ManufacturingFirst-person video
Precision component assembly
Picking up small components, orienting them by hand and placing them into a multi-part assembly jig.
Fine manipulation
Data from
real work.
We collect physical AI data across industrial assembly, production workflows and hands-on work. Explore the tasks, tools and interactions in short excerpts from our recordings.
These samples represent a small part of our broader collection. Additional tasks, environments and longer recordings are available on request, along with capture specifications.
20 samples
ManufacturingFirst-person video
Panel and fixture work
Using a handheld tool on a panel held in a workbench fixture, with both hands coordinating the operation.
Tool use
ManufacturingFirst-person video
Component and lead assembly
Handling small electrical components and positioning their leads at a production workstation.
Fine manipulation
ManufacturingFirst-person video
Electronics enclosure assembly
Repositioning an electronics enclosure and using a handheld tool to work on the assembly at a bench.
Assembly sequence
ManufacturingFirst-person video
Machine adjustment
Working with a handheld tool around a machine fixture, with close views of gloved hands and the target parts.
Machine servicing
ManufacturingFirst-person video
Metal frame assembly
Positioning metal sections and using a handheld tool at a shared assembly station.
Parts handling
ManufacturingFirst-person video
Metal grinding
Guiding an angle grinder against a metal workpiece, showing tool contact and two-hand control.
Tool–material contact
PackagingFirst-person video
Garment packaging
Opening clear packaging and guiding a folded garment into it at a packing workstation.
Packing and insertion
TextilesFirst-person video
Production sewing
Aligning fabric and feeding it through a sewing machine while coordinating both hands near the needle.
Fabric–machine interaction
TextilesFirst-person video
Garment ironing
Repositioning a garment and moving an iron across the fabric at a production workbench.
Tool use on fabric
TextilesFirst-person video
Garment folding with a fixture
Shaping and folding a garment on a structured workbench, using a fixture and weights to hold the fabric in place.
Deformable materials
TextilesFirst-person video
Workbench garment folding
Spreading, aligning and folding white garments at a textile workstation.
Two-hand coordination
TextilesFirst-person video
Garment finishing
Holding and repositioning a garment while trimming loose threads with scissors.
Precision tool use
AutomotiveFirst-person video
Wheel handling at a balancing station
Lifting, positioning and securing a wheel on a tire-balancing machine.
Object–fixture alignment
AutomotiveFirst-person video
Wheel installation
Lifting a wheel onto the hub, aligning it and starting the fasteners by hand.
Lift, align and attach
AutomotiveFirst-person video
Wheel fastener removal
Using a lug tool to loosen wheel fasteners, with close views of the hand, tool and wheel.
Tool–fastener interaction
AutomotiveFirst-person video
Motorcycle workshop maintenance
Working with a hand tool around motorcycle components in an equipped workshop.
Confined-space tool use
Food preparationFirst-person video
Batch food assembly
Placing ingredients onto buns and assembling burgers in a repeated two-hand workflow.
Sequential assembly
Robot demonstrationsRobot camera
Robot object transfer
A robot grasps apple-shaped objects and transfers them into a tray.
Grasp and placement
Robot demonstrationsRobot camera
Robot cloth folding
A robot manipulates and folds a cloth, viewed from a fixed camera overlooking the work surface.
Deformable manipulation
A closer look at the data you need.
Share your target tasks, environments and capture requirements. We’ll put together relevant samples and discuss a collection program around your specifications.