#data-driven testing
95 related articles
·3 min
Hands-On with Tencent Cloud ADP 4.0: How an Enterprise-Grade Agent Development Platform Tackles the Agent Commercialization Challenge
Hands-on review of Tencent Cloud ADP 4.0: testing its full-lifecycle Agent management — from rapid creation and enterprise integration to automated evaluation and Skill governance for real-world deployment.
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·3 min
AI-Driven Zero-Code Automated Testing: A Complete Path from Python Basics to Hands-On Practice
A detailed guide to AI-driven automated testing: from Python basics to PyTest, covering API automation, Playwright UI testing, and AI-assisted coding for beginners.
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·3 min
One-Click JMeter Script Generation with AI Skill: A Practical Technique for 12x Efficiency Gains
Automate JMeter script generation with AI Skills, cutting manual configuration from 1 hour to 5 minutes. Learn the core Skill template elements, real efficiency data, and team standardization value.
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·3 min
Creating 3D City Map Time Animations with Claude: Visualizing a Millennium of Architectural Evolution
Explore the technical feasibility of generating 3D city map time animations with Claude AI, covering Mapbox GL JS building rendering, historical data sourcing, and time slider animation challenges.
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·3 min
The New Builder Mindset in the AI Era: How the Developer Role Is Evolving
OpenAI declares 'developers have evolved.' Explore the new builder mindset: the shift from code writers to product builders, lower barriers, and the rise of full-stack individuals in the AI era.
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·2 min
Firebase A/B Testing Upgrade: Real-Time Service and Custom Signal Conditions Explained
Firebase A/B Testing gets a major upgrade with Remote Config real-time service integration and custom signal conditions, offering faster experiments and precise user targeting.
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Tech Frontiers·1 min
Gemini API Adds Per-Key Usage Filtering for Granular API Call Management
Google Gemini API adds API Key usage breakdown, letting developers filter request charts by key for multi-project management, cost attribution, and anomaly detection.
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Tutorials·3 min
Claude Code Source Code Analysis: A Complete Breakdown of the Startup and Bootstrap Flow
Deep dive into Claude Code's source code startup and bootstrap flow, from CLI entry's on-demand loading design and REPL startup to sentiment analysis and the Agent Loop prelude.
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Tutorials·3 min
AI-Powered Mini Program Development: Fundamentals and Agent Configuration Practical Guide
A systematic guide covering mini program frontend-backend collaboration, WXML/WXSS/JS core languages, and AI Agent multi-agent configuration methods for effective AI-assisted development.
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Tutorials·3 min
GenSpark's Six AI Agents in Action: A Complete Guide for Building a One-Person Company
A practical guide to GenSpark's six AI Agents: AI Developer for websites, AI Designer for visuals, AI Sheets for data, AI Slides for presentations, Workflow automation, and Claw mobile manager.
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Tutorials·4 min
Semi-AI Mode: A Pragmatic Approach to API Automation Testing Frameworks
Explore the semi-AI approach to API automation testing: why pure AI fails, framework design principles, technology choices, and clear human-AI division of labor for practical implementation.
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Tutorials·2 min
The Complete Evolution of a Quantitative Trading System: From Multi-User Isolation to AI Trading Agent in Practice
A detailed walkthrough of a quant trading system's evolution: multi-user isolation, audit logging, strategy analysis, trading experience system, AI Agent decision-making, and LLM gateway design.
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Tutorials·3 min
Vibe Engineering in Practice: AI Evolves from Code Generator to Programming Teammate
A deep dive into Vibe Engineering principles: context engineering, sub-agent collaboration, autonomous testing loops, plus OpenAI's case study of a 12-hour Kotlin-to-Rust rewrite.
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Tutorials·2 min
Multi-Model AI Development in Practice: A Guide to Unified API Gateway Architecture Design
Learn how to overcome single-model AI limitations by designing a unified API gateway architecture for multi-model collaboration, covering task routing, failover, and cost optimization strategies.
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Product Reviews·2 min
Open Design: An Open-Source AI Design Framework — Deep Dive into 19 Skills + 71 Design Systems
Deep dive into Open Design, an open-source AI design framework featuring 19 composable skills, 71 Design.md systems, local deployment, and real-world use cases.
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Tutorials·3 min
Enterprise AI Agent Four-Layer Architecture Design and PDCA Continuous Optimization Practical Guide
Deep dive into enterprise AI Agent four-layer architecture design (User, Gateway, Agent Service, Capability layers) with PDCA optimization methodology and dual manual+automated evaluation for production-grade Agent systems.
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Product Reviews·3 min
OpenAI Codex Multimodal in Practice: Turning Whiteboard Sketches into Polished Frontend Apps in Seconds
Deep dive into OpenAI Codex's multimodal demo: from whiteboard sketch photos to auto-generated 3D globe frontend apps, analyzing visual self-inspection, responsive validation, and one-off data visualization capabilities.
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Tutorials·2 min
Mock Interview Review for a Test Engineer with 6 Years of Experience: Three Fatal Mistakes and How to Fix Them
A 6-year test engineer's mock interview reveals three fatal flaws: poor communication, contradictory framework descriptions, and shallow AI application depth. Learn targeted strategies to improve.
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Tutorials·2 min
API Automation Testing Framework Design: From Principles to Practice
A deep dive into API automation testing framework design, covering Pytest encapsulation, unified parameter management, API data correlation, and assertion mechanisms.
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Industry Insights·2 min
AI Solo Companies: 5 Real Case Studies Breaking Down How to Earn $10K+/Month from Scratch
5 verified real cases show how ordinary people use AI tools to start businesses from scratch, building one-person companies earning $10K+ per month.
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