#local knowledge base
1821 related articles
Product Reviews·3 min
How to Use Gemini 3.1 Pro in China? 5 Solutions Tested and Compared
A detailed comparison of 5 ways to use Gemini 3.1 Pro from China: Google AI Studio, Gemini official site, 2233.ai relay, API relay, and POE — analyzed by network requirements, cost, and features.
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Tutorials·3 min
The Complete Codex Guide: From Download & Installation to Real-World Practice
Complete guide to OpenAI Codex: download, installation, plugin system, Skill library & practical tips. Covers project management, website building, and automation tasks.
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Tech Frontiers·3 min
Major Cursor Agent Update: AI Coding Assistant Now Tests Its Own Code and Records Video Proof
Cursor's coding Agent gains computer use capabilities, automatically launching browsers to test code and recording work videos for review. See how this reshapes code review workflows.
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Product Reviews·4 min
GLM-4.7 In-Depth Review: Coding Capabilities on Par with Claude Sonnet 4.5
In-depth testing of Zhipu AI's open-source GLM-4.7 coding abilities across SVG animation, 3D game dev, iOS native apps, and browser automation, compared against Claude Sonnet 4.5 and DeepSeek V3.2.
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Deep Dives·4 min
MCP Protocol Deep Dive: Core Concepts, Workflow, and Packet Capture Analysis
Deep dive into MCP protocol internals: core concepts of Host, Server, and Tool, complete data flow, Function Calling evolution, and packet capture revealing how Cline actually communicates with LLMs.
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Product Reviews·3 min
Claude 4.6 vs Gemini 3.1 Pro for Novel Writing: A Multi-Model Combo Is the Optimal Solution
Real-world comparison of Claude 4.6 Opus/Sonnet vs Gemini 3.1 Pro for AI novel writing. Multi-model workflow: Claude for outlines, Gemini for prose, with full reference-based setup process.
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Tutorials·4 min
UpCtl Technical Deep Dive: How Tmux + SSH Powers AI Agent Automated Deployment
Deep dive into UpCtl's technical implementation: Tmux Session management for stable AI Agent operation, SSH tunneling for hybrid cloud deployment, four-level knowledge base replacing vector database RAG, and Ticket workflows for automated dev-test-deploy pipelines.
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Tutorials·3 min
Architect Uses Codex to Develop Plugins and Websites with Zero Coding: Six Months of Hands-On Experience Shared
A state-owned enterprise architect with zero programming skills used GPT Codex to develop Blender plugins and websites in 6 months. Covers tool selection, API cost-saving tips, and Vibe Coding workflow.
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Product Reviews·3 min
Tbox AI Browser Review: Full Workflow Automation for Xiaohongshu from Content Creation to Publishing
Detailed review of Tbox AI Browser's Xiaohongshu creation features, breaking down how AI Agent automates the full workflow from topic search, copywriting, image generation, layout design to one-click publishing.
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Expert Opinions·3 min
Vibe Coding Crashes and Burns After Seven Months: 234 Commits Archived, Rewriting Everything from Scratch
A developer Vibe Coded with AI for 7 months, made 234 commits and 1,690 lines of code, then the project collapsed. Five hard lessons reveal AI's true limits: it builds features, not architecture.
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Tutorials·3 min
Vibe Coding in Practice: Building an AR SLAM System with AI Programming to Save $28K in Licensing Fees
AR entrepreneur uses Vibe Coding to build a custom SLAM system, replacing $5K-$20K/year commercial licenses. Full hands-on experience with AI-powered SLAM development and why most Vibe Coding projects fail.
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Tutorials·3 min
GitHub Beginner's Guide: A Plain-Language Introduction to the World's Largest Open Source Platform
What is GitHub? This beginner's guide covers core features: discovering trending projects, reading READMEs, downloading Releases, using Issues, and Forking repos—no coding required.
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Expert Opinions·4 min
Rejecting Vibe Coding: Matt Pocock's Engineering-Driven Approach to AI Programming
TypeScript expert Matt Pocock's open-source Skills repo earned 80K+ GitHub Stars, using TDD and Domain-Driven Design to solve AI programming's three biggest pain points.
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Tech Frontiers·3 min
Hugging Face Open-Source Agent Ecosystem Explained: From Local Deployment to AI-Automated Training
Deep dive into Hugging Face's open-source Agent ecosystem: open models matching closed-source performance, local deployment options, Skills for conversational model training, and MCP integration.
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Tutorials·4 min
DevBox in Practice: Building an MCP Server & Client from Scratch with One-Click Deployment
Step-by-step tutorial: Build an MCP Server and Gradio Client from scratch using DevBox cloud platform, covering tool definition, LLM function calling, SSE connections, and one-click deployment.
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Product Reviews·2 min
Ray-Ban Meta Smart Glasses Hit All-Time Low at $224 — Is the Summer Sale Worth It?
Ray-Ban Meta smart glasses drop to an all-time low of $224.25 during Meta's Summer Sale. We break down the deal, product highlights, and buying advice for this AI-powered eyewear.
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Tutorials·4 min
Claude Code Installation Guide: From Zero Setup to Multi-Agent Collaboration in Practice
Complete Claude Code installation guide covering environment setup, one-command install, troubleshooting, cost-saving alternatives, and multi-Agent collaboration tips for beginners.
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Deep Dives·4 min
Claude Code Auto Mode Fully Explained: Classifier Mechanism, Fault Tolerance Design & Security Protection
Deep dive into Claude Code Auto Mode: how the independent Classifier reviews AI operations, three-level graceful degradation prevents system deadlocks, SubAgent triple review with Prompt Injection protection, plus setup and plan requirements.
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Deep Dives·3 min
MCP Protocol Explained: How AI's Universal USB Port Works
Deep dive into Anthropic's MCP (Model Context Protocol): how Host, Server, and Client work together with JSON-RPC 2.0 to transform AI from chatbot to digital employee.
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Tutorials·4 min
Getting Started with MCP Protocol: A Practical Guide to AI-Controlled ESP32 Hardware
Learn MCP protocol fundamentals, function definition methods, and practical applications. Demo shows how AI LLMs control ESP32 hardware via semantic understanding using Mixly graphical programming.
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