Western commercial environment · Manufacturing & Workshops

Precision Assembly Bench Egocentric Data Collection

First-person video of real precision assembly bench work in Western commercial settings, recorded to one written spec, consented, anonymized and QA-checked before it ships.
Sector
Manufacturing & Workshops
Tasks listed
15
Status
15 available on request
Capture
Multiview rig + handheld grippers

Environment

What does the precision assembly bench environment cover?

Typical settings: Assembly bench: PCB/electronics, fasteners, fixtures, solder/crimp tools, small parts. Each recording shows the worker's hands, tools and the objects they handle from their own point of view, in the layouts and with the equipment used in Western manufacturing & workshops work.

The environment sits in the Manufacturing & Workshops sector of the commercial catalog. A spec can take the listed tasks as-is, narrow them, or add tasks the list does not name.

Tasks

Which precision assembly bench tasks can be captured?

Every task in the catalog for this environment, with its skill level and current status.

Precision Assembly Bench tasks available for egocentric capture
TaskWhat is recordedSkillStatus
Apply adhesive beadDispense an adhesive bead on a path.MediumAvailable on request
Apply paste + heatsinkApply thermal paste and seat a heatsink.MediumAvailable on request
Assemble subassemblyStack, align, and fasten a subassembly.MediumAvailable on request
Busbar + limit-block + screwsPlace a busbar and limit block, drive the screw sequence, then remove the block.HardAvailable on request
Crimp connectorCrimp a terminal onto a wire.HardAvailable on request
Kitting to BOMPick parts to a tray per a BOM.EasyAvailable on request
Label + scan unitApply a barcode label and scan.EasyAvailable on request
Peg-in-hole insertInsert pegs/dowels into holes.MediumAvailable on request
Place into fixturePlace a part precisely into a fixture.MediumAvailable on request
Press-fit connectorsPlace and press connectors onto a PCB.MediumAvailable on request
Route + clip harnessRoute conductors to a form board and clip.MediumAvailable on request
Screw-fasten housingFasten a housing with a driver to torque.MediumAvailable on request
Snap-fit housingSnap two housing halves together.MediumAvailable on request
Solder through-holeSolder through-hole components to a board.HardAvailable on request
Torque to specTorque bolts with a torque wrench.MediumAvailable on request

Capture setup

How is precision assembly bench work captured?

Capture setups used in the precision assembly bench environment
SetupHow it worksTasks
Multiview rig + handheld grippersA staged working set recorded by a multiview rig while the operator performs the task with handheld grippers, so demonstrations map onto a robot end effector.15

On the rig tier, every stream is aligned to a shared clock and checked at the sync gate before an hour is billed. See capture for the hardware.

Status

What does each status mean?

Catalog status definitions
StatusMeaningTasks here
Active collectionRecording in this environment is running now, so a spec can join an existing capture stream.0
Ready to deployContributors and site access are set up; capture starts once a spec is signed.0
Available on requestScoped and recruited to spec when a buyer asks for it.15

Western markets

Which Western markets are recruited for precision assembly bench capture?

Contributors are recruited to spec in Western program markets, so the footage reflects how this work is done in North American and European businesses. Country pages list the legal basis and status for each market.

Delivery

How is the data delivered?

Footage is delivered in RLDS, LeRobot, WebDataset, HDF5, zarr and Rerun .rrd, mapped to the canonical episode schema, under a buyer-owned commercial licence. See delivery formats, sample data outputs and how to scope a custom collection.

FAQ

Precision Assembly Bench egocentric data, answered.

What precision assembly bench tasks can Firsthand capture?
15 listed tasks, including apply adhesive bead, apply paste + heatsink, assemble subassembly, busbar + limit-block + screws. Tasks outside the list can be added to a spec.
What does "Western" mean for this environment?
The settings, equipment, packaging and signage found in North American and European precision assembly bench work, recruited in program markets such as United States, Canada, United Kingdom, Germany.
How fast can collection start?
A median of 48 hours from signed spec to first validated batch where coverage is deep. Tasks marked available on request are recruited first, and the timeline is quoted against the spec before capture begins.
Is the footage consented and anonymized?
Yes. Releases are collected before capture, and faces, licence plates and screens are detected and blurred, with a human review step, before footage is delivered.
Who owns the data?
Delivery is under a buyer-owned commercial licence. Pricing is quoted per engagement and billed per validated hour, meaning footage that passed sync and QA against your spec.

Need precision assembly bench footage for your model?

Tell us which tasks your model is missing. We quote reach, timeline and price against one written spec, starting with a Spec Pilot.