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Product Reviews
How to Use Claude in China: Stable Acc…
·2 min
How to Use Claude in China: Stable Access Solutions & Full Risk Analysis
Users in China face bans, registration hurdles, and payment limits when using Claude. This guide covers third-party mirror sites, model comparisons, and risks.
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Product Reviews
Trae + Doubao Seed 2.0 Hands-On: Build…
·3 min
Trae + Doubao Seed 2.0 Hands-On: Building a Full-Stack Book Management System for Free
Hands-on test of Trae IDE with Doubao Seed 2.0 building a Django+Vue3 book management system for free, benchmarked against Gemini 2.5 and MiniMax models.
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Product Reviews
Kiro IDE In-Depth Review: Can Amazon's…
·3 min
Kiro IDE In-Depth Review: Can Amazon's AI Editor Replace Cursor?
In-depth review of Amazon's Kiro IDE after one week of use, covering Spec-driven development, Vibe mode, and comparisons with Cursor and Claude Code.
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Product Reviews
How to Choose an AI Coding Tool? Stop …
·2 min
How to Choose an AI Coding Tool? Stop Chasing the Latest — Stable and Sufficient Is the Way to Go
How should developers rationally choose AI coding tools amid constant model updates? This article analyzes the pitfalls of chasing the latest, compares tools like Cursor and Kiro, and offers a cost-effective, stable AI-assisted coding strategy.
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Tutorials
Codex Team Reveals a New AI Programmin…
·4 min
Codex Team Reveals a New AI Programming Paradigm: Organizational Skills Replace Coding Skills
OpenAI's Codex team shows AI programming now prioritizes organizational skills over coding. Learn the four paradigm shift signals, efficient workflows, and how developer roles are being reshaped.
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Tutorials
Complete Guide to Connecting Codex wit…
·2 min
Complete Guide to Connecting Codex with DeepSeek: Stable Setup in China Without a VPN
Step-by-step guide to deploying OpenAI Codex CLI in China using WSL + MoBridge relay + DeepSeek API. No VPN needed, stable and cost-effective setup in minutes.
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Tutorials
Multi-Model AI Development in Practice…
·2 min
Multi-Model AI Development in Practice: A Guide to Unified API Gateway Architecture Design
Learn how to overcome single-model AI limitations by designing a unified API gateway architecture for multi-model collaboration, covering task routing, failover, and cost optimization strategies.
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Tutorials
Codex Keeps Reconnecting? Fix the Prox…
·2 min
Codex Keeps Reconnecting? Fix the Proxy Configuration Issue in One Step
Codex CLI keeps showing Reconnecting failures? This 5-step guide covers setting HTTP_PROXY, fixing 401/403 errors, and solving proxy issues on Windows, Mac, and Linux.
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Industry Insights
AI Is Getting More Expensive: The Indu…
·3 min
AI Is Getting More Expensive: The Industry Truth Behind Rising Prices for Premium Models
From $1.3M monthly token bills to rising premium AI model prices, AI isn't becoming accessible. A deep dive into the industry's two price lists, centralization trends, and what it means for everyone.
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Tutorials
Three Ways to Deploy Codex: Subscripti…
·3 min
Three Ways to Deploy Codex: Subscription, API Relay, and Free Alternatives Explained
Three ways to deploy OpenAI Codex: ChatGPT Plus subscription, API relay pay-as-you-go, and Kimi Code CLI as a budget alternative. Covers setup, pricing, and comparison for developers.
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Product Reviews
OpenAI Codex Deep Dive: From AI Q&A to…
·2 min
OpenAI Codex Deep Dive: From AI Q&A to AI Getting Things Done
Deep dive into OpenAI Codex: not just answering questions, but independently executing tasks and delivering results. Learn how Codex transforms AI from advisor to executor.
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Tutorials
Cursor Multi-Agent Workflow: A Practic…
·3 min
Cursor Multi-Agent Workflow: A Practical Guide to Main Thread & Grunt Collaboration
Learn the Cursor "Main Thread & Grunt" multi-agent workflow: use a high-tier model for complex tasks and a low-tier model for simple tasks in parallel to maximize AI coding efficiency.
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Deep Dives
Claude Opus vs. Sonnet vs. Haiku: How …
·2 min
Claude Opus vs. Sonnet vs. Haiku: How to Choose the Right Model
Compare Anthropic's Claude Opus, Sonnet, and Haiku models across intelligence, speed, and cost. Practical selection guide with multi-model routing strategies.
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Product Reviews
GPT 5.5 vs Claude Code vs DeepSeek V4:…
·3 min
GPT 5.5 vs Claude Code vs DeepSeek V4: Hands-On Comparison of Three Top Coding Models
Hands-on comparison of GPT 5.5, Opus 4.7 (Claude Code), and DeepSeek V4 Pro through a 3D flight simulator and WebGPU shader test — covering coding ability, pricing, and real-world performance.
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Product Reviews
Cursor vs Tongyi Lingma vs Qoder: A Co…
·3 min
Cursor vs Tongyi Lingma vs Qoder: A Comprehensive Comparison of Price, Performance, and Experience
In-depth comparison of Cursor, Tongyi Lingma, and Qoder across price, speed, code quality, IDE support, and Agent capabilities with selection advice.
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Product Reviews·2 min
feishu-claude-bridge Open Source Project Analysis: A Practical Guide to Integrating Claude Code with Feishu
In-depth analysis of the feishu-claude-bridge open-source project: how to use Claude Code for AI programming directly in Feishu, covering architecture, deployment, and use cases.
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Tech Frontiers·1 min
DeepSeek V4-Pro Permanent Price Cut: Lower Developer Costs as LLM Price War Heats Up
DeepSeek announces permanent discount pricing for its V4-Pro model. Learn how this impacts developers, V4-Pro's competitive edge, and the latest LLM price war trends.
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Product Reviews
Fitten Code MCP Launch: Connecting AI …
·2 min
Fitten Code MCP Launch: Connecting AI Agents to Unlimited External Tools
Fitten Code Agent now supports MCP protocol, enabling flexible integration with GitHub, Bing search, Excel, and other external tools to become a super AI programming assistant.
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Tutorials
Gemini CLI Practical Guide: Custom Com…
·2 min
Gemini CLI Practical Guide: Custom Commands & MCP Plugin Configuration Explained
Complete guide to Gemini CLI setup, custom TOML commands, and MCP plugin integration. Covers free tier details, command templates, and multi-MCP Server configuration for an efficient AI coding workflow.
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Tutorials
PyCharm AI Assistant Deep Dive: Local …
·2 min
PyCharm AI Assistant Deep Dive: Local Completion, Edit Mode & Practical Tips
Explore PyCharm AI Assistant's new features: free local AI completion, cloud-powered generation, Chat & Edit modes, and context management tips for Python developers.
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