RESEARCH

Advancing Physical Intelligence through World-class Research.

At XPhi, research and data go hand in hand. Our research drives the next generation of robot intelligence, and our data engine provides the foundation to validate and scale it in the real world.
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Building the Foundations of Physical Intelligence.

Our research pillars

PERCEPTION &
UNDERSTANDING

Making sense of the 3D world, contact, forces and dynamics.

MANIPULATION &
INTERACTION

Dexterous manipulation, rich contact modeling and skill learning.

LEARNING &
GENERALIZATION

Learning policies that generalize across tasks, embodiments and environments.

WORLD MODELS
& SIMULATION

Building predictive world models to plan, simulate and reason.

HUMAN-IN-THE-
LOOP
INTELLIGENCE

Leveraging human feedback and teleoperation to accelerate learning.

DATA &
EVALUATION
SCIENCE

Advancing data curation, metrics and evaluations for real-world impact.
Unified by our purpose: to build physical intelligence that works in the real world.

Current Research Focus

CONTACT-RICH
PERCEPTION
Contact-rich perception

CONTACT-RICH PERCEPTION

Learning to perceive fine-grained contact, force and geometry from multi-modal sensors.
SPATIAL AI & SCENE
UNDERSTANDING
Spatial AI and scene understanding

SPATIAL AI & SCENE UNDERSTANDING

Building scalable representations of space, objects and dynamics for real-world reasoning.
WHOLE-BODY
INTELLIGENCE
Whole-body intelligence

WHOLE-BODY INTELLIGENCE

Learning coordinated control of the whole body, from locomotion to dexterous manipulation.
TELEOPERATION &
INTERVENTION
Teleoperation and intervention

TELEOPERATION & INTERVENTION

Human-in-the-loop systems that enable efficient data collection and safe autonomy.
DEXTEROUS
MANIPULATION
Dexterous manipulation

DEXTEROUS MANIPULATION

Data-driven policies for high-precision, adaptive dexterous manipulation.
VIEW ALL RESEARCH AREAS →
Let’s push the boundaries

Research. Build. Impact.Together.

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