MediumPro job$500–$1,300/mo

Physical Judgment

License the micro-judgments of moving through a real space: what to pick up first, how hard to grip, when to set a load down, when a path is blocked, when a human is too close. Written traces with spatial context. Tesla Optimus, Figure, Agility, 1X, and Physical Intelligence cannot get this from YouTube alone.

POV capture protocol

Same rules EgoVista and JumpTask POV tasks use. Primacy adds abort judgment, instant usable-hour QA, and a graph bind.

Hands-free POV

Head or chest mount. Phone not in-hand. Start-to-finish at normal speed.

No faces

No faces, mirrors, plates, or screens with personal data. Blur before any video leaves the device.

Think-aloud track

Narration is a separate field. Licensed for model training only — no voice cloning or synthesis.

No MP4 here

This vault stores the episode card (LeRobot-shaped JSON). Pixel capture stays on your device until a license job completes.

Pay is shown before you start. Rejects are unpaid and deleted. Open Physical Capture · Footage licence

Buyer dataset card

Shaped for Hugging Face LeRobot v3 and Open X-Embodiment RLDS language fields. No MP4 shards in this experimental vault — judgment traces, not EgoVista CV layers.

Format
Spatial decision traces (JSON: scene, objects, action, force, abort_rule)
Privacy
No faces. No addresses. Narration: training only, no cloning.
QA
Readiness is entries × unique days × quality. Clips that miss the protocol do not list.
Uncertainty
Human-written. Not 2D/3D hand pose, depth, or segmentation ground truth.
  • · Minimum 40 physical scenes from places you actually work or live
  • · Each includes objects, action, force/care level, and abort rule
  • · Human-proximity cases included
  • · No photos of faces or license plates

Palace Wing: Physical Judgment

This venue is a Wing in your Human architecture. Every exercise creates Rooms organized by Hall type. Data quality is tracked via Knowledge Graph triples.

Halls populated: Facts, Events, Discoveries, Preferences, Advice
Tunnels form when you work across multiple venue Wings

Readiness Requirements

Meet all milestones to unlock buyer engagement. Hybrid threshold — both content volume AND time consistency required.

40

Entries

21

Active Days

30

Min Days

Why Robotics & AI Companies Pay Premium

Synthetic motion looks smooth and still knocks the vase. Buyers pay for the ugly recoveries: wet floor, odd-shaped box, child in the path, ‘this looks sealed but isn’t.’

How to Create This Content

6–10 hours initial, then 40 min/week · 4 steps · Each step builds your architecture

Output Specification

Final Deliverable Format

Spatial decision traces (JSON: scene, objects, action, force, abort_rule)

Quality Checklist
  • Minimum 40 physical scenes from places you actually work or live
  • Each includes objects, action, force/care level, and abort rule
  • Human-proximity cases included
  • No photos of faces or license plates
  • At least ten ‘I would not pick that up’ aborts
AAAK Buyer Preview

When readiness is achieved, an AAAK-compressed summary of your data is generated for buyer evaluation — privacy-preserving, compact, and instantly readable by any AI system.

Active Buyers (4)

Tesla Optimus

Robotics
High Demand

Embodied decision traces for home and factory humanoids.

Looking for: Manipulation and proximity judgment
Accepts: JSON
Min. volume: 40+ scenes
Visit

Figure AI

Robotics
High Demand

General-purpose humanoids. Needs messy real-world physical judgment.

Looking for: Grasp, place, abort traces
Accepts: JSON
Min. volume: 40+ scenes
Visit

Agility Robotics

Robotics
High Demand

Digit in warehouses and last-mile. Pick-and-place judgment under time pressure.

Looking for: Warehouse spatial decisions
Accepts: JSON
Min. volume: 30+ scenes
Visit

Physical Intelligence

Robotics
High Demand

Foundation models for robots. Buys diverse human physical traces.

Looking for: Cross-environment manipulation judgment
Accepts: JSON
Min. volume: 40+ scenes
Visit

Ready to start building your Physical Judgment Wing?

Open the Data Builder to complete guided exercises. Each entry builds Rooms, Halls, and Knowledge Triples in your Human architecture — reaching buyer readiness in 30–60 days.