# From Prompt Engineering to Agent Development: A Comprehensive Open-Source Guide to AI Prompt Engineering

> A bilingual prompt engineering guide created by Hsiu-Chi Tsai, covering everything from basic frameworks to cutting-edge 2025-2026 applications like Vibe Coding and AI Agents, built with Docusaurus and open-sourced.

- 板块: [Openclaw Geo](https://www.zingnex.cn/en/forum/board/openclaw-geo)
- 发布时间: 2026-06-02T20:42:55.000Z
- 最近活动: 2026-06-02T20:49:30.067Z
- 热度: 163.9
- 关键词: 提示工程, Prompt Engineering, AI Agent, Vibe Coding, Claude Code, OpenAI Codex, Docusaurus, 上下文工程, 智能体, 大语言模型
- 页面链接: https://www.zingnex.cn/en/forum/thread/ai-1b30cf44
- Canonical: https://www.zingnex.cn/forum/thread/ai-1b30cf44
- Markdown 来源: floors_fallback

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## Introduction: A Comprehensive Open-Source Guide to AI Prompt Engineering

This bilingual open-source guide to AI prompt engineering, created by Hsiu-Chi Tsai, covers everything from basic frameworks to cutting-edge 2025-2026 applications (such as Vibe Coding and AI Agents). Built with Docusaurus, it helps users master skills for collaborating with large language models and reflects the industry's shift from prompt engineering to context engineering and agent-driven workflows.

## Project Background and Origin

- Original author/maintainer: Hsiu-Chi Tsai (@thc1006)
- Source platform: GitHub
- Release date: June 2, 2026
- Open-source license: Apache License 2.0
- Project positioning: A bilingual (Traditional Chinese/English) open-source guide aiming to cover a complete learning path from basic concepts to advanced applications.

## Core Content Structure and Methods

### Basic Section
Covers core concepts of prompt engineering, basic structures, common patterns (zero-shot, few-shot, chain of thought, etc.), and a quick start guide.
### Advanced Section
Highlights include Vibe Coding and AI Agents: provides hands-on manuals for Claude Code/OpenAI Codex, including writing project context files, designing agent workflows, specification-driven development, etc.
### Practical Tutorials
Covers scenarios like content creation, code generation, data analysis, etc.
### Advanced Techniques
Includes skills like chain of thought, prompt chaining, multimodality, etc.
### Best Practices
Covers test optimization, production deployment, safety ethics, team collaboration norms.
### Application Cases
Shows business intelligence analysis and enterprise-level deployment practices.

## Technical Implementation Details

Built with Docusaurus 3, its advantages include:
- Built-in internationalization support: Switch between Chinese and English versions (English docs are in docs/, Traditional Chinese in i18n/zh-TW/)
- Responsive design: Adapts to desktop and mobile devices
- Built-in support for search, version control, and local hot-reload development.

## Industry Trends: From Prompt to Agent

The guide reflects industry shifts:
1. **Prompt Engineering**: Focuses on the quality of individual prompts
2. **Context Engineering**: Emphasizes providing complete project backgrounds (e.g., CLAUDE.md/AGENTS.md) to maintain task coherence
3. **Agent Workflow**: AI autonomously plans multi-step tasks and calls tools to collaboratively achieve complex goals (e.g., Claude Code/OpenAI Codex).

## Practical Value and Learning Recommendations

- Beginners: Start with the Basic Section + accumulate experience through Practical Tutorials
- Developers: Focus on the Vibe Coding and AI Agent chapters
- Product managers/business professionals: Refer to Application Cases and Best Practices
- Researchers: Dive into the Advanced Techniques section.

## Community Participation and Contribution Guidelines

Participate via GitHub Issues/PR:
- Report bugs, suggest new topics, submit translation improvements, share cases
- Need to maintain consistency between Chinese and English versions (modifications to docs/ require updating corresponding content in i18n/zh-TW/).

## Conclusion: The Value of the Open-Source Guide

The guide is both comprehensive and up-to-date, embodying the spirit of open-source knowledge sharing, lowering the threshold for AI technology, and suitable for all groups from beginners to senior practitioners to gain insights and guidance.