#LLM debugging
1124 related articles
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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Product Reviews·2 min
Tencent CodeBuddy IDE Hands-On Review: Full-Stack AI Platform Development Experience
Hands-on review of Tencent's CodeBuddy standalone IDE: building the Xiaohe Architecture AI Platform with Chat/Craft/Plan modes, CloudBase integration, and free Claude 4 and GPT-5 access.
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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·2 min
Ship a Full-Stack Next.js Website in 15 Minutes with AI Coding: A Hands-On Tutorial with DeepSeek API
Learn how to use AI coding tools like Windsurf/Cursor to build and deploy a full-stack Next.js website with DeepSeek API in 15 minutes, including setup, coding, debugging, and Vercel deployment.
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Tutorials·4 min
Building a WeChat Mini Program with Cursor: A Practical Guide to AI Programming Pitfalls and Technical Decisions
Real-world experience building a WeChat Mini Program with Cursor, covering product design, technical pitfalls, and creative LLM API usage — a practical guide for AI programming beginners.
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Tutorials·2 min
Building a Custom AI Agent to Automatically Write a Clock Program: AI-Powered Desktop App Development in Practice
A custom AI agent automatically writes a circular clock desktop program on the Volcano Visual platform, covering requirements analysis, code generation, self-inspection, and iterative bug fixing.
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Tutorials·3 min
LangGraph + MCP in Practice: A Deep Dive into Agent Architecture and the MCP Protocol
Deep dive into MCP (Model Context Protocol) core principles and practical applications, covering agent capabilities, MCP architecture, ERP integration, and building agents with LangGraph.
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Tutorials·3 min
LangGraph + MCP in Practice: A Deep Dive into Agent Architecture and the MCP Protocol
Deep dive into the MCP protocol's core principles and practical applications, covering agent capabilities, MCP architecture, ERP integration, and building agents with LangGraph.
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Expert Opinions·2 min
Delete Your CLAUDE.md: Research Shows Agent Config Files Are Hurting AI Coding
Research shows CLAUDE.md and AGENTS.md config files reduce AI coding performance by 3% and increase costs by 20%. Learn why less is more for AgentMD.
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Tutorials·3 min
Zero2Agent: An Open-Source Job Interview Prep Tutorial for Agent Engineer Positions at Top Tech Companies
Zero2Agent is an open-source interview prep tutorial covering Agent fundamentals, LangGraph/Claude Code analysis, interview question banks, and coding practice tools for landing Agent engineer roles at top tech companies.
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Product Reviews·2 min
AntiGravity + Opus 4.5 Hands-On Review: The Best Alternative After Getting Banned from Claude Code
AntiGravity now supports Claude Opus 4.5, offering a stable alternative to Claude Code without ban risks. Hands-on tests show it outperforms GPT-5.2 in real projects.
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Product Reviews·2 min
AntiGravity + Opus 4.5 Real-World Test: The Best Alternative After Getting Banned from Claude Code
AntiGravity + Claude Opus 4.5 tested as the best alternative to Claude Code bans. Completes tasks GPT-5.2 failed, with generous Pro quotas.
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Tutorials·3 min
Practical Guide to Using Claude Opus 4.7 from China via Compliant Access Methods
A practical guide to accessing Claude Opus 4.7 and other overseas AI models from China using API aggregation platforms — no VPN, no KYC, with domestic payment support.
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Tutorials·4 min
Coze Workflow Tutorial: One-Click Short Video Generation Complete Guide
Step-by-step guide to building an automated short video generation workflow on Coze, covering script writing, voiceover, AI images, video synthesis, and CapCut packaging.
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Tutorials·4 min
Deep Dive into Claude Code's Agent Architecture: From Principles to Minimal Implementation
Deep analysis of Claude Code's four core agent modules: Agent Loop, Tool System, Skills, and Memory, with a TypeScript minimal implementation guide for frontend engineers transitioning to AI development.
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Product Reviews·2 min
OpenDesign Open-Source AI Design Engine: Dissecting the Orchestration Layer Architecture Behind 45K GitHub Stars in One Month
Deep dive into OpenDesign's three-layer orchestration architecture: agent detection, 30+ composable design skills, and 72 brand design systems. Compared with Claude Design and Figma for rapid prototyping.
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Tutorials·3 min
Practical Guide: Karpathy's Four Principles for Fixing Claude Code's Three Major Pain Points
How Karpathy's four LLM programming principles fix Claude Code's false assumptions, over-complexity, and out-of-scope modifications, with installation methods and framework comparisons.
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Industry Insights·3 min
Career Switching to AI with Zero Background: Is a Three-Month Fast Track Really Feasible?
In-depth analysis of switching to AI with zero background: insights from 300+ job descriptions, tailored advice for different backgrounds, and realistic expectations for the three-month timeline.
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Tutorials·4 min
SwiftUI in Practice: A Complete Tutorial on Building an Item Management App with AI Collaboration
A complete hands-on tutorial on building a SwiftUI item management app through AI collaboration, covering Prompt design techniques, code generation debugging, and state management comparisons.
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