RIVR tech stack

RIVR builds mostly with Python, C++, Bash, Go. Its stack also includes ROS2, Linux, AWS, ROS. Python is named in 12 of the 22 job postings RIVR published in the last 12 months (55%). Counted by Alion from the job postings of RIVR, updated Sep 27, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 27, 2026
Technologies in use
64
Postings analysed
22
Open now
19
Modernity
67 /100
New in 6 months
1

What programming languages does RIVR use?

Python is named in 55% of job postings at RIVR, followed by C++ (32%), Bash (5%), Go (5%).

Python 12 55% required in 92% · 10 open now · since Aug 2024
C++ 7 32% required in 86% · 6 open now · since Aug 2024
Bash 1 5% required in 100% · 1 open now · since Jun 2026
Go 1 5% required in 100% · 1 open now · since Sep 2026
Java 1 5% required in 100% · 1 open now · since Nov 2025
TypeScript 1 5% required in 100% · 1 open now · since Nov 2025
MATLAB 1 5% optional · 1 open now · since Aug 2026

What frameworks and libraries does RIVR use?

ROS2 is named in 27% of job postings at RIVR, followed by ROS (18%), PyTorch (14%), NumPy (5%).

ROS2 6 27% required in 67% · 4 open now · since Sep 2025
ROS 4 18% required in 50% · 4 open now · since Nov 2025
PyTorch 3 14% required in 100% · 3 open now · since Nov 2025
NumPy 1 5% required in 100% · 1 open now · since Aug 2026
OpenCV 1 5% required in 100% · 1 open now · since Aug 2026
Pandas 1 5% required in 100% · 1 open now · since Aug 2026
PyTorch C++ 1 5% required in 100% · 1 open now · since Nov 2025
Transformers 1 5% required in 100% · 1 open now · since Nov 2025
Show all (9)
Pytest1

What cloud and platforms does RIVR use?

Linux is named in 18% of job postings at RIVR, followed by AWS (18%), Grafana (9%), Apache Kafka (5%).

Linux 4 18% required in 100% · 3 open now · since Oct 2025
AWS 4 18% required in 50% · 4 open now · since Nov 2025
Grafana 2 9% optional · 2 open now · since Nov 2025
Apache Kafka 1 5% required in 100% · 1 open now · since Nov 2025
Kubeflow 1 5% required in 100% · 1 open now · since Nov 2025
Spark 1 5% required in 100% · 1 open now · since Nov 2025
Ubuntu 1 5% required in 100% · 1 open now · since Sep 2026
Windows 1 5% required in 100% · 1 open now · since Jun 2026
Show all (11)
AWS Lambda1
Amazon EC21
Tableau1

What developer tools does RIVR use?

MQTT is named in 9% of job postings at RIVR, followed by WebRTC (9%), SolidWorks (9%), Prometheus (9%).

MQTT 2 9% required in 100% · 1 open now · since Oct 2025
WebRTC 2 9% required in 100% · 1 open now · since Oct 2025
SolidWorks 2 9% required in 50% · 2 open now · since May 2025
Prometheus 2 9% optional · 2 open now · since Nov 2025
DVC 1 5% required in 100% · 1 open now · since Nov 2025
Git 1 5% required in 100% · 1 open now · since Sep 2025
OrCAD 1 5% required in 100% · 1 open now · since Aug 2026
gRPC 1 5% required in 100% · since Oct 2025
Show all (10)
CloudFormation1
Fusion 3601

Which engineering practices does RIVR ask for?

Machine Learning is named in 27% of job postings at RIVR, followed by Physical AI (27%), CI/CD (23%), Self-Supervised Learning (18%).

Machine Learning 6 27% required in 100% · 6 open now · since Aug 2024
Physical AI 6 27% required in 100% · 6 open now · since Aug 2026
CI/CD 5 23% required in 60% · 4 open now · since Sep 2025
Self-Supervised Learning 4 18% required in 100% · 4 open now · since Aug 2024
Vision-Language-Action 4 18% required in 75% · 3 open now · since Nov 2025
Computer Vision 3 14% required in 100% · 3 open now · since Aug 2024
Reinforcement Learning 3 14% required in 100% · 3 open now · since Aug 2024
Reinforcement Learning 3 14% required in 100% · 3 open now · since Aug 2024
Show all (27)
Wi-Fi3
Imitation Learning2
Multimodal AI2
SLAM2
TCP/IP2
Diffusion Models2
Anomaly Detection1
Contrastive Learning1
DHCP1
DNS1
Embodied AI1
Sim-to-Real1
Transfer Learning1
VLAN1
World Models1
Data Augmentation1
IAM1
Sensor Fusion1
Teleoperation1

What does each RIVR team work with?

The technologies each team's postings require most often, with the number of postings that require them.

Robotics

5 postings
C++3
Python3
ROS23
Linux2
MQTT2
WebRTC2

AI/ML

3 postings
Python3
PyTorch2

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How is the RIVR stack changing?

Read from the dates of the postings themselves: a technology is new when the first posting that names it appeared in the last six months, rising or falling when its share of postings moved between the last two quarters.

First appeared
Physical AIAug 2026
Not named for 6 months
Imitation LearningNov 2025
Diffusion ModelsNov 2025

How modern is the RIVR stack?

Modern 67/100

RIVR scores 67 out of 100 (Modern). 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 RIVR stack in its industry?

Share of the 99 companies in the same industries, whose stack Alion knows, that use each technology.

Python80%
C++74%
ROS237%
AWS52%
Linux62%
ROS46%
PyTorch43%
Grafana24%
AWS Lambda8%
Amazon EC26%

Questions about the RIVR tech stack

What programming languages does RIVR use?

The languages named in RIVR job postings are Python (55%), C++ (32%), Bash (5%), Go (5%), Java (5%), as a share of the 22 postings of the last 12 months.

Does RIVR use ROS2?

Yes. ROS2 is named in 6 of 22 job postings (27%) and required in 4 of them.

What cloud and platforms does RIVR use?

The cloud and platforms named in RIVR job postings are Linux (4), AWS (4), Grafana (2) (postings in brackets).

What skills do you need for a Robotics job at RIVR?

Robotics postings at RIVR most often require C++ (3), Python (3), ROS2 (3), Linux (2), out of 5 postings in the last 12 months.

Is the RIVR tech stack changing?

Yes. Physical AI first appeared in RIVR job postings in the last six months.

How modern is the RIVR tech stack?

RIVR scores 67 out of 100 (Modern). 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 RIVR tech stack?

Alion reads every job posting RIVR publishes and tags the technologies each one names. The figures on this page count the 22 postings of the last 12 months and were updated on Sep 27, 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, "RIVR tech stack: 64 technologies from 22 job postings", as of Sep 27, 2026. https://alion.io/company/rivr/technologies

Licence: CC BY-SA 4.0JSON