Technology / proposed direction
AI & Robotics
Exploratory vision-language-action workflows for bounded tasks and controlled environments. Pantheon studies how perception, language, and action might connect, without claiming a general-purpose robot or trained model.
What we study
How vision-language-action (VLA) approaches map instructions and observations to actions on narrowly defined tasks, and where such methods break down.
How we frame it
Each question begins with a bounded task and a classical or scripted baseline. Learned methods are considered only where the comparison is meaningful.
What this is not
No deployed robot, validated performance, or general embodied intelligence is claimed. This describes a direction of inquiry, not a product.