read
How AI Large Models Transform Interface Automation Testing and Boost Efficiency
Qunhe Technology Quality Tech
Qunhe Technology Quality Tech
Aug 28, 2025 · Operations

How Shifting MR Testing Left Supercharged Our Rendering Engine Quality

This article details how the KE rendering engine team tackled explosive task growth, stability pressure, and testing bottlenecks by implementing a test‑left shift strategy that mandates pre‑merge unit tests, automated CI pipelines, and an efficient regression platform, ultimately boosting quality and developer productivity.

CI/CDDevOpsRendering
0 likes · 16 min read
How Shifting MR Testing Left Supercharged Our Rendering Engine Quality