# Cognition

Cursor 2.0 in Practice: Vibe Coding Methodology & Guide to 10x Coding Efficiency

Deep dive into Cursor 2.0's Vibe Coding methodology with two real-world scenarios: full-stack site building and enterprise bug fixing using the Rules, Commands, Context architecture for 10x dev efficiency.

Claude Code Installation & Agent Hands…

Claude Code Installation & Agent Hands-On Tutorial: Easy Enough for Non-Developers

Step-by-step Claude Code installation guide with Volcengine GLM5.1 Chinese LLM. Hands-on Agent demos for Bilibili data scraping and ComfyUI setup. No coding required.

Trae + Doubao Seed 2.0 Hands-On: Build…

Trae + Doubao Seed 2.0 Hands-On: Building a Full-Stack Book Management System for Free

Hands-on test of Trae IDE with Doubao Seed 2.0 building a Django+Vue3 book management system for free, benchmarked against Gemini 2.5 and MiniMax models.

Hotel Sustainability Assessment Algorithms: Optimization Paths and Solutions Under Data Scarcity

Hotel Sustainability Assessment Algorithms: Optimization Paths and Solutions Under Data Scarcity

Exploring the data challenges facing hotel sustainability assessment algorithms, including missing AC energy data and degrowth metric quantification, and how web scraping and NLP solutions can help.

Warp Bets on GPT-5.5: How AI Coding Agents Are Reshaping Open-Source Development Workflows

Warp Bets on GPT-5.5: How AI Coding Agents Are Reshaping Open-Source Development Workflows

Warp deeply integrates GPT-5.5 to build cross-environment AI coding agents spanning local terminals, cloud deployment, and open-source collaboration. Explore its architecture, open-source strategy, and differentiation from GitHub Copilot.

AI Agents Deep Dive: The Paradigm Shift from Chat Tools to Autonomous Execution Systems

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.

US vs. China AI Computer Control Diver…

US vs. China AI Computer Control Divergence: Why Programming Tools Still Haven't Integrated GUI Agents

AI computer control success rates surpass humans, yet Cursor and Copilot still lack GUI Agent integration. Deep analysis of US product packaging vs. China's open-source ecosystem, plus three bottlenecks blocking the path to autonomous software engineers.

Is the Left-Right Divide Obsolete? The Political Spectrum Is Being Restructured in the Information Age

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.

The Dutch Dropping Tradition: Leaving Kids in the Forest to Teach a Lesson for the Digital Age

The Dutch Dropping Tradition: Leaving Kids in the Forest to Teach a Lesson for the Digital Age

The Dutch tradition of Dropping has teens navigate forests without phones or GPS. This seemingly hardcore approach reveals deep lessons about offline survival skills, spatial cognition, and teamwork in the AI age.

Open-Source MCP Tool: A Definitive Sol…

Open-Source MCP Tool: A Definitive Solution to AI Coding Hallucinations

Explore the open-source MCP tool with 20K+ GitHub Stars that eliminates AI coding hallucinations by fetching real-time official docs for Cursor and VS Code.

WaLiCode v0.2.0: Indie AI IDE Adds Multi-Project Chat and Task Decomposition

WaLiCode v0.2.0: Indie AI IDE Adds Multi-Project Chat and Task Decomposition

Indie developer releases AI IDE WaLiCode v0.2.0 with multi-project chat, task decomposition mode, and Ollama local model support, addressing pain points in mainstream AI IDEs.

In-Depth Comparison of 8 AI Coding Tools: How to Choose Between Cursor, Claude Code, and Augment Code

In-Depth Comparison of 8 AI Coding Tools: How to Choose Between Cursor, Claude Code, and Augment Code

In-depth comparison of 8 AI coding tools including Cursor, Claude Code, Augment Code, Trae, and Windsurf across model support, pricing, code quality, and context understanding to help developers choose the right tool.

Building a Financial Report Analysis AI Agent with Cursor + Skills: A Step-by-Step Tutorial from Scratch

Building a Financial Report Analysis AI Agent with Cursor + Skills: A Step-by-Step Tutorial from Scratch

A hands-on tutorial for building a financial report analysis AI Agent from scratch using Cursor editor, Skills definitions, and MiniMax M2.1. Covers setup, architecture, Skills methodology, and multi-language programming.

Devin 2.0 In-Depth Review: Is the $20/Month AI Coding Agent Actually Worth It?

Devin 2.0 In-Depth Review: Is the $20/Month AI Coding Agent Actually Worth It?

In-depth analysis of Devin 2.0: dropped from $500 to $20/month, 12x efficiency in code migration, but only 15% completion on complex tasks. Real test data on use cases and limitations.

Tasi Harness: Local AI Agent for Browser Automation

2026年5月28日·1 min

Tasi Harness: Local AI Agent for Browser Automation

Tasi Harness is a locally deployed AI Agent browser automation tool that drives browsers via natural language to complete searches, data collection, and form filling. A deep dive into its features, technical highlights, and use cases.

Devin 2.0 Deep Dive: What Can the First AI Software Engineer Actually Do?

Devin 2.0 Deep Dive: What Can the First AI Software Engineer Actually Do?

Deep dive into Devin 2.0 — the latest evolution of the world's first AI software engineer. Exploring autonomous coding, multi-agent parallelism, Ask Devin, Deep Wiki, and how it differs from Copilot and Cursor.

Single-Agent vs Multi-Agent: A Three-Step Decision Framework for Choosing the Right Architecture

Deep Dives

Single-Agent vs Multi-Agent: A Three-Step Decision Framework for Choosing the Right Architecture

Based on Anthropic's engineering practices, a detailed three-step decision framework for single-agent vs multi-agent architecture: bottleneck identification, technical feasibility, and business value filtering.

Advanced AI Art: Reference Image Upload & 6 Smart Drawing Modes — A Practical Guide

Advanced AI Art: Reference Image Upload & 6 Smart Drawing Modes — A Practical Guide

Master advanced AI art techniques: reference image upload to guide creative direction, plus 6 smart drawing modes — Smart Repaint, Line Art Coloring, Depth-Aware Repaint, Doodle-to-Image, Font Design, and Pose Recognition.

LangGraph + MCP: A Practical Guide to Building Enterprise-Grade ChatBI Data Analysis Agents

2026年5月27日·3 min

LangGraph + MCP: A Practical Guide to Building Enterprise-Grade ChatBI Data Analysis Agents

Learn how to build a ChatBI data analysis Agent from scratch using LangGraph + multi-MCP architecture, covering centralized-to-decentralized evolution, NL2SQL, agent orchestration, and enterprise deployment.

MCP Protocol Explained: The New Agent Communication Standard Replacing Function Calling