#Code Review
260 related articles
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.
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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.
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Tutorials·2 min
Claude Code DevOps in Practice: Linux VPS Deployment and Infrastructure Automation
A detailed guide on Claude Code for DevOps: Linux VPS secure deployment, permission isolation, Shell automation workflows, and full-stack production deployment from DNS to NGINX and HTTPS.
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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.
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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%.
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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.
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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.
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Product Reviews·3 min
FreeBuff: A Free AI Coding Agent Integrating Top Models Like DeepSeek V4
FreeBuff is a completely free AI coding agent integrating DeepSeek V4 Pro, Kimi K2.6, MiniMax M2.7 and more. Nine sub-agents handle the full workflow from project building to code review.
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Tech Frontiers·3 min
GitHub Copilot Desktop App Released: Agent Programming Breaks Free from the IDE
GitHub launches the Copilot native desktop app as an agent-native development terminal. Session-driven complex task orchestration with deep GitHub ecosystem integration, plus CLI Agent for JetBrains.
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Tutorials·3 min
Building an Automated Workflow SaaS Platform from Scratch: A Complete Guide from Full-Stack Development to Commercialization
A detailed guide on building a commercializable automation workflow SaaS platform from scratch, covering React Flow canvas, Next.js full-stack architecture, Inngest task engine, payment subscriptions, and AI monitoring.
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Tutorials·3 min
Hermes Orchestrating DeepSeek + MiniMax Dual-AI Collaborative Coding: A From-Scratch Project Test
Testing Hermes agent coordinating DeepSeek V4 and MiniMax 2.7 for collaborative coding: PDF export in 9 minutes, RSS service built from scratch in Nim language.
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Product Reviews·3 min
Cursor 2.0 Deep Dive: Hands-On Testing of Five Major Features Including Custom Models and Multi-Agent Parallel Development
Deep dive into Cursor 2.0's five major updates: custom Composer model, Git Worktrees multi-agent parallel development, Agent View mode, built-in browser, and more—with hands-on evaluation.
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Product Reviews·3 min
Cursor 1.0 Major Update: Background Agent, BugBot, and Memory System Fully Explained
Deep dive into Cursor 1.0's major updates including Background Agent for async programming, BugBot automated code review, Memory System, and one-click MCP installation with setup tutorials.
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Product Reviews·3 min
Cursor 1.0 Officially Released: A Complete Breakdown of Five Core Features
Cursor 1.0 officially released, jumping from 0.50 to 1.0. Detailed analysis of BugBot code review, Background Agent, preference memory, one-click MCP install, and Jupyter Notebook enhancement.
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Product Reviews·3 min
Cursor 1.0 Officially Released: Deep Dive into Six Core Features with Hands-On Testing
Deep dive into Cursor 1.0's six core features: Backboard PR review, Background Agent, Memories, One-Click MCP, Jupyter Support, and Rich Chat Response with hands-on testing results.
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Tutorials·3 min
OpenCode Getting Started Guide: Choosing Your Installation Method & Core Features Explained
A detailed guide to OpenCode's three installation methods (Desktop, CMD, WSL) and core features including Agent architecture, custom commands, MCP integration, and Agent Skills.
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Tutorials·3 min
Java Developers Transitioning to AI Engineers: New Interview Trends and Learning Roadmap
Deep analysis of interview trends for Java developers transitioning to AI engineers, covering LLM integration, RAG, Spring AI framework practice, with a complete learning roadmap.
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Tutorials·2 min
CLAUDE.md Convention Files: A New Paradigm for Project Development Standards in the AI Programming Era
A detailed guide to CLAUDE.md convention files covering tech stack declarations, frontend/backend standards, and database design rules to help teams standardize AI code generation and boost human-AI collaboration.
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Tutorials·3 min
Complete Learning Roadmap for Java Developers Transitioning to AI Engineering
A detailed five-phase learning roadmap for Java developers transitioning to AI engineering, covering Spring AI, LangChain4j, RAG core technology, and Agent development.
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Expert Opinions·4 min
Is HTML Replacing Markdown? A Deep Dive into the AI Output Format Debate
Anthropic's team claims HTML is better than Markdown for AI output, and Karpathy agrees. A deep analysis of HTML's advantages in information density, interactivity, and visualization, plus its limitations in version control and token efficiency.
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