4AG Robotics tech stack

4AG Robotics builds mostly with C++, Python, Structured Text, TypeScript. Its stack also includes Linux, Ubuntu, Keras, ROS2. C++ is named in 4 of the 6 job postings 4AG Robotics published in the last 12 months (67%). Counted by Alion from the job postings of 4AG Robotics, updated Oct 13, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Oct 13, 2026
Technologies in use
30
Postings analysed
6
Open now
5
Modernity
76 /100

What programming languages does 4AG Robotics use?

C++ is named in 67% of job postings at 4AG Robotics, followed by Python (50%), Structured Text (17%), TypeScript (17%).

C++ 4 67% required in 100% · 4 open now · since Sep 2026
Python 3 50% required in 100% · 3 open now · since Sep 2026
Structured Text 1 17% required in 100% · 1 open now · since Oct 2026
TypeScript 1 17% required in 100% · 1 open now · since Sep 2026

What frameworks and libraries does 4AG Robotics use?

Keras is named in 17% of job postings at 4AG Robotics, followed by ROS2 (17%), GTSAM (17%), MuJoCo (17%).

Keras 1 17% required in 100% · 1 open now · since Sep 2026
ROS2 1 17% required in 100% · 1 open now · since Sep 2026
GTSAM 1 17% optional · 1 open now · since Sep 2026
MuJoCo 1 17% optional · 1 open now · since Sep 2026
OMPL 1 17% optional · 1 open now · since Sep 2026
OpenCV 1 17% optional · 1 open now · since Sep 2026
Pinocchio 1 17% optional · 1 open now · since Sep 2026
ROS 1 17% optional · 1 open now · since Sep 2026
Show all (9)
TensorFlow1

What cloud and platforms does 4AG Robotics use?

Linux is named in 50% of job postings at 4AG Robotics, followed by Ubuntu (17%), Unix (17%).

Linux 3 50% required in 100% · 3 open now · since Sep 2026
Ubuntu 1 17% required in 100% · 1 open now · since Sep 2026
Unix 1 17% required in 100% · 1 open now · since Sep 2026

What developer tools does 4AG Robotics use?

Docker is named in 33% of job postings at 4AG Robotics, followed by Git (33%), Microsoft Excel (17%), EtherCAT (17%).

Docker 2 33% required in 100% · 2 open now · since Sep 2026
Git 2 33% required in 100% · 2 open now · since Sep 2026
Microsoft Excel 1 17% required in 100% · 1 open now · since Oct 2026
EtherCAT 1 17% optional · 1 open now · since Sep 2026
Foxglove Studio 1 17% optional · 1 open now · since Sep 2026
Gazebo 1 17% optional · 1 open now · since Sep 2026
Isaac Sim 1 17% optional · 1 open now · since Sep 2026
PlotJuggler 1 17% optional · 1 open now · since Sep 2026
Show all (9)
RViz1

Which engineering practices does 4AG Robotics ask for?

Computer Vision is named in 100% of job postings at 4AG Robotics, followed by Machine Learning (17%), Sensor Fusion (17%), Inverse Kinematics (17%).

Computer Vision 6 100% required in 67% · 5 open now · since Sep 2026
Machine Learning 1 17% required in 100% · 1 open now · since Sep 2026
Sensor Fusion 1 17% required in 100% · 1 open now · since Sep 2026
Inverse Kinematics 1 17% optional · 1 open now · since Sep 2026
Path Planning 1 17% optional · 1 open now · since Sep 2026

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How modern is the 4AG Robotics stack?

Cutting-edge 76/100

4AG Robotics scores 76 out of 100 (Cutting-edge). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 0; legacy ones: 0.

How common is the 4AG Robotics stack in its industry?

Share of the 155 companies in the same industries, whose stack Alion knows, that use each technology.

C++17%
Linux23%
Python36%
GTSAM1%
Keras1%
MuJoCo1%
OMPL1%
OpenCV3%
Pinocchio1%
ROS7%

Questions about the 4AG Robotics tech stack

What programming languages does 4AG Robotics use?

The languages named in 4AG Robotics job postings are C++ (67%), Python (50%), Structured Text (17%), TypeScript (17%), as a share of the 6 postings of the last 12 months.

Does 4AG Robotics use Linux?

Yes. Linux is named in 3 of 6 job postings (50%) and required in 3 of them.

What cloud and platforms does 4AG Robotics use?

The cloud and platforms named in 4AG Robotics job postings are Linux (3), Ubuntu (1), Unix (1) (postings in brackets).

Is the 4AG Robotics tech stack changing?

No new technology has appeared in 4AG Robotics job postings in the last six months.

How modern is the 4AG Robotics tech stack?

4AG Robotics scores 76 out of 100 (Cutting-edge). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 0; legacy ones: 0.

How does Alion know the 4AG Robotics tech stack?

Alion reads every job posting 4AG Robotics publishes and tags the technologies each one names. The figures on this page count the 6 postings of the last 12 months and were updated on Oct 13, 2026.

Method and citation

Alion reads every job posting the company publishes and tags the technologies each one names. Shares count the postings of the last 12 months, open and closed; the company's own products are counted apart. How we count

Alion, "4AG Robotics tech stack: 30 technologies from 6 job postings", as of Oct 13, 2026. https://alion.io/company/4ag/technologies

Licence: CC BY-SA 4.0JSON