#Matter
2775 related articles
Tutorials·2 min
Claude Code Enterprise Deployment Guide: Ecosystem Framework and Hands-On Configuration
Deep dive into Claude Code's enterprise deployment architecture for large codebases, covering CLAUDE.md, Hooks, Skills, MCP servers, and organizational governance strategies.
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Tutorials·2 min
AI-Assisted Reverse Engineering in Practice: Analyzing Douyin's Encrypted Parameters and Environment Spoofing
Learn how AI models like DeepSeek assist reverse engineering: analyzing Douyin's X-Bogus encryption, auto-generating 600+ lines of browser environment spoofing code.
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Product Reviews·3 min
Codex vs Kiro vs Coder: A Real-World Comparison of AI Coding Tools in 2025
A hands-on comparison of OpenAI Codex, Amazon Kiro, and Coder using the same HTML game prompt — evaluating code quality, game completeness, and real-world usability with detailed scores and recommendations.
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Tutorials·2 min
Claude Code Beginner's Guide: Complete Tutorial from Installation to Cost-Saving Strategies
A comprehensive Claude Code beginner tutorial covering terminal installation, API configuration, cost-saving strategies with compatible models, and 8 architectural patterns revealed by the 510K-line source code leak.
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Deep Dives·1 min
Gemini 3.5 Flash Deep Dive: Google's AI Agent Execution Engine
Google I/O 2025 unveils Gemini 3.5 Flash—4x faster than frontier models, outperforming its own flagship on coding and Agent benchmarks. Deep dive into its core capabilities and industry impact.
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Tutorials·2 min
Gemini 3.5 Free Access Guide: Direct Connection from China Without VPN
Learn how to use Gemini 3.5 for free from China without VPN or registration. Includes real code generation tests comparing Gemini 3.1 vs 3.5 building a web Minecraft game, plus risk warnings.
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Product Reviews·1 min
Open-Source AI Desktop Pet Cat: Qwen 3.5 Omni + ESP32 Create a Full-Modal Intelligent Companion
Open-source AI desktop cat project built with Qwen 3.5 Omni and ESP32-S3, featuring emotional voice interaction, visual perception, gesture control, and daily life logging with intelligent review.
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Tech Frontiers·1 min
Qwen3.6 MTP Acceleration Benchmarked: Single GPU Inference Hits 220 token/s
Qwen3.6 experimental MTP-GGUF benchmarked: single GPU pushes 35B-A3B model to 220 token/s, 1.4x faster with zero accuracy loss. Covers MTP principles, optimal Draft Tokens strategy, and RTX 5090 results.
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Product Reviews·2 min
ChatGPT Images 2.0 for Brand Design: How Well Does AI-Generated Brand Kits Actually Work?
In-depth review of ChatGPT Images 2.0 for brand design, covering logo generation, color schemes, and Brand Kit creation, analyzing its strengths in style consistency, text rendering, and conversational iteration alongside real-world limitations.
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Tutorials·2 min
Complete Self-Study Roadmap for Cybersecurity: Four Stages from Zero to Hands-On Practice
How to self-study cybersecurity from zero? This guide provides a systematic four-stage roadmap covering fundamentals, penetration testing, range training, and real projects with recommended tools.
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Tutorials·2 min
3 Must-Have DeepSeek Skills Collection Sites to Double Your Productivity
3 top DeepSeek V4 Pro Skills collection sites: a 1.46M open-source repo, a curated quality store, and a popularity leaderboard to help you find reliable AI plugins fast.
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Deep Dives·2 min
How Fast Is 10 Tokens Per Second from an LLM? An Open-Source Tool for Visualizing Token Generation Speed
An open-source tool lets you visualize LLM token generation speeds from 5-800 TPS, helping developers make rational choices about model selection and inference optimization.
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Tech Frontiers·2 min
Character.AI Returns to the App Store: Inside the 4-Month Review Standoff with Apple
Character.AI resolved its 4-month App Store review standoff with Apple and resumed app updates. A look at the dispute, AI content safety challenges, and compliance implications for the industry.
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Tutorials·2 min
2025 Frontend Learning Roadmap: A Complete Guide from Zero to Employment
Complete 2025 frontend learning guide covering industry salary analysis, HTML5/CSS3/JavaScript/Vue3 tech paths, and Shu-Ha-Ri methodology to help beginners master frontend development in 3-6 months.
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Product Reviews·4 min
AI Frontend Design Showdown: Opus 4.5 Dominates with a Single Markdown Skill File
Real-world comparison of Opus 4.5, Gemini 3 Pro, and GPT 5.2 frontend design capabilities. Opus 4.5 goes from worst to best with a Markdown skill file. Includes setup tutorial and full test results.
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Tutorials·4 min
Windsurf AI Editor: A Practical Guide to Organizing Thesis Materials for Your Final Year Project
Learn how to use Windsurf AI editor for thesis material organization, including environment setup, API key configuration, and automated extraction of references, outlines, and tech selections in minutes.
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Product Reviews·2 min
MCP Trends Hub: A Deep Dive into the MCP Protocol-Based Trending Topics Aggregation Tool
Deep dive into the open-source MCP Trends Hub project: how it aggregates trending topics from Weibo, Zhihu, Douyin and more via MCP protocol, and the core value of MCP in AI real-time data access.
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Tutorials·2 min
Hermes Agent Configuration Tutorial: Build an AI Automation Workflow in Six Steps
Learn to configure Hermes Agent in 6 steps: Graphify saves 71x tokens, Smart Model Router cuts 70% costs, crawler matrix for web perception, and browser automation.
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Expert Opinions·2 min
Anthropic Warns: AI Makes Startup Failure Rates Higher, Not Lower
Anthropic's Founders Playbook warns that AI lowers dev costs but not demand validation costs. When execution is cheap, judgment becomes the scarcest startup skill.
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Industry Insights·1 min
Zapier vs Make vs n8n: A Deep Dive into Total Cost of Ownership (TCO) in 2025
A deep-dive TCO comparison of Zapier, Make, and n8n across billing models, labor costs, technical debt, integrations, and compliance — with a decision matrix.
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