Robot VLA research centers on deployment-time adaptation and control
This day’s robot research treats vision-language-action (VLA) models as deployed control systems that must calibrate, fine-tune, and execute under hardware constraints.
Topic summary
Online Adaptation
VLA deployment hardening
VLA robot teams now have concrete test targets for failures that appear after lab training: moved cameras, weak demonstrations, and action chunk latency.