MIT AI Risk Repository · Risk Sub-Category · 63.09.01

Emergent Capabilities

Category: Emergent Agency

Open the MIT Risk Navigator All entries from Hammond2025

Description

"Emergent Capabilities. Dangerous emergent capabilities could arise when a multi-agent system over- comes the safety-enhancing limitations of the individual systems, such as individual models’ narrow domains of application or myopia caused by a lack of long-term planning and long-term memory. For example, narrow systems for research planning, predicting the properties of molecules, and synthesising new chemicals could, when combined, lead to a complex ‘test and iterate’ automated workflow capable of designing dangerous new chemical compounds far beyond the scope of the initial systems’ capabil

From Multi-Agent Risks from Advanced AI (Hammond2025), as extracted by the MIT AI Risk Repository (CC BY 4.0).

Classification

Domain: 7. AI system safety, failures, & limitations
Subdomain: 7.6 Multi-agent risks
Causal entity: AI
Intent: Unintentional
Timing: Post-deployment

Subdomain definition: Risks from multi-agent interactions, due to incentives (which can lead to conflict or collusion) and/or the structure of multi-agent systems, which can create cascading failures, selection pressures, new security vulnerabilities, and a lack of shared information and trust.

How other frameworks describe this risk

Groups of LLM-Agents May Show Emergent Functionality
Foundational Challenges in Assuring Alignment and Safety of Large Language Models (Anwar2024)
Collusion between LLM-Agents
Foundational Challenges in Assuring Alignment and Safety of Large Language Models (Anwar2024)
Multi-Agent Safety Is Not Assured by Single-Agent Safety
Foundational Challenges in Assuring Alignment and Safety of Large Language Models (Anwar2024)
Foundationality May Cause Correlated Failures
Foundational Challenges in Assuring Alignment and Safety of Large Language Models (Anwar2024)
Financial instability due to model homogeneity
Risk Sources and Risk Management Measures in Support of Standards for General-Purpose AI Systems (Gipiškis2024)
Impact on Financial Stability
Frontier AI Risk Management Framework (v1.0) (Tse2025)
Multi-agent collaboration capability
Frontier AI Risk Management Framework (v1.0) (Tse2025)
Multi-agent collusion propensity:
Frontier AI Risk Management Framework (v1.0) (Tse2025)

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