#MFU
34 related articles
Tutorials·2 min
Complete Guide to Codex Installation & Usage: From Prerequisites to Multi-Task Workflows
Complete guide to Codex App installation covering Git, Node.js, and VS Code prerequisites, plus workspace setup and multi-task workflows for AI-powered coding.
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Deep Dives·2 min
The "Worse is Better" Philosophy of Large Model Design: Why Simple and Brutal Beats Refined and Complex
Analyzing the "worse is better" philosophy in large model architecture: why DeepSeek V4 dropped N-gram, why Transformer dominates AI, and three iron laws of simple, efficient model design.
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Deep Dives·3 min
Deep Dive into How Claude Code Works: A New Programming Paradigm Driven by the Agent Loop
Deep dive into how Claude Code works, including the Agentic Loop, automatic context compaction, tool calling, and permission modes that power autonomous AI programming.
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Expert Opinions·2 min
Cross-Agent State Sharing: A More Practical Context Solution Than Memory Management
Analysis of context fragmentation in multi-Agent collaboration, comparing memory vs. state management approaches, and how tools like Opal Bridge enable seamless switching between Claude Code, Codex, and other Agents.
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Industry Insights·3 min
From GPT-1 to ChatGPT: How Ilya's Bet Ignited the AI Revolution
From GPT-1 mocked as garbage in 2018 to ChatGPT sweeping the globe, how Ilya Sutskever's faith in Scaling Laws led OpenAI from the Transformer to the LLM revolution.
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Industry Insights·3 min
Free AI Tool Scams Exposed: Deconstructing Traffic-Funneling Tactics and Risk Prevention Guide
Deep analysis of free AI tool traffic-funneling scams on Bilibili, exposing tactics from fake public welfare personas to victim narratives and private domain conversion, with practical risk prevention tips.
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Product Reviews·2 min
Hands-On Review of a High-Freedom AI Companion Chat App: Unrestricted Roleplay Conversation Experience
Hands-on review of an AI companion chat app featuring unrestricted dialogue, analyzing its roleplay, story interaction, and custom character creation while comparing it to Character.AI and SillyTavern.
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Tutorials·1 min
How to Use Grok's Latest Model for Free Without Limits — And the Risks Involved
A detailed look at free unlimited Grok access methods, including AI image generation, along with risk assessment covering data privacy, account security, and official alternatives.
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Tutorials·3 min
Java + UniApp in Practice: Full-Stack Development of a Stray Pet Rescue Mini Program
A detailed guide on building a stray pet rescue WeChat Mini Program with Spring Boot and UniApp, covering C2C adoption flow, WebSocket chat, and review mechanisms.
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Tech Frontiers·3 min
Claude Code Source Code Leak: Full Roadmap for Opus 4.7 and Mythos 5 Exposed
Anthropic suffers a major code leak exposing 500K+ lines of Claude Code source, unreleased Opus 4.7, Sonnet 4.8, Mythos 5 models, 44 hidden feature flags, and the full product roadmap.
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Tech Frontiers
AI Weekly: Claude Code Review, Gemma 4…
·3 min
AI Weekly: Claude Code Review, Gemma 4 Leak & DeepSeek V4 Delayed
Weekly AI roundup: Anthropic launches Claude Code review, Google Gemma 4 leaks with MoE architecture, DeepSeek V4 delayed again, Microsoft Copilot Cowork reshapes collaboration, and OpenAI acquires PromptFool.
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Industry Insights
Interpreting OpenAI's Frontier Governa…
·2 min
Interpreting OpenAI's Frontier Governance Framework: Aligning with Global AI Regulatory Trends
Deep analysis of OpenAI's Frontier Governance Framework, examining its core elements in AI safety and risk management, and how it aligns with the EU AI Act, California AI regulations, and global trends.
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Product Reviews·2 min
Cursor vs Claude Code vs Windsurf: Hands-On Comparison — Which One Is Worth Your Money?
Hands-on comparison of Cursor, Claude Code, and Windsurf across code quality, dev speed, security, and value — find your ideal AI coding assistant.
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Tutorials·3 min
Enterprise Multi-Agent Development: Low-Code Platforms vs. Hand-Written Code — An In-Depth Comparison
In-depth comparison of two enterprise multi-agent development approaches: low-code platforms like Dify vs. hand-written code with LangGraph. Covers efficiency, flexibility, security, and prompt injection defense strategies.
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