#token usage
2244 related articles
Tech Frontiers·4 min
Google Poaches Windsurf Team, Gemini 3 Code Leaks, OpenAI Open Model Delayed: A Three-Way Battle Among AI Giants
Google acquires Windsurf's core team via talent deal, Gemini 3.0 code leaks hint at new models, and OpenAI delays its open model indefinitely. Deep analysis of the AI industry's talent, model, and open-source battles in 2025.
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Deep Dives·4 min
Claude Code Auto Mode Fully Explained: Classifier Mechanism, Fault Tolerance Design & Security Protection
Deep dive into Claude Code Auto Mode: how the independent Classifier reviews AI operations, three-level graceful degradation prevents system deadlocks, SubAgent triple review with Prompt Injection protection, plus setup and plan requirements.
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Tutorials·4 min
Claude Code Tutorial: Complete Guide to Installation, Configuration & Model Selection for Chinese Users
Complete guide to Claude Code installation, configuration for Chinese users, comparing DeepSeek V4 Pro, Tongyi Qianwen & Sonnet proxy APIs for cost-effective AI coding.
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Deep Dives·3 min
Cursor Unlimited Refill Plugin: How It Works, Risks, and Better Alternatives
Deep dive into how Cursor's unlimited refill plugin works via multi-account rotation, its security and ban risks, plus compliant alternatives like Cursor Pro, API access, and multi-tool strategies.
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Tutorials·3 min
Higgsfield MCP + Claude in Practice: Conversational UGC Video Ad Creation End-to-End
Step-by-step guide to configuring Higgsfield MCP with Claude Desktop for generating UGC video ads using natural language. Covers setup, thumbnail editing, character generation, and batch production.
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Tutorials·4 min
Browser Use Tutorial: AI Browser Automation Agent Installation, Configuration & Practical Guide
Complete guide to Browser Use, the open-source AI browser automation agent: installation, Web UI usage, code integration, architecture, and token optimization tips for automating web tasks with natural language.
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Tutorials·4 min
Browser Use Deep Dive: A Practical Guide to Natural Language-Driven Browser Automation Agents
Deep dive into Browser Use browser automation agent: architecture, installation, CDP framework, and pytest integration. Learn how natural language-driven AI Agents replace repetitive browser tasks.
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Tutorials·4 min
Stagehand Tutorial: An AI Browser Automation Framework That Balances Control and Intelligence
Deep dive into Stagehand's four core capabilities: Act, Extract, Observe, and Agent. Learn to build browser automation that balances AI flexibility with code control using DeepSeek as a low-cost alternative to OpenAI.
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Product Reviews·3 min
Xiaomi MiMo-V2.5 Pro Hands-On Review: Code Generation Rivaling GPT-5, Plus Free Token Application Guide
Hands-on review of Xiaomi's MiMo-V2.5 Pro open-source model for code generation, including game dev and system prototyping, compared with GPT-5.4 and Claude Opus, plus free token application guide.
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Product Reviews·3 min
GPT-5.5 Free Access Hands-On: A Multi-Model Aggregation Platform Review
Hands-on review of a free platform offering GPT-5.5 Syncing, Grok 4.2, Claude Opus 4.7 and more, covering multi-model switching, context memory, AI art, and risk warnings.
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Product Reviews·3 min
Step Audio 2.5 In-Depth Review: How Does China's Voice AI Compare to GPT Realtime 2?
Hands-on comparison of StepFun's Step Audio 2.5 vs OpenAI GPT Realtime 2 across reasoning, role-playing, Chinese understanding, and API pricing for developers.
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Product Reviews·3 min
GPT-5.5 Hands-On Review: Image Generation at Just 3 Cents Per Image, Plus a Full Breakdown of Coding Capabilities and API Costs
Hands-on review of GPT-5.5 image generation and coding abilities. API image generation costs as low as 3 cents per image. Full breakdown of quality, capabilities, and cost comparisons.
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Tutorials·3 min
How to Subscribe to ChatGPT Plus? Three Methods Compared with Security Risk Analysis
Compare three ChatGPT Plus subscription methods: third-party proxy, international credit card, and app store. Full breakdown of costs, processes, and security risks.
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Tutorials·3 min
n8n One-Click Deployment of 30+ AI Tools: A Free Self-Hosted Alternative to Zapier
Explore the GitHub project n8n-install: deploy n8n, Ollama, Flowise, and 30+ AI tools with one command. A free self-hosted alternative to Zapier and Make.
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Product Reviews·3 min
DifyAIA: A Free Dify AI Workflow Template Library with 2500+ Stars
DifyAIA is a popular open-source Dify workflow template project on GitHub with 2500+ Stars. It offers free DSL workflow files for one-click import into Dify. Learn its features, usage, and use cases.
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Product Reviews·3 min
Dify-Plus Deep Dive: An Open-Source Enterprise-Grade AI Application Platform Enhancement
Deep dive into Dify-Plus, an enterprise AI platform enhancement built on gin-vue-admin + Dify customization, offering multi-user permission management, Token monitoring, and ops auditing for enterprises.
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Tech Frontiers·3 min
Gemma 4 + DGX Spark: How Open-Source LLMs and Desktop-Level Compute Are Changing AI Development
NVIDIA and Google DeepMind jointly showcase Gemma 4's vision translation, long-context Q&A, and real-time code generation on DGX Spark, signaling the convergence of open-source AI and edge compute.
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Product Reviews·3 min
Cursor In-Depth Review: Four Modes + Parallel Agents — Why It Remains the Best AI Coding Tool
In-depth comparison of Cursor vs Claude Code, Windsurf, Trae, and other AI coding tools across Agent modes, terminal tools, browser integration, parallel processing, and context management.
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Tutorials·3 min
Commercial AI Agent Development Guide: 7 Key Steps to Build from Scratch
A complete guide to building commercial AI Agents in 7 steps: requirements analysis, model selection, prompt engineering, Dify/Coze platform comparison, data storage, testing, and deployment.
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Deep Dives·4 min
The Four Stages of AI Agent Evolution: A Complete Guide from Copilot to Multi-Agent Collaboration
Deep dive into the four stages of AI Agent evolution: Chat, Copilot, Agent, and Agentic AI. Covers ReAct framework, Spring AI stack, and multi-Agent architecture design for 2025.
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