#automation mindset
227 related articles
·4 min
AI Testing in Practice: A Complete Guide to Three Types of AI Tools and the New Paradigm of Test Development
A complete guide to the three core categories of AI tools in the testing era (personal assistants, CLI geek tools, AI IDEs), revealing the real challenges of AI test case generation and the new AI test development paradigm.
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·3 min
In-Depth Analysis of Three AI Test Automation Approaches: Code Scripting, DOM Parsing, and Visual Models
A systematic breakdown of the three mainstream test automation approaches in the AI era: AI-generated code scripts, DOM parsing driven, and LVM visual model driven. In-depth comparison of principles, pros/cons, and use cases.
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·2 min
Codex Hands-On Tutorial: Generating MG Animation with an AI Agent in One Sentence
Get started with the Codex AI Agent from scratch: project creation, plugin config (Computer Use/Remotion), Plan Mode vs Goal Mode, and a hands-on demo of generating an MG animation in one sentence.
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·2 min
Codex Hands-On Tutorial: Generate MG Animation with an AI Agent in One Sentence
Get started with Codex AI Agent from scratch: project creation, plugin setup (Computer Use/Remotion), Plan Mode vs Goal Mode, and a hands-on demo of generating MG animation in one sentence.
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·4 min
OpenAI Merges Codex and ChatGPT: Deep Dive into Three New Models + Agent Workflows
OpenAI merges Codex and ChatGPT into a unified platform while launching three new models: SOUL, TERRA, and LUNA. Deep dive into Computer Use, loop workflows, multi-threading, and the Agent Native strategy.
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·3 min
The Rise of General AI: Breakthroughs in Mathematical Reasoning and Competitive Programming
Frontier AI is going general: costs are dropping, general models are beating specialized ones in math and competitive programming, and multi-agent workflows are maturing fast.
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·7 min
Enterprise AI Agent Security Isolation and Memory Design: NanoClaw Founder Breaks Down Real-World Lessons
NanoClaw founder David Boyd breaks down the core engineering of enterprise autonomous Agents: a triple security isolation model, LLM Wiki memory design, and the real-world path from personal Agents to team-scale deployment.
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·4 min
Office CLI: The Open-Source Tool That Lets AI Agents Generate and Deliver Office Files
Office CLI is an open-source GitHub Trending tool that lets AI Agents create Word, Excel, and PowerPoint files directly — with preview rendering and auto-checks, no Microsoft Office required.
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·3 min
The Complete Beginner's Guide to Vibe Coding: Core Logic and Practical Learning Path
Vibe Coding is the new AI-era programming paradigm. Describe what you want in plain language; let AI generate the code. Learn the 3-stage path: mindset, quality, and real projects.
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·5 min
From Vibe Coding to AI Engineering: A Complete Guide to Enterprise-Grade Development
In the AI programming era, Vibe Coding alone can only build toys. This article deeply analyzes the complete engineering path from Vibe Coding to SDD spec-driven development, covering Claude Code and Codex tool selection, the SuperPower plugin, and domestic LLM comparisons.
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·6 min
The Complete Codex Guide: From Beginner to Pro with the All-in-One AI Assistant
OpenAI Codex is more than a coding tool—it's an AI agent that writes code, makes slides, and operates browsers. This guide covers its four versions, permission modes, plugins, automation, and six best practices.
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·2 min
Vibe Coding on a Budget: The Brain-vs-Hands Multi-Agent Strategy for Saving Tokens
Always burning through your AI coding quota? This guide breaks down a brain-vs-hands multi-agent strategy: use strong models only for planning, and cheap models like DeepSeek for execution.
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·3 min
Vibe Coding in Practice: Building Your Core Competitive Edge with AI-Assisted Development
Vibe Coding is a new AI-era programming paradigm focused on logic over syntax. Use Claude Code, Cursor, and LangChain to ship products solo and 10x your productivity.
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·2 min
Vibe Coding in Practice: From Idea to Real Product — No Coding Required
Vibe Coding is an AI-driven development paradigm that requires no coding skills. Use natural language to guide AI through design, development, and testing. Learn the 4-step workflow using Gemini, Figma Make, and Claude Code.
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AI Agent Autonomous Repair Systems: Wh…
·2 min
AI Agent Autonomous Repair Systems: Where to Draw the Line Between Convenience and Loss of Control
When AI Agents are authorized to autonomously repair production systems, what real risks lurk behind "pray-and-operate"? A deep dive into loss-of-control dangers and practical safety principles including least privilege, human-in-the-loop, and rollback.
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·2 min
Pushing Home Media Servers to the Limit: 21 Concurrent Plex Streams and a Custom Monitoring Dashboard
How one self-hoster achieved 21 concurrent Plex streams, tackled bandwidth and disk I/O bottlenecks, and built Manifold — a custom React dashboard combining netdata and MQTT.
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·7 min
Claude Code Practical Tutorial: A Complete Beginner's Guide to Automating Your Entire Workflow
No coding required! This guide breaks down the complete Claude workflow: custom Projects, batch SEO content, one-sentence tool building with Artifacts, and Claude Code terminal ops—with real traffic-growth cases.
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·3 min
Codex vs Fable: Which AI Agent Is Better at Finding Real Pain Points?
Codex vs Fable in an open-ended problem space: Codex delivers flawless execution but plays it safe; Fable shows sharp strategic vision but lands too narrow. Here's how to combine both.
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·3 min
AI Second Brain Tech Stack: Building a Proactive Intelligent Assistant for ADHD Users
How to build a true AI second brain for ADHD users: LangGraph, n8n, RAG, vector databases, and layered architecture for a proactive personal assistant.
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·3 min
Complete Guide to Subscribing to Claude in China Without Getting Banned: Three Approaches Compared
Worried about getting your Claude account banned in China? This guide breaks down Anthropic's ban logic and compares three safe approaches: third-party subscriptions, official API, and relay services.
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