[2512.16856] Distributional AGI Safety
Abstract:AI safety and alignment research has predominantly been focused on methods for safeguarding individual AI systems, resting on the assumption of an eventual emergence of a monolithic Artificial General Intelligence (AGI). The alternative AGI emergence hypothesis, where general capability levels are first manifested through coordination in groups of sub-AGI individual agents with complementary skills and affordances, has received far less attention. Here we argue that this patchwork AGI hypothesis needs to be given serious consideration, and should inform the development of corresponding safeguards and mitigations. The rapid deployment of advanced AI agents with tool-use capabilities and the ability to communicate and coordinate makes this an urgent safety consideration. We therefore propose a framework for distributional AGI safety that moves beyond evaluating and aligning individual agents. This framework centers on the design and implementation of virtual agentic sandbox economies (impermeable or semi-permeable), where agent-to-agent transactions are governed by robust market mechanisms, coupled with appropriate auditability, reputation management, and oversight to mitigate collective risks.
View PDF HTML (experimental) Abstract:AI safety and alignment research has predominantly been focused on methods for safeguarding individual AI systems, resting on the assumption of an eventual emergence of a monolithic Artificial General Intelligence (AGI). The alternative AGI emergence hypothesis, where general capability levels are first manifested through coordination in groups of sub-AGI individual agents with complementary skills and affordances, has received far less attention. Here we argue that this patchwork AGI hypothesis needs to be given serious consideration, and should inform…
saved by
related reading
- [2602.12316] GT-HarmBench: Benchmarking AI Safety Risks Through the Lens of Game Theoryarxiv.org
- Recommendations for Technical AI Safety Research Directionsalignment.anthropic.com
- Planning for AGI and beyond | OpenAIopenai.com
- Solipsistic Superintelligence is Unlikely to be Cooperativearxiv.org
- AGI Ruin: A List of Lethalities — LessWronglesswrong.com
- Core views on AI safety: When, why, what, and how \ Anthropicanthropic.com
- AGI safety career advice — EA Forumforum.effectivealtruism.org
- Core views on AI safety: When, why, what, and how \ Anthropicanthropic.com
- Patterns and problems in multiagent systemsanthropic.com
- Of Swarms and Sand Godsblog.cosmos-institute.org
- Commentary on AGI Safety from First Principles — AI Alignment Forumalignmentforum.org
- Towards Best Practices in AGI Safety and Governance | GovAIgovernance.ai