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Physical SciencesComputer ScienceArtificial Intelligence

Fully Autonomous AI Agents Should Not be Developed
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Paper Summary
Conflicts of Interest
Identified Weaknesses
Rating Explanation
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Paper Summary
Paperzilla title
Hold Your Horses on AI Butlers: Too Many Risks, Not Enough Real-World Problems Solved Yet
This paper argues against developing fully autonomous AI agents, citing potential risks to safety, security, privacy, and other values. The authors propose a tiered system for categorizing AI agent autonomy, but the framework lacks objective criteria. They suggest prioritizing human control mechanisms and safety verification in AI agent development.
Possible Conflicts of Interest
The authors are employed by Hugging Face, a company that develops and distributes AI models, including LLMs. This could bias their perspective against fully autonomous AI agents, which might be seen as competition for their own products. However, their arguments are aligned with broader ethical concerns about AI safety and control, mitigating this potential conflict.
Identified Weaknesses
Lack of Empirical Evidence
The paper's arguments against fully autonomous AI agents are largely theoretical and based on potential risks, rather than empirical evidence of harm. While the concerns raised are valid and important to consider, the lack of concrete examples of harm weakens the argument.
Subjective Categorization of AI Agent Levels
The paper's proposed categorization of AI agent levels is subjective and lacks clear boundaries. This makes it difficult to objectively assess the level of autonomy of different AI agents and apply the authors' recommendations.
Overemphasis on LLMs
The paper focuses heavily on the risks of LLMs as the foundation for AI agents, but doesn't adequately address the potential for other AI models to be used. This limits the scope of the discussion and its applicability to the broader field of AI agent development.
Rating Explanation
This paper raises important ethical considerations about the development of fully autonomous AI agents. While the core arguments are valid, the paper relies too heavily on theoretical risks and potential harms, rather than empirical evidence. The proposed categorization of agent levels also lacks clarity. Several potential conflicts of interest were also found.
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Topic Hierarchy
File Information
Original Title:
Fully Autonomous AI Agents Should Not be Developed
File Name:
2502.02649v2.pdf
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File Size:
0.30 MB
Uploaded:
July 30, 2025 at 03:26 PM
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