AdvancedElite job$800–$2,000/mo

Training Data Bundles

Curate and package comprehensive bundles of your human-verified decisions — physical movements, cognitive judgments, and contextual responses — specifically formatted for machine learning fine-tuning and embodied AI training.

Palace Wing: Training Data Bundles

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.

100

Entries

45

Active Days

60

Min Days

Why Robotics & AI Companies Pay Premium

This is the highest-demand category from robotics companies. Tesla, Figure AI, and others have publicly stated they need millions of hours of high-quality human decision data to achieve safe, general-purpose intelligence.

How to Create This Content

15–25 hours initial setup, then 2–3 hours/week · 5 steps · Each step builds your architecture

Output Specification

Final Deliverable Format

ML-ready dataset bundle (HuggingFace-compatible, Parquet/JSON)

Quality Checklist
  • Multi-modal data capture: text, spatial reasoning, physical judgments
  • Every data point annotated with ground-truth labels
  • Train/validation/test splits properly formatted (70/15/15)
  • Automated quality score passes buyer benchmark thresholds
  • Data formatted in HuggingFace-compatible structure
  • Minimum 200 verified data points per bundle
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 (6)

Scale AI

AI Company
High Demand

Industry leader in AI training data. Massive demand for human-verified decision bundles across all modalities.

Looking for: Diverse, high-volume human-verified decision datasets
Accepts: Parquet, JSON, CSV
Min. volume: 200+ data points per bundle
Visit

Surge AI

AI Company

High-quality human data for ML training — specializing in nuanced, expert-verified decision datasets.

Looking for: Expert-verified nuanced decision data
Accepts: JSON, Parquet
Min. volume: 100+ data points
Visit

Unidata.pro / Shaip

AI Company

Global data collection platforms providing structured human decision data for enterprise AI and robotics training.

Looking for: Structured, multilingual human decision data
Accepts: JSON, CSV
Min. volume: 150+ data points
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Tesla (Optimus)

Robotics
High Demand

One of the largest consumers of embodied human decision bundles for robot training — physical judgment, navigation, and manipulation data.

Looking for: Embodied physical judgment data, manipulation and navigation
Accepts: Parquet, proprietary
Min. volume: 500+ physical-world data points
Visit

Boston Scientific

Robotics
High Demand

Surgical robot training data — human-verified precision movements and decisions for life-critical medical robotics.

Looking for: Surgical precision movements, fine-motor decision data
Accepts: JSON, HL7 compatible
Min. volume: 200+ clinical data points
Visit

Figure AI, Agility Robotics, 1X Technologies, Sanctuary AI

Robotics
High Demand

All aggressively acquiring human-verified physical + cognitive training bundles for humanoid and dexterous robots.

Looking for: Full-spectrum embodied cognition bundles
Accepts: Parquet, JSON-LD
Min. volume: 300+ data points
Visit

Ready to start building your Training Data Bundles 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.