Frontier AI: capabilities and risks – a discussion paper

Crëwyd Gan:  thumbnail Richard James
Dyddiad creu: 29 Chwef 2024
Diweddarwyd ddiwethaf: 29 Chwef 2024
Adroddiad
Arall
Arall

The Department for Science, Innovation and Technology share a research and analysis paper on the capabilities and risks of frontier AI. This paper outlines the capabilities and challenges posed by technology – such as misuse, social harms and loss of control.  

Link: Frontier AI  

This resource includes: -  

  • Capabilities and ricks from frontier AI: discussion paper (PDF and HTML)  

  • Future risks of frontier AI (Annex A) (PDF and HTML) 

  • Safety and security risks of generative artificial intelligence to 2025 (Annex B) (PDF and HTML) 

Frontier AI Discussion Paper 

Introduction 

What is the current state of frontier AI capabilities? 

  • How frontier AI works 

  • Frontier AI can perform many economically useful tasks  

  • Frontier AI could be more capable than evaluations indicate  

  • Limitations of Frontier AI  

How might frontier AI capabilities improve in the future? 

  • Recent AI progress has been rapid  

  • Recent progress was driven by systematic trends in compute, data and algorithms 

  • Scaling laws: performance improves predictably with increased compute and data 

  • Rapid AI progress is likely to continue for several years  

  • Advanced general-purpose AI agents might be developed in the future  

What risks do frontier AI present?  

  • Cross-cutting factors  

  • Is it difficult to design sage frontier models in open-ended domains 

  • Evaluating the safety of frontier AI systems is an open challenge  

  • It may be difficult to track how frontier AI systems are deployed or used  

  • AI safety standards have not been established  

  • Insufficient incentives for AI developers to invest risk into mitigation measure  

  • There may be a significant concentration of market power in AI  

Societal Harms 

  • Degradation of the information environment  

  • Labour market disruption 

  • Bias, Fairness and representational harms 

Misuse risk 

  • Dual Use Science risks 

  • Cyber 

  • Disinformation and influence operations 

Loss of control 

  • Humans might increasingly hand over control to misaligned AI Systems 

  • Future AI systems might actively reduce human control 

Future Risks of Frontier AI (Annex A) 

  • Current Frontier AI Capabilities  

  • Future Frontier AI Capabilities  

  • Other Critical Uncertainties  

  • Future Scenarios for Exploring Frontier AI Risks  

  • Frontier AI Risks  

Safety and security risks of generative artificial intelligence to 2025 (Annex B) 

  • The generative AI ecosystem  

  • Threat actors 

  • Safety and security risks  

Pwnc: AI AI » Cynhyrchiol ai AI » Risg AI