#consistency
1986 related articles
Product Reviews·3 min
Photoshop 2025 Deep Dive: Seven New Features Including AI Retouching and 3D's Return
Deep dive into Photoshop 2025's seven new features: 3D object support returns, Find Distractions removes wires and people, Firefly Model 3 upgrades generation quality, Generative Workspace enables batch creation, with detailed comparisons and usage tips.
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Tutorials·2 min
Cursor AI Tutorial: Generate a Mini Program from Scratch with a Single Sentence
Learn how to use Cursor AI code editor to generate a complete mini program project from scratch with a single natural language description. Covers the full workflow from project creation to compilation.
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Tutorials·3 min
OpenCode Getting Started Guide: Choosing Your Installation Method & Core Features Explained
A detailed guide to OpenCode's three installation methods (Desktop, CMD, WSL) and core features including Agent architecture, custom commands, MCP integration, and Agent Skills.
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Tutorials·3 min
Coze Skill Packs Fully Explained: From Concept to Hands-On Creation Guide
Deep dive into Coze's Skill feature: progressive disclosure concepts, practical cases in comic generation and contract review, two creation methods, and layered SOP design principles.
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Tutorials·2 min
CLAUDE.md Convention Files: A New Paradigm for Project Development Standards in the AI Programming Era
A detailed guide to CLAUDE.md convention files covering tech stack declarations, frontend/backend standards, and database design rules to help teams standardize AI code generation and boost human-AI collaboration.
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Tutorials·3 min
Learn AI Agents in 30 Days: A Four-Stage Learning Roadmap from Zero to Production
A systematic breakdown of the AI Agent learning roadmap covering core architecture, ReAct/CoT paradigms, multi-agent collaboration, and Prompt optimization across four stages with quality resource recommendations.
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Research·3 min
MementoGUI: A Multimodal Memory Management Framework for Solving Long-Horizon GUI Agent Amnesia
MementoGUI is a plugin-style multimodal memory management framework that solves GUI agent forgetting in long-horizon tasks through dual time-scale memory and four memory control operators, boosting long-task completion without fine-tuning.
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Product Reviews·3 min
Deep Dive Review of AI Coding Assistants: Copilot at the Bottom — Who's the Real King?
Systematic evaluation of mainstream AI coding assistants across three models, comparing Claude Code, GitHub Copilot, Cursor, RooCode and more with comprehensive rankings.
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Expert Opinions·4 min
Is HTML Replacing Markdown? A Deep Dive into the AI Output Format Debate
Anthropic's team claims HTML is better than Markdown for AI output, and Karpathy agrees. A deep analysis of HTML's advantages in information density, interactivity, and visualization, plus its limitations in version control and token efficiency.
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Product Reviews·2 min
Aider Workshop: An AI Programming Session Management Workbench for JetBrains IDEs
Aider Workshop is an open-source JetBrains IDE plugin providing a visual workbench for CLI AI coding tools like Claude Code and Codex, with session history management and quick task launching.
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Deep Dives·3 min
DeepSeek V4 Deep Technical Breakdown: Million-Token Context and Extreme Cost Efficiency
Deep analysis of DeepSeek V4's core architecture: Hybrid Compressed Attention, Manifold-Constrained Hyperconnection, and MUON optimizer—how they cut inference costs by 10x and enable million-token context processing.
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Tutorials·3 min
Java Full-Stack Beginner's Guide: Application Domains, Three Major Platforms & Learning Path Explained
A beginner's Java full-stack guide covering Java's origins, real market position, enterprise server-side strengths, Java SE/EE/ME platforms, and a complete learning path from basics to full-stack.
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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.
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Tutorials·3 min
Claude Code Plugin System Explained: Four Core Components Building an Extensible Development Platform
Deep dive into Claude Code 2.0.14's plugin system covering Slash Commands, Sub-agents, MCP integration, and Hooks—with demos on one-click plugin installation and custom code review plugin creation.
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Tutorials·4 min
New API in Practice: Complete Tutorial for Building Your Own AI API Relay Station
Complete tutorial on building an AI API relay station using the New API open-source project, covering Docker deployment, server configuration, channel management, token distribution, and client verification.
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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.
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Tutorials·4 min
Credit Settlement for AI Async Tasks: Deduct First or Complete First?
Analyze correct timing for AI async task credit settlement. Compare deduct-on-submit vs. Webhook callback approaches with a pre-freeze + callback confirmation implementation for fair SaaS billing.
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Tutorials·4 min
Engineering Practices That Boosted Claude Code Skill Activation Rate from 25% to 90%
How Hooks+Skills+Commands+Agents work together in Claude Code to boost AI skill activation from 25% to 90%, with core config files and deployment guide.
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Tutorials·3 min
Complete Guide to Claude Code GitHub Integration and Hooks
A detailed guide to Claude Code's GitHub integration for automated PR reviews and Issue fixes, plus the Hooks mechanism for injecting custom logic into AI workflows.
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Tutorials·3 min
Claude Code Hooks Configuration & Plugin Recommendations: Cross-Session Memory and Automation in Practice
In-depth guide to Claude Code Hooks event-driven mechanism and configuration, featuring CloudMemory, Everything Claude Code, and other popular plugins for automated dev workflows.
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