#Cursor billing mechanism
139 related articles
·1 min
OpenAI Codex Personal Activity Profile Feature Explained: Data Visualization and Gamification Design
OpenAI Codex launches personal activity profile with activity graphs, streaks, token usage stats, and gamification design. A deep dive into its features, privacy philosophy, and product strategy.
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·4 min
Vibe Coding Beginner's Guide: Tool Selection Across Three Categories with Practical Examples
A comprehensive guide to Vibe Coding's three tool categories: Agent frameworks, CLI Coding, and IDE tools, with practical examples including Snake game and data analysis workbench.
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·3 min
Vibe Coding in Practice: A Junior Student Uses Cursor to Build a Multi-Agent System with 51 AI Officials Based on the Three Departments and Six Ministries Framework
A junior student uses Cursor and Vibe Coding to build a multi-agent system with 51 AI officials modeled on China's Three Departments and Six Ministries, featuring task distribution, approval workflows, and Token cost visualization.
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·2 min
SparkWinShape Tutorial: A Detailed Guide to Windsurf Unlimited Multi-Instance Account Switching Tool
Detailed guide to SparkWinShape tool's core features and tutorial, including Windsurf auto account switching, multi-instance setup, probe detection, compliance risks, and alternatives.
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·3 min
Cursor vs Codex In-Depth Comparison: Where Should You Spend Your $200?
In-depth comparison of Cursor and Codex AI programming tools — their strengths, ideal use cases, and cost differences. Find out where your $200 is best spent.
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·3 min
Cursor Account-Sharing "Refill" Plugins: How They Work, the Risks, and Compliant Alternatives
Deep dive into Cursor refill plugins: account pool sharing, pay-per-use billing, risks of ToS violations, privacy leaks, and bans, plus compliant AI coding alternatives.
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·3 min
The Four Stages of AI Coding Tool Evolution: From Code Completion to Multi-Agent Collaboration
A deep dive into the four stages of AI coding tool evolution: from code completion and chat Q&A to Agentic Coding and multi-Agent collaboration, explaining the design logic behind Claude Code, Cursor, and Codex.
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Deep Dives·2 min
Five Core Differences Between Claude Code and Regular AI Chat
A detailed comparison of Claude Code vs regular AI chat across five dimensions: interaction, context understanding, execution, memory, and tool integration.
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Tutorials·2 min
Kiro AI Account Pool Manager: How Multi-Account Rotation Promises Unlimited Tokens — and the Risks Involved
Analysis of the Kiro AI account pool manager: how multi-account rotation works for unlimited tokens, plus compliance risks, ban risks, and legal implications.
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Tutorials·3 min
MCP vs CLI: 40x Token Cost Difference — How AI Engineers Should Choose
In-depth comparison of MCP vs CLI architecture, Token costs (CLI ~1400 vs MCP ~54600), security mechanisms, and use cases with practical selection guidance for AI engineers.
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Product Reviews·3 min
6 Developer Tools Roundup: AI Coding Cost Tracking, Agent Virtual File Systems, and More
Roundup of 6 developer tools: CodeBurn for AI coding token cost tracking, Mirage virtual file system for Agents, Boring SSH tunnel manager, PeerTrace file tree renderer, DataTab font-based data visualization, and Flu TypeScript Agent framework.
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Tutorials·3 min
3-in-1 Refill Tool: Unlimited Usage Solution for Kiro/Cursor/Windsurf
A refill tool integrating Kiro, Cursor, and Windsurf for unlimited AI coding assistant usage including Claude 4.5. Analysis of technical principles, methods, and potential risks.
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Tech Frontiers·3 min
Hermes Agent 0.14.0 Update: Native Windows Support and 180x Performance Boost
Hermes Agent 0.14.0 Foundation Update: local proxy unified auth, 180x browser automation speedup, native Windows support, AI video generation, free DeepSeek V4, and lossless Handoff context switching.
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Tutorials·2 min
Claude Code Chinese Tutorial Resources: Breaking Through the English Documentation Barrier
A roundup of Claude Code Chinese learning resources, analyzing barriers from English-only docs and introducing systematic Chinese manuals covering setup, commands, configuration, and real-world cases.
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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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Industry Insights·3 min
Real Numbers from a Startup Founder: How AI Tools Saved Nearly ¥1 Million in Labor Costs in One Year
A startup founder with a 50-person sales team shares real AI cost-cutting results: AI sales system cut 10+ staff while boosting performance, AI customer service saves 85% monthly. Plus opportunities for developers building vertical AI tools.
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Tutorials·4 min
Complete Guide to Developing WeChat Mini Programs with AI: From Zero to Launch for Just $4
Complete guide to developing WeChat Mini Programs with AI tools like Cursor and Trae: account setup, requirements docs, AI-assisted coding, debugging, and publishing—all for under $14.
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Tutorials·3 min
Frontend AI Full-Stack Development in Practice: Building Multimodal Applications with PNPM MonoRepo Architecture
A practical guide to frontend AI full-stack development covering PNPM MonoRepo architecture, TurboRepo build optimization, and LangChain multimodal applications with Ollama local model deployment.
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Tutorials·2 min
Tutorial: Building a Low-Cost AI Code Editor with DeepSeek-V3 + VSCode
Step-by-step tutorial: Build a low-cost AI programming assistant using DeepSeek-V3 API with VSCode's Continue plugin. Covers setup, API Key configuration, code completion demo, and Ollama local deployment.
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Tutorials·3 min
Complete Learning Roadmap for Java Developers Transitioning to AI Engineering
A detailed five-phase learning roadmap for Java developers transitioning to AI engineering, covering Spring AI, LangChain4j, RAG core technology, and Agent development.
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