#end-to-end testing
13 related articles
·4 min
Vibe Coding Methodology for Non-Programmers: Building an AI Development Loop with Automated Testing + Knowledge Accumulation
How can non-programmers develop efficiently with AI? This guide details end-to-end automated testing and knowledge accumulation to build a self-verifying Vibe Coding development loop.
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·3 min
AI Coding Showdown: Four Major Models Show Shocking Performance Gaps on a Dynamic Web Scraping Task
Real-world test of ChatGPT 5.4, Gemini 3.1, DeepSeek V4 Pro, and Kimi 5.1 on a Baidu dynamic web scraping task reveals surprising gaps in AI coding ability.
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·3 min
Complete Guide to Connecting OpenAI Codex with MCP Servers: Configuration & Hands-On Practice
Learn how to configure MCP servers for OpenAI Codex. Step-by-step TOML setup with Context7, hands-on verification, and best practices for extending Codex capabilities.
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·2 min
ViBench: A Benchmark Designed Specifically for Evaluating AI Application Building Capabilities
Deep dive into ViBench, a benchmark addressing SWE-bench's gaps in evaluating AI application building through end-to-end generation, visual quality, and functional completeness.
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Product Reviews·2 min
Cursor Cloud Agent Demo: Eliminating Bottlenecks Across the Entire Software Development Lifecycle
Deep analysis of Cursor's Cloud Agent demo showing how cloud VMs, automated test artifacts, and a full-chain control plane systematically eliminate human bottlenecks across the software development lifecycle.
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Tutorials·3 min
The Complete Guide to Claude Skills: Write Rules Once, Apply Forever — Turn AI from Generalist to Specialist
Deep dive into Claude Skills: core concepts, file structure, and practical examples. Master skill.md writing, four design patterns, and best practices for reusable AI workflows.
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Tutorials·3 min
The Complete Guide to Claude Skills: Write Rules Once, Apply Forever — Turn AI from Generalist to Specialist
Deep dive into Claude Skills: core concepts, file structure & practical examples. Master skill.md writing, four design patterns, and best practices for reusable AI workflows.
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Tutorials·3 min
Building a Fully Automated Marketing System with AI: A Monetization Guide for Indie Developers
A detailed guide on how indie developers can use AI tools to build fully automated marketing systems—from MCP research to Skills systems to automated content production and traffic engines.
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Tutorials·4 min
WeChat Mini Program Login & Registration: A Full-Stack Integration Guide with SDK Integration and Debugging Lessons
Complete guide to WeChat Mini Program login/registration full-stack integration, covering SDK splitting, Pixso design-to-component workflow, debugging techniques, and AI-assisted programming collaboration methods.
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Product Reviews·2 min
ZenFlow Hands-On: Testing the Spec-Driven Fully Autonomous AI Software Engineer
Hands-on review of ZenFlow—the first spec-driven fully autonomous AI software engineer. Multi-agent parallel collaboration with built-in verification delivers end-to-end development from ideation to production.
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Tutorials
Codex Getting Started Guide: Dual-Chan…
·2 min
Codex Getting Started Guide: Dual-Channel Setup with DeepSeek (China) and ChatGPT (Global)
A detailed guide to OpenAI Codex's six core capabilities with dual setup options: DeepSeek for China-based users and ChatGPT for global access.
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Tutorials·3 min
LangGraph Multi-Agent in Practice: Building a Medical Agent System from Scratch
A deep dive into LangGraph multi-agent architecture for healthcare, covering LangChain, RAG, and MCP integration, from requirements analysis to Agent orchestration.
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