# X-Risk Analysis for AI Research

**Authors:** Dan Hendrycks, Mantas Mazeika  
**arXiv:** [2206.05862](https://arxiv.org/abs/2206.05862)  
**Date:** 2022-06-13  
**Summary page:** https://www.summarizepaper.com/en/paper/2206.05862v7/

## Key points

- AI has the potential to revolutionize society, but also comes with risks and responsibilities
- There is a need for systematic discussion on how to manage long-term risks associated with AI development
- The guide provides tools and concepts for analyzing x-risk associated with AI development in order to mitigate these risks
- Reviewing how systems can be made safer today by drawing on time-tested concepts from hazard analysis and systems safety
- Discussing strategies for having long-term impacts on the safety of future systems
- Introducing a crucial concept in making AI systems safer by improving the balance between safety and general capabilities
- It is essential to consider the potential negative consequences of AI technology
- This paper serves as an important resource for anyone involved in developing or researching artificial intelligence technology.

## Summary

Artificial intelligence (AI) has the potential to revolutionize society, but it also comes with heightened risks and responsibilities. To ensure that AI systems are developed safely and responsibly, there is a need for systematic discussion on how to manage long-term risks associated with them. This guide provides tools and concepts for analyzing x-risk associated with AI development in order to better understand how to mitigate these risks. It consists of three parts: First, the authors review how systems can be made safer today by drawing on time-tested concepts from hazard analysis and systems safety that have been designed to steer large processes in safer directions. Second, they discuss strategies for having long-term impacts on the safety of future systems. Finally, they introduce a crucial concept in making AI systems safer by improving the balance between safety and general capabilities. The authors emphasize that while the potential benefits of AI are vast, it is essential to consider its potential negative consequences as well. This paper serves as an important resource for anyone involved in developing or researching artificial intelligence technology.