Scalable Environments Drive Generalizable Agents

In three linesPosition paper arguing that agent generalization requires environment scaling—expanding the distribution of executable rule-sets agents interact with, beyond trajectory or task scaling. Proposes unified taxonomy separating trajectory scaling, task scaling, and environment scaling. Contrasts programmatic generators with generative world models for constructing scalable environments.

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