#code from scratch
2024 related articles
Deep Dives·2 min
OpenAI Codex Deep Dive: The AI Tool That Lets You Build Apps with Zero Coding Experience
Deep dive into OpenAI Codex's new positioning and core capabilities. Codex lets anyone automate tasks, integrate apps, and build products from scratch using natural language — no coding required.
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Tech Frontiers·2 min
Replit's Free Mobile App Conversion Feature: Import Your Project, Get a Native App
Replit launches free mobile app conversion for imported Web projects. Analysis of core value proposition, competitive strategy, and key considerations for users.
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Product Reviews·1 min
Claude 4 Hands-On Review: In-Depth Comparison of Opus 4 and Sonnet 4
First hands-on review of Claude 4 series: multi-dimensional comparison of Opus 4 and Sonnet 4 across coding, document analysis, reasoning, and AI Agents, with benchmarks against GPT-4o and Gemini 2.5 Pro.
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Deep Dives·2 min
Struggling with AI Agents? The Real Breakthrough Is Understanding the Fundamentals
Why do AI agents still underperform despite premium subscriptions and dozens of tools? Learn the 3 cognitive traps blocking most users and how to think like an agent architect.
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Tutorials·1 min
Claude Code + DeepSeek in Practice: A Vibe Coding Tutorial for Building a Desktop Pet
Use Claude Code with DeepSeek to build a desktop pet from scratch via Vibe Coding. Learn the combo's advantages, key technical points, and AI-driven iterative development workflow.
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Deep Dives·2 min
GPT-5.3 Codex Deep Dive: From Coding Tool to Digital Colleague
A deep dive into OpenAI's GPT-5.3 Codex agentic coding model — from SWE-Bench Pro to OS World benchmarks — exploring how AI evolves from tool to digital colleague.
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Product Reviews·3 min
OpenAI Codex App In-Depth Review: How This AI Programming Assistant Is Reshaping the Development Workflow
In-depth review of OpenAI Codex App: natural language app building, multi-task parallel development, voice interaction, and intelligent Code Review reshaping the development workflow.
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Tutorials·2 min
Obsidian + Claude Code Three-Layer Memory System: A Complete Solution to AI Cross-Session Amnesia
Learn how to build a three-layer memory system with Obsidian and Claude Code to solve AI cross-session amnesia. Runs locally with zero API costs, includes Memory.md template.
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Product Reviews·4 min
AI Frontend Design Showdown: Opus 4.5 Dominates with a Single Markdown Skill File
Real-world comparison of Opus 4.5, Gemini 3 Pro, and GPT 5.2 frontend design capabilities. Opus 4.5 goes from worst to best with a Markdown skill file. Includes setup tutorial and full test results.
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Tutorials·4 min
Windsurf AI Editor: A Practical Guide to Organizing Thesis Materials for Your Final Year Project
Learn how to use Windsurf AI editor for thesis material organization, including environment setup, API key configuration, and automated extraction of references, outlines, and tech selections in minutes.
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Tutorials·4 min
10 High-Frequency Claude Code Commands That Will Double Your Development Efficiency
10 essential Claude Code commands covering terminal passthrough, Ctrl+G multi-line editing, double-Esc context compression, code review, and more to dramatically boost your AI programming efficiency.
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Product Reviews·3 min
Trae + Gemini for HarmonyOS Incoming Call Simulator: 70% AI-Generated Code, Completed in 5 Days
Developer uses Trae + Gemini 3 Pro to build a HarmonyOS incoming call simulator with 70% AI-generated code, compressing 10 days of work to 5. Covers four core modules, AI limitations, and practical tips.
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Deep Dives·2 min
MCP Protocol Architecture Deep Dive: Host-Client-Server Three-Layer Design and Three Core Primitives
Deep dive into MCP's Host-Client-Server three-layer architecture and its Resources, Tools, Prompts primitives. Learn how it transforms AI tool integration from M×N to M+N.
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Tutorials·2 min
Build Custom ComfyUI Nodes with AI from Scratch: A Complete Hands-On Tutorial
Learn how to create custom ComfyUI nodes with zero coding experience using AI tools like Claude and Gemini. Covers node structure, AI tool selection, and hands-on development.
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Tutorials·1 min
Coze Workflow Tutorial: One-Click Historical Short Video Generation – Complete Guide
Step-by-step Coze workflow tutorial using DeepSeek V3 + CapCut to automate historical short video production. Covers script generation, AI image creation, voice synthesis, and CapCut draft output in 6 modules.
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Tech Frontiers·2 min
OpenAI Codex 2.0 Deep Dive: Five Core Upgrades for the AI Programming Agent
Deep analysis of OpenAI Codex 2.0: new computer use, image generation, long-term memory capabilities, evolving from code completion to a full-stack development agent. Covers pricing and developer impact.
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Product Reviews·4 min
Claude Code vs Cursor vs Windsurf: In-Depth 2025 AI Coding Tool Comparison & Selection Guide
In-depth comparison of Claude Code, Cursor, and Windsurf — why the same model delivers different experiences. Includes hybrid workflow tips, project-building guide, and 2025 AI coding tool selection advice.
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Tutorials·3 min
Claude Code DeepSeek Configuration Tutorial: Get Running in 3 Steps with settings.json
Complete guide to configuring Claude Code's settings.json for DeepSeek, Zhipu, and MiniMax integration. Covers file extensions, directory paths, JSON syntax errors, and a 3-step setup process.
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Tutorials·4 min
Windsurf Credit Refill Plugin Hands-On: Auto Credit Refresh + Multi-Window Concurrency Tutorial
Hands-on review of Windsurf refill plugin: auto credit refresh, seamless account switching, and persistent conversations. Compares script injection vs MCP approaches with multi-window concurrency tips and risk warnings.
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Tutorials·4 min
OMO Plugin in Action: Sisyphus Multi-Agent Collaboration for Building an AI Programming Team
Deep dive into the Oh My OpenCode (OMO) plugin's Sisyphus multi-agent system for intelligent AI model scheduling and collaborative development, with practical demos.
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