Insights from Objectways

Dive into the Objectways blog for expert insights on AI, data, and the latest on cutting-edge innovations.

What the EgoDex Dataset Gets Right About Egocentric Data

What the EgoDex Dataset Gets Right About Egocentric Data

Explore what makes the EgoDex dataset useful for robotics, from hand pose and task design to language annotations, and how to evaluate egocentric datasets.

How Robot Training Data Shapes Dexterous Manipulation

How Robot Training Data Shapes Dexterous Manipulation

Learn what dexterous manipulation means, why timing and contact data are key, and how multimodal datasets train reliable robot-hand policies

Why the Sim2Real Gap Is Still Open in 2026

Why the Sim2Real Gap Is Still Open in 2026

See where the sim2real gap has closed, where it still breaks, and why robotics teams are investing in real-world data collection over just simulation.

What We Learned Building a SLAM Robotics Pipeline

What We Learned Building a SLAM Robotics Pipeline

See how we built a SLAM robotics pipeline that turns bimanual demonstrations into reliable camera trajectories, and why ORB-SLAM3 alone wasn't enough.

Vision Language Action Models Outrun Today’s BenchmarksΒ 

Vision Language Action Models Outrun Today’s BenchmarksΒ 

Explore why evaluating a vision language action model is so hard, which benchmarks teams use today, and what a credible benchmark report should contain.

7 Essential Physical AI Annotation Types Explained

7 Essential Physical AI Annotation Types Explained

Explore the 7 core physical AI annotation types and learn how high-quality labels help robots understand, learn, and perform real-world tasks.

Real-World Applications of Robotics and Physical AI

Real-World Applications of Robotics and Physical AI

Explore real-world applications of robotics across warehouses, factories, farms, and aerospace, and learn how physical AI and high-quality data power intelligent robots.

See How Warehouse Robots Learn from Teleoperation Data

See How Warehouse Robots Learn from Teleoperation Data

Discover how warehouse robots learn from teleoperation data to handle real-world warehouse automation

Got questions or thoughts on our latest blog? Drop us a message, and we’ll be happy to connect and discuss!

Consultation for AI