#ROS
1452 related articles
Industry Insights·4 min
In-Depth Analysis of the AI Large Model Job Market: Two Core Directions and Future Trends
In-depth analysis of the AI large model job market, breaking down the two core directions—algorithm research and engineering deployment—covering requirements, barriers, and career prospects.
Read more →
Tutorials·3 min
Complete Guide to Downloading, Installing, and Configuring Trae AI Coding Tool
Complete guide to ByteDance's free AI coding tool Trae: download, install, configure, and use with built-in Doubao, DeepSeek models. Native Chinese support, no VPN needed for developers in China.
Read more →
Product Reviews·2 min
Windsurf Integrates Devin Review: A Deep Dive into IDE-Native AI Code Review
Deep dive into Windsurf's integration of Devin Review and Quick Review—how IDE-native AI code review eliminates context switching, boosts developer efficiency, and reshapes workflows.
Read more →
Tutorials·3 min
Claude Code + Databricks Hands-On Tutorial: Natural Language-Driven Enterprise Data Analysis
A complete hands-on guide to connecting Claude Code with Databricks for natural language data queries, automated table creation, and Notebook generation.
Read more →
Product Reviews·2 min
Claude Code v2.1.144 Update: Background Resume Support and Comprehensive Stability Improvements
Claude Code v2.1.144 adds background task Resume support, unifies Usage Credits naming, and fixes network errors, startup lag, and long session display issues for improved stability.
Read more →
Tutorials·3 min
One Person, Three Machines: Local Agent Deployment and Multi-Machine Collaborative Operations in Practice
Deploy Cloud Code and Hermes AI Agents to efficiently manage three physical hosts solo. Covers Ventoy single-file deployment, BTRFS+RAW Image setup, Agent task division, and risk control strategies.
Read more →
Tech Frontiers·3 min
Windsurf Rebrands as Devin Desktop: A Complete Breakdown of the Multi-Agent Collaborative IDE Platform
Windsurf rebrands as Devin Desktop with Agent Command Center for multi-agent management, open-source ACP protocol, and a Rust-rewritten local Agent. Full breakdown of the upgrade and platform strategy.
Read more →
Tech Frontiers·2 min
Major Codex Plugin Upgrade: One-Click Install Transforms AI into Professional Role-Based Assistants
OpenAI's Codex plugin system gets a major expansion, connecting 62 mainstream apps and 110 work skills across sales, analytics, creative, design, and investing. One-click install transforms Codex into a professional AI assistant—no coding required.
Read more →
Tech Frontiers·1 min
Opus 4.7 Fast Mode Lands on Windsurf: 2.5x Speed Boost with No Loss in Intelligence
Claude Opus 4.7 fast mode launches on Windsurf with ~2.5x speed boost while maintaining full intelligence. Analysis of its impact on AI-assisted coding and Windsurf's competitive strategy.
Read more →
Deep Dives·3 min
How Multi-Agent Teams Solve AI Hallucination and Make AI Reliable
Deep analysis of how multi-agent architecture solves AI hallucination. From context rot to adversarial debate mechanisms, see how Anthropic, xAI, and Kimi reduce hallucination rates from 12% to 4.2%.
Read more →
Product Reviews
How a 5-Person Team Reimagined the Ent…
·3 min
How a 5-Person Team Reimagined the Entire Software Development Workflow with Codex: A Real-World Case Study
How a 5-person fleet management team uses OpenAI Codex to revolutionize efficiency: non-technical staff build products independently, orchestrator pattern for layered scheduling, and verify-first mode for code quality.
Read more →
Tutorials·4 min
Deep Dive into Claude Code's Agent Architecture: From Principles to Minimal Implementation
Deep analysis of Claude Code's four core agent modules: Agent Loop, Tool System, Skills, and Memory, with a TypeScript minimal implementation guide for frontend engineers transitioning to AI development.
Read more →
Tutorials·3 min
Comparing Payment Methods for AI Tool Subscriptions: Credit Cards, Gift Cards, and Third-Party Top-Up Platforms
Compare three payment methods for subscribing to Claude, ChatGPT, and other AI tools: international credit cards, App Store gift cards, and third-party top-up platforms. Analyze pros, cons, and security risks.
Read more →
Tutorials·2 min
Building a Lucky Calendar Website with AI and Zero Code: From Idea to Launch
A creator with zero coding experience built and launched a Lucky Calendar website entirely through AI conversations. Full walkthrough from idea to deployment.
Read more →
Product Reviews·3 min
Costco Research Automation Agent Hands-On: One-Click Reproduction of Eigenfaces from Paper to Code
Hands-on test of Costco end-to-end research automation Agent: from reading the classic Eigenfaces paper to PCA code implementation, eigenface visualization, experimental evaluation, and LaTeX paper delivery in six steps.
Read more →
Product Reviews·2 min
OpenDesign Open-Source AI Design Engine: Dissecting the Orchestration Layer Architecture Behind 45K GitHub Stars in One Month
Deep dive into OpenDesign's three-layer orchestration architecture: agent detection, 30+ composable design skills, and 72 brand design systems. Compared with Claude Design and Figma for rapid prototyping.
Read more →
Tutorials·2 min
Claude Code Three Modes Explained: Auto-Edit, Plan & YOLO Fully Automatic Mode
A detailed guide to Claude Code's three working modes: Auto-Edit (Shift+Tab), Plan mode, and YOLO fully automatic mode — how to enable them, ideal use cases, and key considerations for developers.
Read more →
Tutorials·3 min
Practical Guide: Karpathy's Four Principles for Fixing Claude Code's Three Major Pain Points
How Karpathy's four LLM programming principles fix Claude Code's false assumptions, over-complexity, and out-of-scope modifications, with installation methods and framework comparisons.
Read more →
Tutorials·2 min
Getting Started with Spring AI Alibaba: Best Practices for Java Developers to Integrate LLMs
Deep dive into Spring AI Alibaba's positioning and value, using a JDBC analogy to help Java developers understand how to integrate LLM capabilities into existing microservices architecture.
Read more →
Tutorials·3 min
Nature Skills: A Complete Guide to Automating Academic Paper Workflows with Claude Code
Deep dive into the open-source Nature Skills project by a Shanghai Jiao Tong University PhD, automating 7 academic paper workflows via Claude Code's Skills mechanism with 9 Skill writing patterns.
Read more →