Blog

Notes from the team

Field notes, lessons learned, and opinions we hold strongly. Written by the people who run the programs.

Latest

Latest from the team

Most recent posts first. Click any title to read.

Teleoperation Data

Autonomy Handover Design: Giving a Human Control of a Moving Robot

August 18, 2026

custom egocentric data collection services

Data Operations

Custom Egocentric Data Collection: How to Scope Your First Program

August 17, 2026

Embodied AI

Language-Conditioned Manipulation: The Data Behind “Pick Up the Red Mug”

August 15, 2026

Hiring-and-Training-Remote-Robot-Operators

Robot Training Data

Hiring and Training Remote Robot Operators: What the Role Really Needs

August 14, 2026

Robot Training Data

Managed Robotic Data Workforce: What “Managed” Should Actually Include

August 13, 2026

Off-the-Shelf-vs-Bespoke-Manipulation-Datasets

Data Operations

Off-the-Shelf Datasets vs Bespoke Robotic Manipulation Datasets

August 12, 2026

Kitchen Task Robotics Data: Why Cooking Is the Hardest Benchmark

Robot Training Data

Kitchen Task Robotics Data: Why Cooking Is the Hardest Benchmark

August 11, 2026

Embodied AI

Foundation Robot Models: Why Everyone Suddenly Needs Cross-Embodiment Data

August 10, 2026

Embodied AI

VLA Data Requirements: What a Robot Brain Needs That a Chatbot Does Not

August 9, 2026

Embodied AI

Vision-Language-Action Models Explained Without the Math

August 8, 2026

Teleoperation Data

Force-Torque Sensor Data in Teleop: Why Contact-Rich Tasks Need It

August 7, 2026

Data Operations

Enterprise Physical AI Data Engine: What to Ask Before You Sign

August 6, 2026

Talk to the team behind the blog

The same people writing these posts are scoping your program. Solutions engineer response within one business day.

Blog

Notes from the team

Latest

Latest from the team

Autonomy Handover Design: Giving a Human Control of a Moving Robot

Custom Egocentric Data Collection: How to Scope Your First Program

Language-Conditioned Manipulation: The Data Behind “Pick Up the Red Mug”

Hiring and Training Remote Robot Operators: What the Role Really Needs

Managed Robotic Data Workforce: What “Managed” Should Actually Include

Off-the-Shelf Datasets vs Bespoke Robotic Manipulation Datasets

Kitchen Task Robotics Data: Why Cooking Is the Hardest Benchmark

Foundation Robot Models: Why Everyone Suddenly Needs Cross-Embodiment Data

VLA Data Requirements: What a Robot Brain Needs That a Chatbot Does Not

Vision-Language-Action Models Explained Without the Math

Force-Torque Sensor Data in Teleop: Why Contact-Rich Tasks Need It

Enterprise Physical AI Data Engine: What to Ask Before You Sign

Talk to the team behind the blog

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