Industry Deployment · Vision-Language-Action · Robot Foundation Models

A blog and newsletter on Embodied Robotics Brief.

Vision-Language-Action

Open-Source VLA Checkpoints for Fine-Tuning

A guide to selecting and adapting open robot vision-language models for your task.

November 7, 20268 min read

Vision-Language-Action

Language Instruction Following Failures in Deployed VLAs

October 26, 20268 min read

Vision-Language-Action

VLA Inference Latency on Edge Hardware

October 23, 20269 min read

Latest

Vision-Language-Action

Grounding Spatial Reasoning in VLA Policies

Robot policies fail at spatial tasks despite strong general performance.

Liang YifanOctober 16, 202610 min read

Vision-Language-Action

Action Tokenization Strategies in VLAs

How robots turn language into movement through discrete or continuous action representations.

Tobias WrenfieldOctober 10, 202610 min read

Training Data

Annotation Pipelines for Robot Demonstration Data

Labeling raw robot video and sensor data is now the bottleneck in training effective policies.

Tobias WrenfieldOctober 7, 202611 min read

Industry Deployment

Agricultural Robot Deployment for Selective Harvesting

Robots can perceive ripe fruit but struggle to pick it without damaging delicate crops.

Priya SubramaniamOctober 6, 202612 min read

Industry Deployment

Surgical Robot Autonomy and Regulatory Constraints

The FDA's "robotically-assisted" label masks surgical robots that already operate autonomously.

Nkechi Eze-OkoroOctober 5, 202610 min read

Industry Deployment

Last-Mile Delivery Robots in Urban Environments

Autonomous robots and smarter software are finally making last-mile delivery cheaper at scale.

Priya SubramaniamOctober 3, 202611 min read

Industry Deployment

Humanoid Robot Pilots in Manufacturing Environments

Manufacturing plants now have real production data to measure humanoid robots against vendor claims.

Priya SubramaniamOctober 2, 202610 min read

Industry Deployment

AI-Driven Quality Inspection Robots in Electronics Manufacturing

Manufacturing defects demand hardware, algorithms, and real-time connectivity working as one system.

Tobias WrenfieldOctober 1, 202610 min read

Industry Deployment

Robot-as-a-Service Pricing Models in Industrial Automation

Subscription models let manufacturers access robots without board-level capital approval.

Nkechi Eze-OkoroSeptember 30, 202611 min read

A blog and newsletter on Embodied Robotics Brief.

Open-Source VLA Checkpoints for Fine-Tuning

Language Instruction Following Failures in Deployed VLAs

VLA Inference Latency on Edge Hardware

Latest

Grounding Spatial Reasoning in VLA Policies

Action Tokenization Strategies in VLAs

Annotation Pipelines for Robot Demonstration Data

Agricultural Robot Deployment for Selective Harvesting

Surgical Robot Autonomy and Regulatory Constraints

Last-Mile Delivery Robots in Urban Environments

Humanoid Robot Pilots in Manufacturing Environments

AI-Driven Quality Inspection Robots in Electronics Manufacturing

Robot-as-a-Service Pricing Models in Industrial Automation

Archive