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Product Reviews
Deepin Code Hands-On Review: Is This C…
·2 min
Deepin Code Hands-On Review: Is This China-Accessible Claude Code Alternative Worth It?
Hands-on review of Deepin Code, a China-accessible Claude Code alternative. Analyzing multi-model switching, terminal-native interaction, and whether this AI coding tool is worth trying.
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Industry Insights·2 min
The EU AI Fund Controversy: Why GPU Subsidies Fail to Reach Real Entrepreneurs
The EU AI Fund aims to provide GPU compute for startups, but entrepreneurs question resource allocation citing cronyism. Analysis of EU AI subsidy challenges vs. US market-driven models.
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Industry Insights·2 min
Cisco Partners with OpenAI Codex: Three Core Scenarios for Enterprise AI Engineering
Cisco partners with OpenAI to bring Codex into enterprise engineering, covering AI-native development, AI Defense security acceleration, and automated bug fixing.
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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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Deep Dives·4 min
MCP Apps Deep Dive: AI Tools Move from Text Exchange to Interactive Collaboration
Deep analysis of MCP Apps: how Anthropic and OpenAI's official MCP extension enables AI tools to return interactive UIs, solving the context gap with Human-in-the-Loop collaboration.
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Product Reviews
Superpowers vs GStack In-Depth Compari…
·3 min
Superpowers vs GStack In-Depth Comparison: How to Choose Your Claude Code Plugin
In-depth comparison of Claude Code's top open-source plugins Superpowers and GStack — their skills, workflows, and use cases to help developers choose the best AI coding assistant setup.
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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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Industry Insights·3 min
AI Agents Deep Dive: The Paradigm Shift from Chat Tools to Autonomous Execution Systems
Deep analysis of AI Agents vs LLMs, covering three evolution stages, four core architecture components, three penetration paths, multi-agent collaboration, and societal impact.
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Industry Insights·3 min
Is the Left-Right Divide Obsolete? The Political Spectrum Is Being Restructured in the Information Age
1960s hippie positions are now labeled far-right. This article explores why the left-right political divide has failed, examining algorithmic tribalization, AI's reshaping of information power, and the need for multidimensional frameworks.
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Expert Opinions·2 min
Can News About Declining Birth Rates Actually Boost Fertility? The Deep Logic of Information Feedback Loops
Can news about declining birth rates act as a biological self-balancing mechanism? Exploring information feedback loops, cybernetics, and why structural barriers limit this theory's real-world impact.
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Product Reviews·3 min
Cursor 3.0 Deep Dive: From Code Editor to AI Agent Command Center
Deep dive into Cursor 3.0's major upgrades: proprietary Composer 2 coding model, multi-agent parallel workflows, built-in browser and design mode. Exploring the shift from VS Code fork to Rust rewrite and the AI agent programming paradigm.
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Tutorials·3 min
Cursor AI Beginner Tutorial: Rules Configuration & Agent Mode Practical Guide
Complete guide to Cursor AI installation, rules file configuration, and Agent mode in action. Master project-level and global rules setup to drive AI programming with natural language and boost coding efficiency.
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Research·3 min
110K PRs Tested: Which of 5 AI Coding Agents Is Most Reliable?
Empirical study of 110K open-source PRs comparing 5 AI coding agents (GitHub Copilot, Claude Code, Devin) on merge rates, code survival, and long-term maintainability—revealing AI code's 50% one-year survival rate.
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Tech Frontiers·1 min
GPT 5.5 Instant Deep Dive: The Capability vs. Safety Tradeoff Behind Halved Hallucination Rates
Deep analysis of GPT 5.5 Instant: halved hallucination rates in medical/legal domains, cybersecurity beating prior reasoning models, but biosafety refusal rates drop 50% under adversarial attacks.
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Deep Dives·3 min
Deep Dive into MCP Code Execution & Agent Skills: Compressing 150K Tokens Down to 2,000
Deep analysis of two MCP ecosystem breakthroughs: code execution compresses tool definitions from 150K to 2K tokens, and Agent Skills enable capability packaging and reuse.
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Tech Frontiers·3 min
xAI Merges with SpaceX, GPT-5.5-Cyber Preview, Gemini 3.1 Flash Released
Musk announces xAI-SpaceX merger as SpaceX AI, OpenAI launches GPT-5.5-Cyber security model, Google releases Gemini 3.1 Flash, and Airbnb reveals AI writes 60% of new code.
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Tech Frontiers·3 min
Anthropic Open-Sources Financial Agent Suite: 10 Agents Covering the Full Investment Banking Workflow
Anthropic open-sources a financial Agent suite with 10 specialized Agents covering Pitchbook creation, earnings analysis, and valuation modeling, integrating 11 data sources via MCP protocol under Apache 2.0 license.
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Product Reviews·2 min
Cursor vs Windsurf vs PearAI: An In-Depth Comparison of AI Code Editors
Hands-on comparison of Cursor, Windsurf, and PearAI across UI design, UX, AI coding ability, and extra features to help you pick the best AI code editor.
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Tutorials·3 min
MCP Protocol Explained: The New Agent Communication Standard Replacing Function Calling
Deep dive into MCP (Model Context Protocol): its core concepts, three communication mechanisms, and ecosystem. Learn how MCP replaces Function Calling with Streamable HTTP and SDK 2.0.
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