From Language Models to World-Acting Systems: Progress and Limits of Agentic AI across Digital, Social, Virtual, and Physical Environments
3.80T1 sourcearXiv cs.MA
Source record
Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2609.04894.
Pipeline notes
The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.
SummaryCritical review of agentic AI systems covering tool use, multi-agent organization, persistent simulations, and robotics. Organizes evidence along delegated authority, temporal persistence, and environmental coupling, separating model from harness and environment. Proposes 'justified delegation' as a heuristic and outlines a research agenda for coupled model-harness evaluation.
Why it mattersMost agentic AI commentary conflates model capability with system-level reliability. This review separates those layers and names what is actually demonstrated versus assumed.
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