#PyTest
60 related articles
·3 min
Agent + Skill Architecture: A Practical Guide to AI-Driven End-to-End Automated Testing
Learn how to build an AI-driven API automation testing framework using Agent+Skill architecture with Claude Code, covering test case generation, script execution, and report output.
Read more →
·4 min
The Four Stages of AI Engineering Evolution: From Prompt to Loop Engineering Explained
A systematic breakdown of the four stages of AI engineering: Prompt Engineering, Context Engineering, Runtime Environment Engineering, and Loop Engineering — with core logic, bottlenecks, and real-world use cases.
Read more →
·3 min
Complete Guide to Harness Engineering: The Three-Layer Architecture for AI Engineering Development
A deep dive into Harness Engineering's core architecture covering the Information, Constraint, and Automation layers to systematically constrain and verify AI Agent output for reliable development.
Read more →
·3 min
Claude Code + Harness AI Engineering in Practice: From Methodology to Enterprise-Level Implementation
Deep dive into Claude Code + Harness AI engineering methodology, covering tech stack selection, enterprise e-commerce implementation, task decomposition, and Prompt templatization.
Read more →
·3 min
Build 6 Testing Agents with Skills to Eliminate Repetitive Work
Learn how to build 6 testing agents using AI Skills for test case generation, Xmind mind maps, performance reports, JMeter scripts, and more — saving 3-4 hours daily with no coding required.
Read more →
·2 min
Claude Code Hands-On: A Full Workflow Demo of the Terminal AI Coding Assistant from Requirements to Deployment
In-depth hands-on review of Anthropic's Claude Code terminal coding tool, demonstrating its complete workflow of code understanding, natural language development, auto test fixing, and Git commits through a Next.js project.
Read more →
·2 min
Career Switch to AI Software Testing from Scratch: A Complete 3-Month Learning Roadmap
A complete 3-month learning roadmap for switching to AI software testing from scratch, covering fundamentals, Python automation, AI-powered testing, and career guidance.
Read more →
·3 min
Cursor vs Windsurf vs Trae: An In-Depth Comparison of Three Major AI IDEs
A comprehensive comparison of Cursor, Windsurf, and Trae across five dimensions including coding, Agent autonomy, and pricing, with detailed scores and recommendations.
Read more →
·4 min
Codex + Claude Code Dual-AI Collaboration: An Engineering Approach to Write-and-Review
A detailed guide to Codex CLI and Claude Code collaboration: write-and-review pattern, file-driven workflows, unified check scripts, and Git Worktree parallelism.
Read more →
·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.
Read more →
·3 min
Codex Beginner's Guide: A Complete Walkthrough from Installation to Sandbox Environment Setup
Complete guide to getting started with OpenAI Codex, covering ChatGPT account setup, client installation and login, and sandbox environment configuration.
Read more →
·2 min
datasette-fixtures: Create a Datasette Test Database with a Single Command
The datasette-fixtures plugin lets Datasette plugin developers quickly create a standard test database with a single uvx command, greatly simplifying plugin testing.
Read more →
Tutorials·2 min
Claude Code in Practice: Engineering Guide for AI-Powered API Test Automation
A deep dive into engineering Claude Code for API test automation, covering environment setup, Skill development, tool encapsulation, and Harness Engineering methodology.
Read more →
Product Reviews·4 min
OpenClaw vs Hermes: In-Depth Comparison and Selection Guide for Open-Source AI Agent Frameworks
In-depth comparison of OpenClaw and Hermes open-source AI Agent frameworks covering architecture, memory systems, auth, plugins, and channel distribution to guide developer selection.
Read more →
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.
Read more →
Industry Insights·3 min
In-Depth Analysis of IT Job Market: Is Switching to Software Testing Worth It?
In-depth analysis of front-end, back-end, operations, and other IT roles, with insights into software testing career paths and specializations for IT professionals considering a transition.
Read more →
Tutorials·3 min
Claude Code Hooks Explained: Build Your Own Automated Development Inspector
Deep dive into Claude Code Hooks' four core use cases: intercepting dangerous operations, auto change logging, code review, and automated testing. Learn Command, Prompt, and Agent Hook types.
Read more →
Tutorials·3 min
Getting Started with Cursor Hooks: Master Automated Workflow Configuration in 5 Minutes
Learn Cursor Hooks structure, configuration, and practical use. From trigger events and matchers to scripting permission popups, auto-testing, and more.
Read more →
Tutorials·3 min
Codex Security Guide: Five Key Principles for Permission Management
A detailed guide to OpenAI Codex permission management covering workspace setup, three permission modes, approval mechanisms, risk-level management, and five safety mantras for secure AI coding.
Read more →
Tutorials·3 min
Practical Guide to Building Multi-Agent Collaborative Applications with CrewAI + FastAPI
Learn how to build a multi-Agent collaborative system with CrewAI and FastAPI. Covers Agent, Task, Crew concepts, GPT/Tongyi Qianwen/Ollama integration, with complete code examples and model comparisons.
Read more →