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AI TutorialsIntermediate

The 5 Levels of Using Codex: From Demo to Production-Grade AI Workflows

Over 18 days, 400 tasks, and 71 billion tokens — how to move Codex from basic chat-box demos to reliable production tooling. Five levels: direct submission, document-driven workflows, Git code management, open source ecosystem integration, and multi-agent collaboration.

5 min read
CodexAI WorkflowGit
AI LearningBeginner

Watch Out! Your AI Is Slacking Off — Practical Anti-Lazy Tips for Vibe-Coding

Vibe-coding AI often cuts corners — placeholder comments, empty stubs, mock data, and skipped logic that looks complete but can't run. Practical prompt constraints, a reusable self-check snippet, and a manual validation workflow to catch unfinished code before it wastes your debugging time.

5 min read
Vibe-CodingAI CodingPrompt Engineering
AI BasicsBeginner

A Beginner's Guide to Learning AI: My Journey and Practical Tips

A practical AI learning guide from a creator who's been through it — start with a specific problem, learn AI terminology like a baby, learn by doing, and find the right resources without information overload.

5 min read
AI LearningBeginnerAI Basics

Latest Articles

View All Articles →
AI TutorialsIntermediate

The 5 Levels of Using Codex: From Demo to Production-Grade AI Workflows

Over 18 days, 400 tasks, and 71 billion tokens — how to move Codex from basic chat-box demos to reliable production tooling. Five levels: direct submission, document-driven workflows, Git code management, open source ecosystem integration, and multi-agent collaboration.

5 min read
CodexAI WorkflowGit
AI TutorialsBeginner

DeepSeek Harness: Complete Beginner's Guide

A complete beginner's guide to DeepSeek Harness — installation (quick try + permanent + headless + source build), API key setup, the four working modes, permission levels, plugin management, and creating your first plugin.

5 min read
DeepSeek HarnessAI AgentsBeginner Guide
AI TutorialsBeginner

OpenCode Desktop: A Complete Beginner's Guide

OpenCode Desktop is an open-source AI coding agent (197K+ GitHub stars) that works directly in China with built-in free models. A beginner's guide to installation, Build vs Plan modes, @ / ! commands, and free-model usage rules.

5 min read
OpenCodeAI CodingDesktop App
AI TutorialsIntermediate

10 Must-Have Plugins for DeepSeek Harness: Complete Installation & Usage Guide

Unlock DeepSeek Harness's full potential with 10 essential plugins — UI themes and desktop pets, TUI terminal mode, Feishu integration, architecture diagrams, vibe design, prompt optimization, persistent memory, vision, and multi-agent teams. Exact install commands and usage for each.

5 min read
DeepSeek HarnessPluginsAI Agents
AI TutorialsIntermediate

Why Agents Need Self-Evolution: Practical Implementation Guide for AI Agents

Static agents repeat the same mistakes and can't adapt when requirements change. A practical self-evolution guide — execution trace collection, self-reflection module, incremental prompt updates, a Python evolution-memory demo, and the pitfalls to avoid.

5 min read
AI AgentsSelf-EvolutionPrompt Engineering
AI LearningBeginner

Watch Out! Your AI Is Slacking Off — Practical Anti-Lazy Tips for Vibe-Coding

Vibe-coding AI often cuts corners — placeholder comments, empty stubs, mock data, and skipped logic that looks complete but can't run. Practical prompt constraints, a reusable self-check snippet, and a manual validation workflow to catch unfinished code before it wastes your debugging time.

5 min read
Vibe-CodingAI CodingPrompt Engineering

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