# Prompt Engineering

> Systematic model interaction design — few-shot prompting, chain-of-thought, structured outputs, and 2026 reasoning-model patterns.

![Status: complete](https://img.shields.io/badge/status-complete-brightgreen)

Open [`11-prompt-engineering.ipynb`](./11-prompt-engineering.ipynb) for learning objectives, prerequisites, and recommended reading order.

## Topics Covered

- Zero-shot, one-shot, and few-shot prompting
- Chain-of-thought and ReAct prompting
- Structured outputs with JSON schema constraints
- Long context strategies and prompt caching

## Prerequisites

[08-rag/README.md](../08-rag/README.md)

## What Comes Next

[12-llm-finetuning/README.md](../12-llm-finetuning/README.md)
