#code from scratch
1624 related articles
Tutorials·2 min
LangGraph Multi-Agent Architecture in Practice: A Complete Guide from Single Agent to Enterprise-Level Applications
In-depth guide to LangGraph multi-agent architecture: covering Graph structures, MCP protocol integration, single Agent building to enterprise-level multi-agent collaboration for AI developers.
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Tech Frontiers·2 min
Deep Dive into Google AgentGravity 2.0: Dynamic Sub-Agents, SDK, and the Controversial Product Split
Deep analysis of Google AgentGravity 2.0: dynamic sub-agent system, free SDK, project management upgrades, and the controversy over splitting into desktop app, code editor, and CLI tool.
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Tutorials·2 min
Python Machine Learning in Practice: A Complete Guide from Algorithm Derivation to Code Implementation
A systematic Python ML course using a 3-stage framework: algorithm derivation, code implementation, and experimental analysis. Covers logistic regression, decision trees, and ensemble learning.
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Tutorials·2 min
Codex APP Tutorial: Mastering 11 Core Features from Beginner to Pro
Detailed guide to OpenAI Codex APP's 11 core features including Plan Mode, Git integration, Skills system, and model selection with hands-on project demos.
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Tutorials·2 min
Claude Code + Agent SDK for a Personal AI Assistant: A More Elegant Solution Than OpenClaw
Deep dive into using Anthropic Agent SDK to bridge Claude Code via Telegram for a personal AI assistant. Compared to OpenClaw, featuring a three-layer memory system and Mega Prompt guided setup.
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Tutorials·2 min
Claude Code Keeps Writing Garbage Code? A Configuration Guide for CLAUDE.md and AGENTS.md
Deep dive into CLAUDE.md and AGENTS.md configuration for Claude Code. Real cases show proper setup reduces context explanation time from 60% to near zero, letting AI truly understand your project.
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Product Reviews·2 min
Harness AI Engineering Programming: Boost Enterprise Project Development Efficiency by 10x
Deep dive into Harness AI engineering programming methodology, solving AI coding pain points like hallucinations, code standards, and context loss for 10x enterprise efficiency.
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Tutorials·2 min
Claude Code Beginner's Guide: Complete Tutorial from Installation to Cost-Saving Strategies
A comprehensive Claude Code beginner tutorial covering terminal installation, API configuration, cost-saving strategies with compatible models, and 8 architectural patterns revealed by the 510K-line source code leak.
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Product Reviews·1 min
Qwen3.6 27B: Real-World Testing of Three Unconventional Quantized Models — Code Performance +15.8PP, 40B Distillation, 16GB Adaptation
Real-world comparison of three community-built Qwen3.6 27B variants: OmniMerge V4 with +15.8pp code gains, 40B OPUS distilled for roleplay, and a 16GB-optimized version for limited VRAM.
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Tutorials·2 min
GitHub Copilot CLI Hands-On Tutorial: Complete Guide from Installation to Auto-Creating PRs
Complete guide to GitHub Copilot CLI: installation, MCP extensions, and Agentic Coding demo building a Windows 95 simulator with auto GitHub repo creation and PR workflow.
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Tutorials·2 min
Free Claude Code: Tutorial on Using Opus Model for Free via GitHub Student Verification
Learn how to get free Claude Opus access in Claude Code via GitHub Student verification and AnyGuardianManager proxy, with full setup steps and caveats.
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Product Reviews·2 min
Deep Dive into 14 AI Coding Agents Recommended by DeepSeek: A Complete Selection Guide
In-depth analysis of 14 AI coding agents and personal AI assistant tools from DeepSeek's official Awesome DeepSeek Agent list, covering terminal, IDE, and IM scenarios with selection advice.
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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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