English

Scenarios and branch points to future machine intelligence

Multiagent Systems 2023-03-03 v3 Artificial Intelligence Computers and Society

Abstract

We discuss scenarios and branch points to four major possible consequences regarding future machine intelligence; 1) the singleton scenario where the first and only super-intelligence acquires a decisive strategic advantage, 2) the multipolar scenario where the singleton scenario is not technically denied but political or other factors in human society or multi-agent interactions between the intelligent agents prevent a single agent from gaining a decisive strategic advantage, 3) the ecosystem scenario where the singleton scenario is denied and many autonomous intelligent agents operate in such a way that they are interdependent and virtually unstoppable, and 4) the upper-bound scenario where cognitive capabilities that can be achieved by human-designed intelligent agents or their descendants are inherently limited to the sub-human level. We identify six major constraints that can form branch points to these scenarios; (1) constraints on autonomy, (2) constraints on the ability to improve self-structure, (3) constraints related to thermodynamic efficiency, (4) constraints on updating physical infrastructure, (5) constraints on relative advantage, and (6) constraints on locality.

Keywords

Cite

@article{arxiv.2302.14478,
  title  = {Scenarios and branch points to future machine intelligence},
  author = {Koichi Takahashi},
  journal= {arXiv preprint arXiv:2302.14478},
  year   = {2023}
}
R2 v1 2026-06-28T08:51:40.740Z