Early Access: Now Onboarding Founding Partners & Data Providers
OverFit DATA HUB
Phase 01: Early Access & Partner Onboarding

The Clean, Standardized Training Data Hub for Embodied AI

We are building the standardized multimodal data hub bridging frontier Embodied AI teams with precision teleoperation workstations worldwide. High-density Ground Truth trajectories across 3C assembly, lab automation, and semiconductor cleanroom handling.

Current Status
Early Access
Founding cohort open
Buyer Advantage
Direct SOW Delivery
Bespoke task calibration
Seller Yield
82%~88% Net
Direct bounty take-home
Quality Standard
Kinematic QA
Generic open-spec parts
Benchmark & Task Catalog

Precision Multimodal Task Suites

Standardized demonstration packages spanning 3C micro-assembly, laboratory automation, and semiconductor cleanroom manipulation.

Format: LeRobot • RLDS • HDF5
Task Spec & Identifier Industry Domain Multi-Modal Channels Status Action
JST-XH 4-Pin Precision Mating
SPEC-JST-1250 • 3C Electronics
3C Micro-Assembly Dual Wrist RGB-D + Joint Effort + Piezo Alpha Samples Ready
Silicon Wafer Vacuum Wand Cassette Transfer
SPEC-WAF-0200 • Semiconductor Cleanroom
Semiconductor Top Context RGB + Wrist D405 + Vacuum Pressure F/T Alpha Samples Ready
Micro-Pipette 96-Well Plate Liquid Handling
SPEC-PIP-0096 • Bio Lab Automation
Laboratory Automation Dual Wrist RGB-D + Plunger Displacement + Tip F/T Batch in Progress
FPC 24-Pin Ribbon & ZIF Latching
SPEC-FPC-0500 • Deformable Manipulation
3C Deformable Flex Top 1080p + Dual D405 + 6-DoF F/T Batch in Progress
JEDEC IC Tray Micro-Die Pick & Sorter
SPEC-DIE-0050 • Semiconductor Packaging
Semiconductor Telecentric Optical + Dual Micro-Nozzle Custom SOW Open
Cryovial Micro-Screw Decapping & Rack Sorting
SPEC-VIAL-0020 • Bio Sample Prep
Laboratory Automation Dual Wrist RGB-D + Continuous Torque Feedback Custom SOW Open
DDR5 Server DIMM Dual-Lever Insertion
BOUNTY-DIMM-DDR5 • Server Hardware
Server Computing Dual Arm Joint Kinematics + Contact F/T Open Bounty
DATASET SCHEMA & SHAPES

Turnkey Multi-Modal Tensor Structure

Every demonstration episode is verified and packaged for zero-overhead batch loading directly into Diffusion Policy, ACT, RT-X, and OpenVLA architectures.

Synchronous Joint Telemetry: Dual-arm joint positions, velocities, torque efforts, and gripper states.
Multi-View Eye-in-Hand: Dual wrist macro RGB streams aligned with global workspace context.
Native Framework Exports: Pre-configured dataloaders for HuggingFace LeRobot v2, PyTorch, and RLDS.
LeRobot v2.1 HDF5 RLDS PyTorch Tensor
episode_00042.safetensors • LeRobot v2.1
# OverFit Standardized Multi-Modal Episode Tensor
{
  "action": torch.Size([T, 14]),                     # Dual-arm target (7-DoF Left + 7-DoF Right) in rad
  "observation.state.joint_positions": torch.Size([T, 14]), # Calibrated absolute joint telemetry
  "observation.state.joint_velocities": torch.Size([T, 14]),# Angular velocities (rad/s)
  "observation.state.effort": torch.Size([T, 14]),           # Motor current & contact torque (Nm)
  
  "observation.images.wrist_left": torch.Size([T, 3, 480, 640]),  # Eye-in-hand RGB stream (D405 Macro)
  "observation.images.wrist_right": torch.Size([T, 3, 480, 640]), # Tool-tip mating focus camera (RGB)
  "observation.images.top_head": torch.Size([T, 3, 480, 640]),    # Workspace context camera (RGB)
  
  "observation.tactile.piezo_pressure": torch.Size([T, 2, 64]),   # Fingertip tactile matrix
  "observation.ft_wrench": torch.Size([T, 12]),                # 6-Axis F/T Sensor [Fx..Fz, Tx..Tz]

  "episode_metadata": {
    "spec_id": "SPEC-JST-1250",
    "teleop_rig": "AgileX-PiPER-Dual-Arm-v2",
    "auto_qa_status": "PASSED",
    "jerk_smoothness_score": 0.968
  }
}
Industry Coverage

Specialized Physical AI Domains

Capturing high-entropy physical contact dynamics across high-value industrial and scientific operations.

01

3C Electronics & Micro-Assembly

JST pin mating, FPC flex routing, micro-screws (M1.4-M2.5), and smartphone/wearable precision component assembly.

02

Semiconductor & Cleanroom

Silicon wafer cassette transfer, vacuum wand handling, IC tray sorting, probe card alignment, and FOUP door latching.

03

Bio & Chemical Lab Automation

Micro-pipetting 96-well plates, cryovial decapping/capping, petri dish streaking, syringe aspiration, and sample rack sorting.

04

Server Hardware & Photonics

DDR5 DIMM dual-lever levering, PCIe card retention clips, optical fiber LC/SC connectors, and backplane cable harnessing.

Bilateral Model

Why Partner with Us Early

Hands-on collaboration for AI teams and high-yield data bounties for hardware operators.

BUY DATA • FOR AI TEAMS

Direct SOWs & Custom Task Calibration

We work directly with foundational model teams to design customized 3D fixtures, sensor setups, and bespoke demonstration batches.

Custom SOW Delivery: Define your specific connector, wafer cassette, pipette, or cable assembly specs.
Kinematic Consistency QA: Rigorous auto-QA filters out dropouts, slip, and abnormal joint jerks.
Turnkey Training Formats: Native exports for LeRobot, Open-X-Embodiment, RLDS, and PyTorch tensors.
Enterprise Invoicing: Standard USD SWIFT / ACH Net 30 terms with full Commercial Clean IP assignment.
SELL DATA • FOR HARDWARE OPERATORS

Monetize Robotic Hardware with High-Yield Bounties

Earn high-margin bounties and lock in early partner benefits as our hardware network expands.

82%~88% Bounty Take-Home: Transparent platform take-rate with no hidden agency deductions.
65% Secondary Master Royalties: Pro-rata quarterly passive income when your verified datasets are licensed in master aggregates.
Instant Global Settlements: Cash out in seconds via USDC on Base/Solana (Gas <$0.05) or direct bank transfer.
Open Workstation Standard: Compatible with low-cost 3D printed fixtures and standard dual-arm teleop setups.
Quality Infrastructure

Multi-Modal Physical Consistency Auto-QA

Every trajectory package is verified against statistical kinematic and physiological indicators before payout release.

01

Inverse Dynamics Residuals

Evaluates drive currents against theoretical rigid-body inertia, gravity compensation, and friction curves to screen synthetic and anomalous trajectories.

02

Physiological Micro-Tremor

Extracts human teleoperator 3~8Hz closed-loop tactile micro-adjustments during contact phases to filter out scripted replay bots and static loops.

03

Visual-Kinematic Synchrony

Validates wrist camera optical flow displacement vectors against joint encoder velocity matrices with strict correlation thresholds.

Platform Workflow

4-Step Execution Workflow

STEP 01

Task Escrow

Buyer defines assembly task, generic object CAD, and deposits budget into escrow.

STEP 02

Workstation Capture

Certified data providers execute multi-view demonstrations with standardized rigs.

STEP 03

Automated Auto-QA

Serverless engine validates dynamics, jerk consistency, and packet integrity.

STEP 04

Instant Settlement

Clean HDF5/LeRobot files delivered to buyer; escrow funds released to seller.

Now Onboarding Early Partners

Collaborate Directly with Our Engineering Team

Whether you are an Embodied AI team needing bespoke micro-assembly trajectories, or a teleoperation group looking to sell high-density data, we'd love to talk.