Position: Agentic Systems Should be General
Elron Bandel, Asaf Yehudai, Alexandre Lacoste, Avijit Ghosh, Graham Neubig, Margaret Mitchell, Michal Shmueli-Scheuer, Leshem Choshen
Abstract
We call for the development of agentic systems that thrive in new environments. Agentic systems, comprising foundation models, tools, and an execution strategy, have demonstrated strong capabilities, yet their development is often constrained by narrow benchmarks and their operation is siloed to limited environments. This paper advocates for developing general, adaptive agents that excel across diverse environments, from terminals and web interfaces to biological and embodied settings. We examine current limitations, explain the potential of increased generality, and identify immediate development priorities. Finally, we argue that protocols and evaluation must prioritize adaptiveness to foster a shared ecosystem for general-purpose agentic systems.
BibTeX
@inproceedings{icml2026_positionagentics,
title = {Position: Agentic Systems Should be General},
author = {Elron Bandel and Asaf Yehudai and Alexandre Lacoste and Avijit Ghosh and Graham Neubig and Margaret Mitchell and Michal Shmueli-Scheuer and Leshem Choshen},
booktitle = {ICML 2026},
year = {2026}
}