#boundary value analysis
526 related articles
·3 min
AI Bots Invade Social Platforms: From Spam Replies to Quote Tweets — A New Threat Emerges
AI bot replies have forced social media users to restrict interactions. Worse, bots now use Quote Tweets to bypass defenses. Analysis of AI pollution evolution and platform governance challenges.
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·4 min
OpenAI Red Teaming Revealed: How Models Get 'Broken' Before Release
OpenAI reveals a critical pre-release step: dedicated red teams break and stress-test AI models. Learn how red teaming works, industry safety trends, and practical implications for developers.
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·4 min
OpenAI Red Team Testing Revealed: How Models Get 'Broken' Before Release
OpenAI reveals a critical pre-release step: dedicated red teams break and stress-test AI models. Learn how red teaming works, industry safety trends, and practical implications for developers.
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Tutorials·3 min
From Traditional RAG to Agentic RAG: Core Principles and Implementation Guide
Deep dive into the technical differences between traditional RAG and Agentic RAG, covering offline/online pipeline principles, tool-based autonomous decision mechanisms, and a LangGraph-based Agentic RAG implementation via the ChatBox open-source project.
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Tutorials·3 min
Complete Google AI Studio Tutorial: Interface Configuration, Model Selection & Hands-On Applications
Complete guide to Google AI Studio covering interface layout, API setup, Gemini model selection, parameter tuning, and hands-on use cases for Build, image generation, video creation, and music.
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Tutorials·3 min
How Ordinary People Can Build Products with AI Programming
AI programming tools let anyone build products, but zero-experience users still struggle. Learn why Python basics and key strategies help you direct AI effectively.
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Tutorials·2 min
Building the Claude Code Frontend from Scratch: A Hands-On Walkthrough of the Welcome Screen Source Code
A hands-on guide to building a minimal Claude Code frontend from scratch, covering TypeScript+React+Ink stack, terminal UI rendering, project structure, and memory issue debugging.
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Tutorials·2 min
AI Agent + Vue 3 Full-Stack Development in Practice: Integrating the Coze Platform with Frontend Engineering
A deep dive into integrating AI agents with Vue 3 frontend development, covering Coze platform agent building, Vue3+TypeScript+Pinia stack practices, and AI content generation features.
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Tutorials·2 min
The Core Technique of Vibe Coding: Give Your Judgment Criteria to AI
Most people using AI for coding state actions without judgment, causing outputs to miss the mark. Learn the core Vibe Coding method: provide AI with six judgment dimensions for precise collaboration.
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Tutorials·3 min
OpenCode + DeepSeek Zero-Code CAE Simulation Software Development: Building a Complete Engineering Platform for $7
Using OpenCode AI Agent with DeepSeek LLM to develop CAE simulation software with zero code for under $7, covering geometry modeling, meshing, and post-processing.
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Product Reviews·3 min
Google Gemma 4 Hands-On Review: Offline on Smartphones + Ollama Deployment Tutorial
Hands-on testing of Google Gemma 4 open-source models running offline on three phones, with Dense vs MOE architecture explained and a complete Ollama + Claude Code deployment tutorial.
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Tutorials·4 min
AI Agents for Auto-Generating Excel Test Cases: From Setup to Private Deployment — A Complete Guide
Learn how to use AI agents to auto-generate Excel test cases. Covers Coze platform setup, Dify private deployment with DeepSeek + Ollama, workflow design tips, and prompt engineering for testers.
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Tutorials·4 min
Skills vs Coze vs Dify: A Hands-On Comparison — Which AI Tool Is Best for Auto-Generating Test Cases?
Hands-on comparison of Skills, Coze, and Dify for AI-powered software testing: auto-generating test cases from PRDs, performance reports, and requirements Q&A bots.
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Tutorials·4 min
Skills vs Coze vs Dify: A Hands-On Comparison — Which AI Tool Is Best for Auto-Generating Test Cases?
Hands-on comparison of Skills, Coze, and Dify for AI-powered software testing — covering auto-generated test cases from PRDs, performance reports, and Q&A bots to help testers choose the right tool.
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Tutorials·3 min
Getting Started with Cursor + Claude AI Programming: A Complete Guide for Beginners
Complete guide to using Cursor AI code editor with Claude model, covering intelligent code generation, Agent mode, pricing plans, and practical tips for beginners.
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Tutorials·3 min
Building an Automated Money-Making System with AI Agents: A Multi-Agent Hands-On Tutorial
Learn how to build a full-pipeline automated money-making system using Multi-Agent architecture, covering Customer Service Agent, Cashier Agent, Delivery Agent setup, workflow orchestration, RAG knowledge bases, and MCP tool calling.
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Tutorials·3 min
Zero-Code QR Code Ordering Mini Program with Cursor: A 38-Lesson AI Programming Course
Learn how to build a complete QR code ordering WeChat Mini Program with zero code using Cursor AI, covering frontend, backend, WeChat Pay, and analytics across 38 lessons.
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Tutorials·4 min
AI Debugging in Practice: Solutions for 5 Common Mini Program Errors
Using the AI Debugging Trio methodology to solve 5 common WeChat Mini Program errors including cloud function deployment and database permissions, cutting debug time from 5 hours to 2 hours.
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Product Reviews·3 min
Qwen Code 2.0 Update Analysis: Plan Mode and Visual Intelligence in Practice
Deep analysis of Qwen Code 2.0 updates covering Plan Mode approval mechanism, Visual Intelligence auto-switching, Zed editor dual authentication, and Windows fixes for this CLI coding assistant.
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Product Reviews·3 min
Cursor 1.0 Officially Released: Deep Dive into Six Core Features with Hands-On Testing
Deep dive into Cursor 1.0's six core features: Backboard PR review, Background Agent, Memories, One-Click MCP, Jupyter Support, and Rich Chat Response with hands-on testing results.
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