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Constraint Doesn’t Kill Innovation. It Exposes Whether You Were Innovating at All.
Constraint is becoming the defining force in AI and robotics. Compute, energy, supply chains, and talent are tightening, and the era of “just scale it” is colliding with reality. This essay argues we have to shift from gluttony to ROI: build production-grade stacks, optimize across training and inference, and deploy modular, measurable systems that industry can trust. If we do that, AI becomes infrastructure, not theater.
Marc Dostie
2 days ago


Success in Physical AI depends on a proper setup
Most Physical AI projects don’t fail in demos. They struggle later, when systems weren’t set up for the work they’re asked to do. At Trossen Robotics, we partner with teams early to stand up scalable hardware, software, and data systems that hold up under real use. By addressing wear, embodiment fit, and data scale upfront, we help teams reduce friction, adapt over time, and maintain momentum as projects grow.
Marc Dostie
Feb 10


Unlocking New Possibilities: Trossen AI Arms Now Integrated Into OpenPI for Advanced VLA Models
Trossen AI robotic arms are now fully integrated with the OpenPI framework, enabling data collection, training, and inference of state-of-the-art VLA models like π₀ and π₀.₅. Developed by Physical Intelligence, OpenPI supports scalable, general-purpose robotics using vision-language-action learning. With this integration, users can fine-tune and deploy robotic policies on real hardware. Docs now live.
Shantanu Parab
Dec 3, 2025


De-Risking Robotics | Hardware for Startups
How to stretch your runway, accelerate milestones, and avoid the hidden costs of the wrong hardware partner.
Marc Dostie
Oct 3, 2025


Introducing the Trossen TOTL Workstation: A Linux-Native PC Built for Robotic Machine Learning Research
The Trossen TOTL Workstation delivers top-tier performance, Linux compatibility, and preloaded AI tools—designed for machine learning without the enterprise price tag.
Marc Dostie
Aug 15, 2025


Honoring the Past, Building the Future — Trossen Legacy Hardware Reaches End-of-Life
Trossen Legacy Hardware Reaches End-of-Life.
Marc Dostie
Jul 1, 2025


Trossen Robotics and General Robotics Announce Partnership to Bring AI-Enhanced Capabilities to Trossen’s AI Robot Lineup via GRID
Trossen Robotics and General Robotics Announce Partnership to Bring AI-Enhanced Capabilities to Trossen’s AI Robot Lineup via GRID
Marc Dostie
Jun 23, 2025


Trossen AI Firmware 1.8.1 Changelog
View the new features, changes, and bug fixes for the latest 1.8.1 firmware for Trossen AI.
Marc Dostie
May 29, 2025


Trossen Robotics Hardware Featured in DeepMind’s Groundbreaking 60 Minutes Interview of Demis Hassabis
Trossen Robotics hardware featured in DeepMind’s AI research on CBS’s 60 Minutes, highlighting our role in advancing embodied AI and machine learning.
Marc Dostie
Apr 28, 2025


Why Pragmatism in Robotics Wins: The Strategic Edge of Simplicity, Scalability, and ROI
Marc discusses why pragmatic robotics—the kind that performs a few functions well, is priced appropriately, and can be deployed today—is likely to dominate in the near future.
Marc Dostie
Apr 21, 2025


Choosing the Right Robotics Kit for AI Research: A Practical Hardware Guide
If you’re working in AI, robotics, or machine learning research, selecting the right hardware isn’t just a procurement step—it’s...
Marc Dostie
Apr 1, 2025


WidowX AI Unboxing & Assembly Video Guides
WidowX AI Unboxing and Assembly Video Guides
Marc Dostie
Mar 26, 2025


Aloha Is Now Trossen AI: The Evolution of Affordable AI Research Hardware
Learn how we have evolved Aloha to deliver more performance and more value than ever.
Marc Dostie
Mar 4, 2025


Pi Zero on Aloha - Part 1
At Trossen Robotics , we have been at the forefront of developing affordable, high-performance robotic platforms for researchers,...
Shantanu Parab
Feb 13, 2025


Refactoring the ALOHA Pipeline: A New Era of Modular Robotic Configurations
The ALOHA 2.0 package brings a transformative update to the world of robotics, introducing modular configurations and enhanced flexibility.
Shantanu Parab
Dec 16, 2024


Fireside Chat: Remi Cadene, Principal Research Scientist at Hugging Face and Shantanu Parab, Robotic Machine Learning Specialist at Trossen Robotics
Fireside chat with Remi Cadene, from Hugging Face, and Shantanu Parab, from Trossen Robotics.
Marc Dostie
Oct 17, 2024


Cloud ML Computing Part 1: Google Colab
As machine learning continues to expand into robotics, the need for efficient and accessible tools has never been greater. In our latest...
Shantanu Parab
Oct 11, 2024


Announcing the NEW Trossen Robotics Machine Learning Community
We are thrilled to announce the launch of the Trossen Robotics Machine Learning Community—a one-stop destination for all things related to r
Marc Dostie
Sep 30, 2024


Exploring Precision with Peg-Insertion Using Bimanual Robots: An Experiment with the ACT Model
Discover how bimanual robots use the ACT model for precision peg-insertion. 80% success rate! Access datasets & models on Hugging Face.
Shantanu Parab
Sep 19, 2024


Announcement: The Future of Agnostic Robotic Machine Learning is Here with Trossen Robotics and Hugging Face
We are thrilled to announce full support for LeRobot with our Aloha Robotic Machine Learning Kits, now available on Hugging Face!
Marc Dostie
Sep 16, 2024
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