# AI应用

Google Stitch 2.0 Deep Dive: The Transformation from UI Generator to AI-Native Design Canvas

Google Stitch 2.0 major upgrade introduces infinite canvas, design agents, DesignMD rules, and MCP developer integration—transforming from a UI generator into an AI-native design canvas.

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.

Harness Engineering: A Practical Guide…

Harness Engineering: A Practical Guide to AI Programming — From Prompts to Mastery

Explore the three stages of AI programming evolution: from Prompt Engineering to Context Engineering to Harness Engineering. Master enterprise-grade AI coding with Cloud Code + VS Code.

Complete Guide to Connecting Claude Co…

Complete Guide to Connecting Claude Code Desktop with DeepSeek: Zero-Barrier AI Programming Setup Tutorial

Step-by-step guide to connecting Claude Code Desktop with DeepSeek via CCSWitch middleware. No VPN or Claude account needed — set up your AI programming environment in 10 minutes.

Claude Code Desktop Installation Guide…

Claude Code Desktop Installation Guide: No Account Required + Full DeepSeek Integration Tutorial

Step-by-step guide: Install Claude Code Desktop, use it without an account via Developer Mode, integrate DeepSeek models through CC Switch, and set up custom Skills for low-cost AI coding.

Claude Code: 19 Essential Commands Exp…

Claude Code: 19 Essential Commands Explained with Practical Tips to Avoid Common Pitfalls

A deep dive into 19 essential Claude Code commands across conversation management, settings, utilities, permissions, and plugins, plus a golden workflow to double your dev productivity.

Deepin Code Hands-On Review: Is This C…

Deepin Code Hands-On Review: Is This China-Accessible Claude Code Alternative Worth It?

Hands-on review of Deepin Code, a China-accessible Claude Code alternative. Analyzing multi-model switching, terminal-native interaction, and whether this AI coding tool is worth trying.

How to Use Claude in China: Stable Acc…

How to Use Claude in China: Stable Access Solutions & Full Risk Analysis

Users in China face bans, registration hurdles, and payment limits when using Claude. This guide covers third-party mirror sites, model comparisons, and risks.

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.

The EU AI Fund Controversy: Why GPU Subsidies Fail to Reach Real Entrepreneurs

The EU AI Fund Controversy: Why GPU Subsidies Fail to Reach Real Entrepreneurs

The EU AI Fund aims to provide GPU compute for startups, but entrepreneurs question resource allocation citing cronyism. Analysis of EU AI subsidy challenges vs. US market-driven models.

EU Energy Regulation Controversy: The Tug-of-War Between Climate Policy and Tech Productivity

EU Energy Regulation Controversy: The Tug-of-War Between Climate Policy and Tech Productivity

EU AC restrictions spark backlash from tech workers over lost sleep and productivity. Explore how smart climate control and high-efficiency cooling can balance climate goals with human well-being.

Tech Frontiers

OpenAI Partners with Brazilian Media G…

OpenAI Partners with Brazilian Media Giants Grupo Folha and Grupo UOL for Content Collaboration

OpenAI partners with Brazil's Grupo Folha and Grupo UOL to integrate quality Portuguese news into ChatGPT, emphasizing attribution and transparency in its latest global media expansion.

Google's 2026 Global Election Security…

Google's 2026 Global Election Security Plan: Information Governance, Cyber Defense, and AI Transparency

Google unveils its 2026 global election security plan focused on three pillars: accurate information access, cybersecurity defense support, and AI transparency through watermarking and content provenance standards.

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.

Cisco Partners with OpenAI Codex: Three Core Scenarios for Enterprise AI Engineering

Cisco Partners with OpenAI Codex: Three Core Scenarios for Enterprise AI Engineering

Cisco partners with OpenAI to bring Codex into enterprise engineering, covering AI-native development, AI Defense security acceleration, and automated bug fixing.

How GitHub Is Building a General-Purpose Accessibility AI Agent: Lessons Learned and Technical Challenges

Research

How GitHub Is Building a General-Purpose Accessibility AI Agent: Lessons Learned and Technical Challenges

GitHub is building a general-purpose accessibility AI Agent to automatically detect and fix software accessibility issues. Explore the technical challenges, human-AI collaboration, and industry impact.

Amazon Kiro In-Depth Review: How Spec …

Amazon Kiro In-Depth Review: How Spec Mode Redefines AI Programming

In-depth review of Amazon's AI programming tool Kiro, detailing Spec Mode's three-phase structured workflow (Requirements → Design → Implementation), comparing it with Cursor, plus a full hands-on build of an expense tracking system.

How to Choose an AI Coding Tool? Stop …

How to Choose an AI Coding Tool? Stop Chasing the Latest — Stable and Sufficient Is the Way to Go

How should developers rationally choose AI coding tools amid constant model updates? This article analyzes the pitfalls of chasing the latest, compares tools like Cursor and Kiro, and offers a cost-effective, stable AI-assisted coding strategy.

MCP Apps Deep Dive: AI Tools Move from Text Exchange to Interactive Collaboration

Deep Dives

2026年5月28日·4 min

MCP Apps Deep Dive: AI Tools Move from Text Exchange to Interactive Collaboration

Deep analysis of MCP Apps: how Anthropic and OpenAI's official MCP extension enables AI tools to return interactive UIs, solving the context gap with Human-in-the-Loop collaboration.