#code comprehension
1002 related articles
Tech Frontiers·2 min
Claude Haiku 4.5 Released: Double the Speed at One-Third the Price, Setting a New Cost-Efficiency Benchmark for AI Coding
Anthropic releases Claude Haiku 4.5, a distilled version of Sonnet 4.5 with near-flagship coding performance, double the speed, and one-third the cost. Scores 73.3 on SWE-Bench, ideal for developers seeking cost-efficiency.
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Tech Frontiers·2 min
Claude Haiku 4.5 Deep Dive: The Cost-Performance Champion with 2x Speed and 66% Lower Cost
Deep dive into Anthropic's Claude Haiku 4.5: a lightweight AI model with nearly 2x speed, 66% lower cost, and multi-agent support—ideal for developers seeking performance at scale.
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Tutorials·3 min
Complete Guide to Claude Code: Installation, Configuration, and Practical Comparison with Cursor/TRAE
Deep dive into Claude Code's core advantages, installation setup, and fundamental differences from Cursor and TRAE. Covers model configuration for Chinese users, system requirements, and usage tips.
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Tutorials·3 min
51.8K Stars! Claude Code Best Practices: A Complete Guide from Getting Started to Agent Engineering
Deep dive into the 51.8K Star Claude Code best practices project on GitHub, covering Prompt Engineering, efficient Web Coding, multi-Agent collaboration, and more.
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Deep Dives·3 min
D2C Design-to-Code Full Pipeline Explained: The New Design-Development Paradigm That Top Tech Companies Ask About in Interviews
A deep dive into D2C (Design to Code) technology, comparing it with traditional development and Vibe Coding, covering Figma AI implementation, three-level interview questions, and enterprise architecture design.
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Tutorials·3 min
Building an AI Workstation: A Layered Tool Strategy and Physical Isolation Guide
A practical guide to building an AI workstation: physical isolation with vertical screens, pyramid tool layering (Doubao/Trae/Claude/GPT-4), and real Token cost breakdowns to maximize AI workflow efficiency on a budget.
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Tutorials·4 min
Replit Agent Tutorial: Build and Launch an AI Website in 30 Minutes with Zero Code
Step-by-step tutorial on building an AI photography website with Replit Agent—no coding needed. Covers requirements, API setup, iteration, and one-click deployment for rapid MVP validation.
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Product Reviews·3 min
Claude Code Agent Views Hands-On: Parallel Development Experience & Pitfall Guide
Hands-on review of Claude Code Agent Views parallel development: cross-project parallel, Git Worktree multi-branch workflows, Space compact mode, plus key caveats on rate limits and Worktree merging.
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Tech Frontiers·3 min
OpenAI Codex Comes to ChatGPT Mobile: The AI Coding Tool War Heats Up
OpenAI brings Codex to the ChatGPT mobile app, competing directly with Claude Code. Explore Codex mobile features, developer impact, and the 2025 AI coding tool landscape.
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Tutorials·4 min
Claude Code Installation Guide: From Zero Setup to Multi-Agent Collaboration in Practice
Complete Claude Code installation guide covering environment setup, one-command install, troubleshooting, cost-saving alternatives, and multi-Agent collaboration tips for beginners.
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Industry Insights·4 min
The Dismantling of Windsurf: How an AI Coding Unicorn's Moat Collapsed Overnight
AI coding unicorn Windsurf, valued at $3B, was dismantled in one week — OpenAI deal collapsed, Google aquihired the team, Cognition grabbed the remains. A deep dive into AI startup moat fragility.
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Industry Insights·4 min
Microsoft Open-Sources Copilot: A Seismic Shift in AI Coding — Was the $3B Windsurf Acquisition Worth It?
Microsoft open-sources GitHub Copilot, reshaping the AI coding market. Analysis of the three reasons behind this move, its impact on Cursor and Windsurf, and whether OpenAI's $3B Windsurf acquisition still makes sense.
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Tech Frontiers·4 min
Cognition's Acquisition of Windsurf: The Capital Power Play Behind a Weekend Lightning Deal
Cognition acquires Windsurf's core assets at lightning speed, gaining $82M ARR and hundreds of thousands of DAU. A deep dive into the OpenAI, Google, and Anthropic power plays reshaping the AI coding tool market.
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Tutorials·4 min
Browser-Use WebUI Installation & Configuration Guide: AI Browser Automation in Practice
A detailed guide on installing Browser-Use WebUI, configuring Gemini and DeepSeek models, with four practical demos including form filling, content summarization, and e-commerce data scraping.
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Product Reviews·3 min
GPT-5.5 Free Access Hands-On: A Multi-Model Aggregation Platform Review
Hands-on review of a free platform offering GPT-5.5 Syncing, Grok 4.2, Claude Opus 4.7 and more, covering multi-model switching, context memory, AI art, and risk warnings.
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Product Reviews·3 min
GPT-5.5 Hands-On Review: Image Generation at Just 3 Cents Per Image, Plus a Full Breakdown of Coding Capabilities and API Costs
Hands-on review of GPT-5.5 image generation and coding abilities. API image generation costs as low as 3 cents per image. Full breakdown of quality, capabilities, and cost comparisons.
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Product Reviews·3 min
GPT 5.5 vs DeepSeek V4 Hands-On Comparison: Who Wins at Logic, Frontend Generation, and 3D Scenes?
Hands-on comparison of GPT 5.5 vs DeepSeek V4 across logic reasoning, frontend generation, and 3D scenes. Covers speed, code quality, visuals, and cost-effectiveness to help you choose the best AI coding model.
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Tech Frontiers·3 min
NVIDIA Nemotron Hackathon Korea Winners Announced: Asia-Pacific AI Developers Showcase Their Strength
NVIDIA Nemotron Hackathon Korea winners officially announced, showcasing Korean AI developer innovation. Analysis of Nemotron LLM ecosystem, Korea's AI landscape, and NVIDIA's global developer strategy.
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Product Reviews·3 min
Cursor In-Depth Review: Four Modes + Parallel Agents — Why It Remains the Best AI Coding Tool
In-depth comparison of Cursor vs Claude Code, Windsurf, Trae, and other AI coding tools across Agent modes, terminal tools, browser integration, parallel processing, and context management.
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Tutorials·4 min
AI-Powered Research in Practice: From LLM Selection to Building Automated Workflows with N8N
A deep dive into AI-driven research methodology: LLM selection, Python automation, Zotero reference management, Overleaf writing, local LLM deployment, and N8N workflow automation.
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