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INDUSTRY FIELD GUIDE

Laundromat loading and unloading task video for AI

Physical Intelligence documents training and evaluation across tasks including laundry handling.

By Fiund · Updated 2026-11-05

NAICS 812310 · Coin-Operated Laundries and Drycleaners

Physical Intelligence documents training and evaluation across tasks including laundry handling. Troveo markets first-person recordings of hands manipulating objects. A laundromat can demonstrate how the operator moves clean practice textiles through an unpowered machine while annotating the loading and unloading states. Physical Intelligence π0 research · Troveo egocentric video guide

Use business-owned textiles and an unplugged demonstration unit. Record sorting, loading, closing and later unloading as separately labeled clips. Include a clip where the last item is blocked by the door and label that uncertainty. Use the equipment log, if authorized, for actual cycle times as a separate dataset.

Keep customers, garments with identifying marks, payments and live wash controls out. Clear rights to footage and the filming location.

Describe a laundry handling demonstration

Original Fiund exercise

Closing the door does not show whether the last textile was loaded

Business-owned clean practice textiles and an unplugged demonstration unit support original handling clips. No actual wash cycle, customer garment or payment data is recorded.

Fictional records supplied to the evaluator
RecordSourceWhat it records
LM1Sorting viewItems A, B and C tagged and visible on the practice table.
LM2Loading clipA and B visibly enter the unit. C moves toward the opening but is hidden by the door; door then closes.
LM3Unloading clipA and B visible coming out. Final interior and C are not shown; no powered-cycle log supplied.

Question for the model

Which loading and unloading events are observed, and does door closure establish C's inclusion or a completed wash cycle?

Show the reference answer and checks

LM2 visibly supports loading A and B, while C's final placement is obscured. LM3 visibly supports unloading A and B without resolving C or the unseen interior. Door closure does not establish C's inclusion, an empty final unit or an actual completed wash cycle. Preserve the handling sequence and visibility gap rather than adding operating states absent from this unplugged demonstration.

  • Inferring the last item's destination after it becomes occluded.
  • Treating a closed door or paired loading/unloading clips as evidence of a powered cycle.

Fields to preserve

Tagged textile identity
Connects objects across clips.
Loading and unloading time spans
Separates observed handling events.
Door occlusion and interior coverage
Makes missing final-state evidence explicit.

Test another case

Show a second station layout where C is visibly set aside before closure. Test whether the model follows the new destination rather than the repeated door action.

Use owned clean textiles and an unplugged unit. Exclude customers, identifying garment marks, payments and live machine controls.

Download this fictional example and answer key (JSON)

Discuss a contribution

Describe the sources you control, the task they could support and what has already been checked. Use the existing-data assessment for an archive or the collection brief for a new recording project. The contributor agreement defines Fiund’s licensing authority and compensation. A guide or fictional exercise does not establish an accepted collection or a sale.

Primary sources and further reading