#unified API
2888 related articles
Tutorials·3 min
CapCut AI Ad Creation Tutorial: Full Workflow from Poster Design to Finished Video
Step-by-step guide to CapCut AI ad creation: generate posters with AI image design, animate them with Image-to-Video, and finish with digital human voiceover. Includes tool comparison and real-world examples.
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Tutorials·4 min
Save Windsurf Credits: MCP Plugin Extends Each Conversation by 5–6 Extra Interactions
How to save Windsurf credits using an MCP plugin that extends each conversation by 5–6 interactions. Covers setup, core principles, ban risks, and security tips.
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Deep Dives·4 min
Agent Loop Core Mechanism Explained: Building a ReAct Loop from Scratch (With Debugging War Stories)
Deep dive into Agent Loop, the core mechanism of AI Agents, based on ReAct architecture. Covers Tool Call ID handling, context management, assistant message feedback, with full Python code and common bug fixes.
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Product Reviews·4 min
AI Frontend Design Showdown: Opus 4.5 Dominates with a Single Markdown Skill File
Real-world comparison of Opus 4.5, Gemini 3 Pro, and GPT 5.2 frontend design capabilities. Opus 4.5 goes from worst to best with a Markdown skill file. Includes setup tutorial and full test results.
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Product Reviews·4 min
GPT-5.2, Claude 4.5, Gemini 3 Pro Hands-On Comparison: 2025 Buying Guide
2025 hands-on comparison of GPT-5.2, Claude Sonnet 4.5, Gemini 3 Pro, and Grok 4.1 across image generation, deep research, writing, and reasoning, with pros/cons summary and budget-friendly access tips.
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Deep Dives·2 min
MCP Protocol Architecture Deep Dive: Host-Client-Server Three-Layer Design and Three Core Primitives
Deep dive into MCP's Host-Client-Server three-layer architecture and its Resources, Tools, Prompts primitives. Learn how it transforms AI tool integration from M×N to M+N.
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Product Reviews·2 min
MCP Trends Hub: A Deep Dive into the MCP Protocol-Based Trending Topics Aggregation Tool
Deep dive into the open-source MCP Trends Hub project: how it aggregates trending topics from Weibo, Zhihu, Douyin and more via MCP protocol, and the core value of MCP in AI real-time data access.
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Tutorials·1 min
AI Agent Interview Focus Comparison: ByteDance vs. Tencent vs. Alibaba — Differences in Approach & Preparation Strategies
Deep comparison of AI Agent interview focuses at ByteDance, Tencent, and Alibaba: ByteDance drills ReAct implementation & RLHF details, Tencent emphasizes MCP protocols & memory systems, Alibaba focuses on multi-Agent architecture & business deployment.
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Tutorials·2 min
Harness Engineering Explained: A Guide to Building a Four-Step Closed-Loop AI Agent Work System
A deep dive into the Harness Engineering four-step closed-loop principle (Goal, Action, Verification, Memory), clarifying its relationship with Prompt Engineering, Context Engineering, and MCP.
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Industry Insights·1 min
Zapier vs Make vs n8n: A Deep Dive into Total Cost of Ownership (TCO) in 2025
A deep-dive TCO comparison of Zapier, Make, and n8n across billing models, labor costs, technical debt, integrations, and compliance — with a decision matrix.
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Tutorials·2 min
Beginner's Guide to Claude Code and Codex: Complete API Configuration with CC Switch
Detailed guide to Claude Code, Codex, and Cursor AI programming tools with step-by-step CC Switch setup for unified third-party API management at lower cost.
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Product Reviews·1 min
Xiaozhi ESP32 Backend Rewritten in Go: Building a High-Concurrency AI Voice Interaction Service
Deep dive into xiaozhi-esp32-server-golang: a Go rewrite of the Xiaozhi ESP32 backend with WebSocket/MQTT, voiceprint recognition, MCP calls & more.
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Product Reviews·4 min
Claude Code vs Cursor vs Windsurf: In-Depth 2025 AI Coding Tool Comparison & Selection Guide
In-depth comparison of Claude Code, Cursor, and Windsurf — why the same model delivers different experiences. Includes hybrid workflow tips, project-building guide, and 2025 AI coding tool selection advice.
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Tutorials·4 min
Windsurf Account Switching Plugin Tutorial: Bulk Import, One-Click Switch & Auto-Rotation
Guide to the Windsurf account switching plugin: bulk import, seamless one-click switching, real-time quota viewing & auto-rotation. Includes security risk analysis.
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Tutorials·3 min
Figma Design to WeChat Mini Program: AI-Generated Full-Stack E-Commerce Project in Practice
Learn how AI auto-recognizes Figma designs to generate full-stack WeChat Mini Program e-commerce code, covering SKU management, shopping cart, WeChat Pay, and admin systems.
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Tutorials·3 min
Claude Code DeepSeek Configuration Tutorial: Get Running in 3 Steps with settings.json
Complete guide to configuring Claude Code's settings.json for DeepSeek, Zhipu, and MiniMax integration. Covers file extensions, directory paths, JSON syntax errors, and a 3-step setup process.
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Tutorials·4 min
Windsurf Credit Refill Plugin Hands-On: Auto Credit Refresh + Multi-Window Concurrency Tutorial
Hands-on review of Windsurf refill plugin: auto credit refresh, seamless account switching, and persistent conversations. Compares script injection vs MCP approaches with multi-window concurrency tips and risk warnings.
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Tutorials·4 min
OMO Plugin in Action: Sisyphus Multi-Agent Collaboration for Building an AI Programming Team
Deep dive into the Oh My OpenCode (OMO) plugin's Sisyphus multi-agent system for intelligent AI model scheduling and collaborative development, with practical demos.
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Product Reviews·3 min
Cursor + Windsurf Two-in-One Real-World Test: Is Stacking Free Quotas Actually Worth It?
Real-world test of a Cursor + Windsurf two-in-one tool: one-click switching, free quota stacking, VPN-free access. Detailed analysis of benefits, suitable users, and security risks.
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Tutorials·4 min
Unlimited Free Windsurf Accounts: Complete Guide to Seamless Account Switching & Credit Compression
Complete guide to Windsurf batch registration, seamless account switching, credit compression, and MCP sustained conversations for unlimited GPT-5.2 calls with free accounts.
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