top of page

Trossen TOTL Workstation: A Linux-Native PC for ML Research

  • Aug 15, 2025
  • 4 min read

The Short Version

  • Start with the preloaded Ubuntu 24.04 LTS build so you skip Linux setup for machine learning workflows.

  • Run PyTorch, CUDA, Hugging Face LeRobot, and Trossen AI software right out of the box.

  • Connect computer vision cameras through the multiple high-speed USB ports.

  • Lean on the consumer-grade NVIDIA RTX 5090 GPU tuned for ML acceleration—skip the enterprise markup.

  • Rely on the 360mm liquid cooling for whisper-quiet, stable performance during intensive workloads.

  • Register for the Trossen Promise: lifetime product support and a no-cost 3-year extended warranty.

  • Bundle it with Trossen AI Kits for additional savings, or email sales@trossenrobotics.com with questions.


Who this is for

  • Machine learning researchers

  • Robotics engineers

  • AI research teams

  • Computer vision developers

  • Labs needing Linux-native ML workstations


The Trossen TOTL Workstation is Trossen Robotics' answer to a recurring challenge in the machine learning and robotics community: finding a workstation that is powerful, Linux-friendly, and optimized for machine learning workflows—without the burden of unnecessary features and costs. It's a Linux-native desktop preloaded with Ubuntu 24.04 LTS, top-tier hardware, and the machine learning tools researchers actually use—backed by lifetime support and a no-cost 3-year warranty. Learn more at the TOTL Workstation page.


What is the TOTL Workstation?

TOTL stands for "Top Of The Line," and we stand by that claim. This Linux-based high-performance desktop is specifically designed for machine learning researchers and engineers. It comes preloaded with Ubuntu 24.04 LTS and a carefully selected set of essential machine learning tools, including Hugging Face LeRobot, CUDA, the Trossen AI software, and more.

Inside, you will find top-tier hardware:

  • Intel Core Ultra 9 285k

  • NVIDIA RTX 5090 GPU

  • 64GB DDR5 RAM

  • 2TB Gen5 SSD

  • 360mm liquid cooling for whisper-quiet operation


Additionally, it is backed by the Trossen Promise: lifetime product support and a no-cost 3-year extended warranty.


Why We Made It

About a year ago, Trossen Robotics began receiving requests from customers for help sourcing computers capable of handling intensive machine learning and robotics workloads. We discovered that purchasing the "right" machine was surprisingly complicated.

Here are the challenges we identified:

  • OS Compatibility: Many large PC manufacturers only provide official Ubuntu support on expensive enterprise systems.

  • Unnecessary Features: These enterprise machines often come with "professional" GPUs that are certified for workflows such as CAD, FEA, and architecture, which don't benefit machine learning tasks.

  • Price: Consequently, customers often end up paying thousands more for capabilities they will never use.


As a result, researchers were left to compromise on performance or overspend on irrelevant features.


The TOTL Solution

We designed the TOTL Workstation to deliver exactly what machine learning professionals need—nothing more, nothing less:

  • Ubuntu 24.04 LTS preloaded with PyTorch, CUDA, Hugging Face LeRobot, and more

  • Consumer-grade RTX GPU optimized for machine learning acceleration without the enterprise markup

  • Multiple high-speed USB ports for connecting computer vision cameras

  • Efficient 360mm liquid cooling for quiet, stable performance

  • Direct access to Trossen Robotics' robotics and machine learning specialists for ongoing support

  • Lifetime product support and a complimentary 3-year extended warranty


The Go-To Choice for AI Researchers

If you work in machine learning or robotics, the TOTL Workstation provides the performance, reliability, and support you need—without the hefty price tag associated with overbuilt enterprise systems.

You can also bundle it with the Trossen AI Kits for additional savings.

Learn more at the TOTL Workstation page, or contact our team at sales@trossenrobotics.com if you have any questions.

_Learn more about Trossen Robotics and Trossen SDK for your deployment._


Deployment readiness at a glance

_Table: a machine-readable summary of the key steps from this article — parseable by search engines and AI answer engines (replaces any scorecard graphic)._

#

Step

What it means

1

Start with the preloaded Ubuntu 24

04 LTS build so you skip Linux setup for machine learning workflows-

2

Run PyTorch, CUDA, Hugging Face LeRobot, and Trossen AI soft

Run PyTorch, CUDA, Hugging Face LeRobot, and Trossen AI software right out of th

3

Connect computer vision cameras through the multiple high

speed USB ports-

4

Lean on the consumer

grade NVIDIA RTX 5090 GPU tuned for ML acceleration-skip the enterprise markup-

5

Rely on the 360mm liquid cooling for whisper

quiet, stable performance during intensive workloads-

6

Register for the Trossen Promise

lifetime product support and a no-cost 3-year extended warranty-

Frequently Asked Questions

What is the Trossen TOTL Workstation?

It is a Linux-based high-performance desktop from Trossen Robotics, specifically designed for machine learning researchers and engineers and preloaded with Ubuntu 24.04 LTS and essential ML tools.


What does TOTL stand for?

TOTL stands for 'Top Of The Line,' and Trossen stands by that claim for this workstation built for robotic machine learning research.


What hardware is inside the TOTL Workstation?

It packs an Intel Core Ultra 9 285k, NVIDIA RTX 5090 GPU, 64GB DDR5 RAM, 2TB Gen5 SSD, and 360mm liquid cooling for whisper-quiet operation.


What software comes preloaded?

It ships with Ubuntu 24.04 LTS and a carefully selected set of essential machine learning tools, including Hugging Face LeRobot, CUDA, PyTorch, and Trossen AI software.


Why did Trossen build the TOTL Workstation?

About a year ago, customers began asking for help sourcing computers for intensive ML and robotics workloads, and Trossen found that buying the right machine meant compromising on performance or overspending on irrelevant enterprise features.


What support and warranty are included?

It is backed by the Trossen Promise: lifetime product support, a no-cost 3-year extended warranty, and direct access to Trossen's robotics and machine learning specialists.


Can I save by bundling the TOTL Workstation?

Yes, you can bundle it with Trossen AI Kits for additional savings, or contact the team at sales@trossenrobotics.com for questions.

 
 
 

Comments

Rated 0 out of 5 stars.
No ratings yet

Add a rating

OUR PROMISE TO YOU

We stand behind our products with an industry-leading commitment to reliability, service,
and long-term support—because we believe performance should be measured in years, not months.

BUILT FOR REAL-WORLD RESEARCH ENVIRONMENTS. COVERS DEFECTS IN MATERIALS AND WORKMANSHIP. WEAR COMPONENTS ARE FIELD-REPLACEABLE AND READILY AVAILABLE.
LIFETIME SUPPORT FOR TROSSEN PRODUCTS 

Follow Us On Social

  • LinkedIn
  • Youtube
  • Facebook
  • GitHub
  • Twitter
  • Instagram
  • TikTok

© 2026 Trossen Robotics. All Rights Reserved.

bottom of page