#API testing
2041 related articles
·3 min
API Mock vs. Sandbox in Agent Testing: A Detailed Layered Strategy Guide
API Mock is fast but misses bugs; Sandbox is realistic but costly. This article analyzes their core differences and provides a layered testing strategy for building reliable Agent test systems.
Read more →
·2 min
AI Skills in Practice: How Test Engineers Can Automate API Testing and Generate Test Cases at Scale
Learn how AI Skills are transforming software testing. This guide covers Skill architecture, learning paths, and real-world applications in API automation and WebApp testing.
Read more →
·3 min
AI Testing in a Closed Loop: Full Pipeline from API Collection and Test Case Generation to Agent-Driven Execution
Full breakdown of a real AI testing pipeline: API collection, doc enrichment, AI test case generation, Agent-driven execution, and test reports — with Skills, RAG, and Harness engineering.
Read more →
·3 min
AI Agents Are Reshaping Software Testing: A Practical Guide from Cursor to LangChain
A deep dive into AI-powered testing: Cursor Skills, Coze agents, and LangChain multi-agent systems for automated test case generation, BDD, and review workflows.
Read more →
·6 min
Semi-AI Mode: A Practical Guide to Implementing API Automation Testing
Can't make pure AI work? This guide explores the Semi-AI approach to API automation testing, covering key challenges, enterprise framework design, and how AI and frameworks work together for maximum impact.
Read more →
·2 min
Getting Started with Claude Code: Reshaping Software Testing Workflows with AI Agents
Learn Claude Code from scratch: understand LLMs vs. AI agents, explore a 3-day onboarding path, and discover how testing engineers can use agents to automate test case and script generation.
Read more →
·3 min
AITS Hands-On Review: API + Web + App Automated Testing All in One Platform
In-depth review of AITS: an AI testing platform covering API automation, Web automation, App real-device cloud testing, and performance testing end-to-end.
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 →
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.
Read more →
Tech Frontiers·1 min
Run runn GitHub Action v0.57.2 Released: A Lightweight API Scenario Testing Automation Tool
GitHub Action "Run runn" updated to v0.57.2, enabling automated API test scenario execution in CI/CD pipelines. Learn about runn's features and integration.
Read more →
·2 min
The Truth Behind Codex 'Build a Website in 5 Minutes': AI Isn't Creating Sites—It's Helping You Copy Them
Exposing the truth behind viral Codex 5-minute website videos: creators aren't building original sites with AI—they're copying shared prompts or scraping others' work. Learn AI coding tools' real limits.
Read more →
·4 min
Drug Interdiction on the U.S.-Mexico Border: CBP's Multi-Layered Interception System and Technical Analysis
In-depth analysis of CBP drug interdiction operations in the San Diego sector, covering behavioral recognition, K-9 units, portable spectroscopic detection, air cargo inspection, and highway pursuit techniques.
Read more →
·4 min
Drug Interdiction at the U.S.-Mexico Border: CBP's Multi-Layered Interception System and Technical Analysis
An in-depth analysis of CBP drug interdiction operations in the San Diego area, covering behavioral detection, K-9 units, portable spectroscopy, air cargo inspection, and highway pursuit tactics.
Read more →
·3 min
SlopCodeBench: Why AI Code Benchmarks Are Failing
SlopCodeBench sparks deep reflection on AI code evaluation. From benchmark contamination to pass-rate pitfalls, exploring why current benchmarks fail to measure real code quality.
Read more →
·2 min
Gemini 3.5 Flash-Lite Released: The Smallest, Fastest Model Outperforms Gemini 3
Google launches Gemini 3.5 Flash-Lite, its smallest and fastest AI model that outperforms Gemini 3 in most scenarios. Learn about its key advantages, cost benefits, and impact on developers.
Read more →
·3 min
The Open-Weights Model Debate: Balancing Safety and Openness
An in-depth analysis of the open-weights model debate: public release brings transparency and innovation, but raises safety and misuse risks. Exploring tiered release, red-teaming, and governance challenges.
Read more →
·3 min
The Open-Weights Model Debate: Balancing Safety and Openness
An in-depth analysis of the open-weights model debate: publicly releasing model weights enables transparency and innovation but raises safety risks. Explores tiered release, red-teaming, and the industry dynamics behind open AI governance.
Read more →
·3 min
Grok 4.5 Feels Weaker in Cursor? A Deep Dive into AI Coding Tool Integration Differences
Users report Grok 4.5 underperforms in Cursor vs. the official terminal. We analyze how system prompts, context management, parameters, and tool calling create AI coding tool integration gaps.
Read more →
·3 min
Open Archiver v0.5.2 Deep Dive: A Comprehensive Look at the New Features of This Open-Source Email Archiving Tool
Deep dive into Open Archiver v0.5.2: advanced search, index rebuilding, PST/Mbox import fixes, and more features for self-hosted email archiving and compliance.
Read more →
·3 min
Poolside Laguna Model Launch: Can Silicon Valley's Open-Source Push Catch Up to China's AI?
Poolside launches Laguna open-weight model after 18 months of silence, pitting 118B parameters against Kimi K3's 2.8 trillion. Can Silicon Valley's open-source push close the gap with Chinese AI?
Read more →