vacuuming

Home cleaning — expert daily routines, 40h

Vacuuming, surface wiping, and tidy-up routines from a professional cleaner.

Recorder@dailycleanExpert
Rating4.9
Tasks
vacuuming+2
Modality
RGBdepth
Demos1,240 episodes
Hours40h
Environment
Home+2
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bin picking

Warehouse picking — 60h multi-modal

Bin picking and pallet stacking captured across two distribution centers.

Recorder@palletproSenior
Rating4.7
Tasks
bin picking+2
Modality
RGBdepthlidar
Demos3,400 episodes
Hours60h
Environment
Warehouse+2
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hallway navigation

Indoor navigation — office floors, 85h

Wayfinding and obstacle avoidance across four office buildings.

Recorder@floorplan_navSenior
Rating4.6
Tasks
hallway navigation+2
Modality
lidarRGBIMU
Demos1,020 episodes
Hours85h
Environment
OfficeIndoor+1
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excavation

Construction site telemetry — 30h

Heavy-equipment operator trajectories and site hazard footage.

Recorder@sitewalkerExpert
Rating5.0
Tasks
excavation+2
Modality
RGBGPSIMU
Demos185 episodes
Hours30h
Environment
Construction site+2
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chopping

Restaurant kitchen prep — 22h

Chopping, plating, and food-safe handling from a commercial kitchen.

Recorder@preplineExpert
Rating4.8
Tasks
chopping+2
Modality
RGBdepth+1
Demos880 episodes
Hours22h
Environment
Commercial kitchen+2
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row following

Agricultural field navigation — 75h

Row-following and obstacle detection across orchard and row-crop fields.

Recorder@rowrunnerExpert
Rating4.9
Tasks
row following+2
Modality
RGBGPSlidar
Demos300 episodes
Hours75h
Environment
Farmland+2
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Straight from the source.

Human demonstration data, recorded by the people who do the work for a living — professional cleaners, warehouse crews, line cooks, field techs. Every listing names its collector, sensor stack, and episode count up front, and you talk to whoever recorded it. No aggregator markup, no repackaged scrape.

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mowing

Landscaping & lawn care — 18h

Mowing, trimming, and debris clearing routines from a landscaping crew.

Recorder@greenedgeSenior
Rating4.5
Tasks
mowing+2
Modality
RGBGPS
Demos215 episodes
Hours18h
Environment
Residential yard+1
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shelf facing

Retail shelf stocking — 34h

Facing, restocking, and planogram resets from three grocery locations.

Recorder@shelfsetNovice
Rating4.3
Tasks
shelf facing+2
Modality
RGBdepth
Demos1,360 episodes
Hours34h
Environment
RetailIndoor+1
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bed making

Hotel housekeeping — 28h room turnover

Bed making, linen handling, and bathroom resets across full room turnovers.

Recorder@roomresetSenior
Rating4.7
Tasks
bed making+2
Modality
RGBdepthIMU
Demos560 episodes
Hours28h
Environment
HotelIndoor+1
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curb navigation

Last-mile delivery — 52h sidewalk routes

Curb-to-door delivery routes with pedestrian traffic and varied entryways.

Recorder@curb2doorSenior
Rating4.4
Tasks
curb navigation+2
Modality
RGBGPS+2
Demos780 episodes
Hours52h
Environment
UrbanOutdoor+1
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tool selection

Auto shop diagnostics — 16h

Under-hood inspection and tool handling from a certified repair technician.

Recorder@wrenchlogExpert
Rating4.9
Tasks
tool selection+2
Modality
RGBdepth+1
Demos240 episodes
Hours16h
Environment
Auto shop+2
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meal setup

Elder care assistance — 24h daily living

Meal setup, mobility assistance, and object fetching in assisted-living homes.

Recorder@careroutineSenior
Rating4.8
Tasks
meal setup+2
Modality
RGBdepth
Demos720 episodes
Hours24h
Environment
Care home+2
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