MIT AI Risk Repository · Risk Sub-Category · 47.02.14
Nascent capabilities (agency and autonomy)
Category: Ethical and social risks
Description
"Traditionally, AI tools have been viewed as passive instruments controlled by users to achieve their goals, lacking the ability to take action or assume responsibilities. However, advanced AI tools are increasingly capable of taking initiative, operating independently of human control, and actively working toward optimal outcomes, even in uncertain situations."
From Regulating under Uncertainty: Governance Options for Generative AI (G'sell2024), as extracted by the MIT AI Risk Repository (CC BY 4.0).
Classification
- Causal entity
- AI
- Intent
- Intentional
- Timing
- Other
Subdomain definition: AI systems that develop, access, or are provided with capabilities that increase their potential to cause mass harm through deception, weapons development and acquisition, persuasion and manipulation, political strategy, cyber-offense, AI development, situational awareness, and self-proliferation. These capabilities may cause mass harm due to malicious human actors, misaligned AI systems, or failure in the AI system.
How other frameworks describe this risk
- Safety Risks from Affordances Provided to LLM-agents
- Agentic LLMs Pose Novel Risks
- Goal-Directedness Incentivizes Undesirable Behaviors
- Capabilities that could be used to reduce human control - Cyber offence
- Capabilities that could be used to reduce human control - Autonomous replication and adaptation
- Capabilities that could be used to reduce human control - Manipulation
- Subagents
- AI Influence
Other entries from G'sell2024
- Technical and operational risks
- Technical vulnerabilities (Robustness - unexpected behaviour)
- Technical vulnerabilities (Robustness - unexpected behaviour)
- Technical vulnerabilities (Robustness - vulnerability to jailbreaking
- Technical vulnerabilities (Robustness - vulnerability to jailbreaking
- Technical vulnerabilities (The risk of misalignment)
- Technical vulnerabilities (The risk of misalignment)
- Factually incorrect content (inaccuracies and fabricated sources)
- Factually incorrect content (inaccuracies and fabricated sources)
- Opacity (the black box problem)
- Opacity (industry opacity)
- Opacity (industry opacity)