Implementing advanced prompt engineering with Amazon Bedrock

This article provides an overview of advanced prompt engineering techniques for Amazon Bedrock, a fully managed service that offers high-performing foundation models (FMs) from leading AI companies. It covers methods like the COSTAR prompting framework, chain-of-thought prompting, Tree of Thoughts prompting, prompt chaining, prompt catalogs, and techniques to mitigate prompt misuses.

Specifically, the article covers:

• COSTAR framework for crafting effective prompts
• Chain-of-thought (CoT) prompting for improving reasoning abilities
• Tree of Thoughts (ToT) prompting for breaking down complex problems
• Prompt chaining to orchestrate sequences of prompts and models
• Prompt catalogs and templates for reusability and consistency
• Common prompt misuses like prompt injection, prompt leaking, and jailbreaking
• Prompt defense techniques like guardrails and unique delimiters
• Best practices for prompt engineering