Systems and Technology Research
Cyber Warfare · Defense AI

Systems and Technology Research tech stack

Systems and Technology Research builds mostly with Python, C++, MATLAB, Java. Its stack also includes Linux, GitLab, PyTorch, TensorFlow. Python is named in 168 of the 216 job postings Systems and Technology Research published in the last 12 months (78%). Counted by Alion from the job postings of Systems and Technology Research, updated Nov 11, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 11, 2026
Technologies in use
148
Postings analysed
216
Open now
109
Modernity
76 /100
New in 6 months
8

What programming languages does Systems and Technology Research use?

Python is named in 78% of job postings at Systems and Technology Research, followed by C++ (62%), MATLAB (39%), Java (17%).

Python 168 78% required in 91% · 84 open now · since Mar 2025
C++ 133 62% required in 95% · 77 open now · since Mar 2025
MATLAB 84 39% required in 80% · 48 open now · since Oct 2025
Java 36 17% required in 92% · 15 open now · since Jan 2026
TypeScript 10 5% required in 100% · 5 open now · since Jun 2026
JavaScript 10 5% required in 30% · 4 open now · since Jun 2026
Assembly 10 5% optional · 10 open now · since Mar 2025
SQL 8 4% required in 75% · 4 open now · since Jul 2026
Show all (18)
VHDL6
Verilog6
PowerShell5
Bash4
Go3
Scala3
C3
Embedded C2
SystemVerilog1
Rust1

What frameworks and libraries does Systems and Technology Research use?

PyTorch is named in 7% of job postings at Systems and Technology Research, followed by TensorFlow (5%), TensorFlow C++ (5%), Matplotlib (5%).

PyTorch 15 7% required in 100% · 9 open now · since May 2026
TensorFlow 11 5% required in 100% · 9 open now · since May 2026
TensorFlow C++ 11 5% required in 100% · 9 open now · since May 2026
Matplotlib 10 5% required in 100% · 6 open now · since May 2026
Pandas 10 5% required in 100% · 6 open now · since May 2026
React.js 10 5% required in 100% · 4 open now · since Jun 2026
Scikit-learn 9 4% required in 100% · 5 open now · since May 2026
CUDA 9 4% required in 56% · 5 open now · since Jul 2026
Show all (24)
Ray8
NumPy5
Spring Boot5
Dask4
Hadoop4
MOOS-IvP4
JAX3
ROS3
Svelte2
Unreal Engine2
Django1
Google Test1
SciPy1
Vue.js1
OpenTelemetry1
SLF4J1

What cloud and platforms does Systems and Technology Research use?

Linux is named in 34% of job postings at Systems and Technology Research, followed by GitLab (15%), Kubernetes (13%), Windows (11%).

Linux 74 34% required in 84% · 35 open now · since Apr 2025
GitLab 32 15% required in 81% · 9 open now · since Mar 2025
Kubernetes 28 13% required in 82% · 9 open now · since Apr 2026
Windows 24 11% required in 100% · 13 open now · since Apr 2025
AWS 13 6% required in 100% · 5 open now · since Jul 2026
SonarQube 11 5% required in 100% · 5 open now · since Apr 2026
Rancher 9 4% required in 100% · 5 open now · since Jul 2026
Amazon EKS 8 4% required in 100% · 4 open now · since Jul 2026
Show all (28)
MLFlow8
Active Directory7
GitLab CI7
Red Hat7
Ubuntu7
Apache Kafka7
Azure6
LDAP6
GCP5
NATS5
Spark4
Amazon EC23
vLLM3
VMWare3
Power BI3
CentOS Stream2
Bitbucket1
Grafana1
RTOS1
Splunk1

What developer tools does Systems and Technology Research use?

Git is named in 16% of job postings at Systems and Technology Research, followed by Docker (16%), Ghidra (9%), IDA Pro (9%).

Git 35 16% required in 97% · 18 open now · since Mar 2025
Docker 34 16% required in 82% · 13 open now · since Mar 2025
Ghidra 20 9% required in 75% · 13 open now · since Apr 2025
IDA Pro 20 9% required in 75% · 13 open now · since Apr 2025
Binary Ninja 18 8% required in 83% · 11 open now · since Apr 2025
QEMU 18 8% required in 11% · 11 open now · since Mar 2025
Cameo Systems Modeler 12 6% required in 83% · 8 open now · since Jan 2026
Podman 11 5% required in 100% · 7 open now · since Nov 2025
Show all (50)
Simulink11
MAVLink10
SysML9
OpenAI Codex8
Rest API7
CMake6
Chef6
Jenkins5
Xilinx Vivado5
AFSIM4
ArgoCD4
Conan4
JFrog Artifactory4
Trivy4
VCPKG4
Ansible4
Ansys HFSS3
Cursor3
Helm3
Siemens ModelSim3
SolidWorks3
Sonnet3
Adobe Photoshop2
Claude Code2
Microsoft Excel2
Eagle2
HDL Coder2
PetaLinux2
Vitis2
Wireshark2
ANSYS1
Altium Designer1

And 10 more, each named in fewer postings.

What AI and ML technologies does Systems and Technology Research use?

LLM is named in 4% of job postings at Systems and Technology Research, followed by Vision Transformer (1%).

LLM 9 4% required in 100% · 5 open now · since Aug 2026
Vision Transformer 3 1% required in 100% · since Oct 2026

Which engineering practices does Systems and Technology Research ask for?

Machine Learning is named in 38% of job postings at Systems and Technology Research, followed by CI/CD (21%), Time Series (11%), Reinforcement Learning (10%).

Machine Learning 82 38% required in 82% · 42 open now · since Apr 2026
CI/CD 45 21% required in 100% · 16 open now · since Apr 2026
Time Series 23 11% required in 52% · 10 open now · since May 2026
Reinforcement Learning 22 10% required in 100% · 6 open now · since Apr 2026
Radar Signal Processing 18 8% required in 100% · 16 open now · since Jul 2026
AI Agents 15 7% required in 67% · since Jul 2026
Platform Engineering 14 6% required in 93% · 8 open now · since Jun 2026
MBSE 12 6% required in 100% · 8 open now · since Jan 2026
Show all (26)
Self-Supervised Learning6
GitOps5
Multimodal AI5
ETL/ELT5
Sensor Fusion4
Digital Twin4
Computer Vision3
Edge AI3
Fine-tuning3
Knowledge Distillation3
Model Distillation3
EVMS2
RAG2
Anomaly Detection1
CAPA1
MIL-STD-8101
Path Planning1
TCP/IP1

What does each Systems and Technology Research team work with?

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

Backend

63 postings
Python52
C++43
Linux28
Java26
GitLab13
Windows13

Hardware

28 postings
C++18
Python16
MATLAB13
Linux4
VHDL4
Verilog4

Industrial Engineering

28 postings
C++23
Python23
MATLAB15
MLFlow8
PyTorch8
Ray8

AI/ML

27 postings
Python26
C++21
MATLAB15
Git9
Linux6
LLM5

DevOps

21 postings
Linux16
Python14
Kubernetes11
Docker8
GitLab8
SonarQube8

QA

6 postings
MATLAB5
Python5
Ansible3
Docker3
Podman3

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How much does Systems and Technology Research pay by technology?

Median stated pay of the postings that name each technology, against the median of all Systems and Technology Research postings with stated pay: $216k across 210 postings.

TechnologyPostings with payMedianvs company median
Python167$216k0%
C++130$220k+2%
MATLAB79$220k+2%
Linux72$184k−15%
Java36$184k−15%
GitLab32$184k−15%
Kubernetes28$184k−15%
Windows23$184k−15%
PyTorch15$220k+2%
AWS13$216k0%

How is the Systems and Technology Research 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
Claude CodeNov 2026
RAGNov 2026
CursorNov 2026
Edge AINov 2026
Embedded CNov 2026
PetaLinuxNov 2026
VitisNov 2026
COct 2026
Rising
Git4% → 23%
Linux21% → 32%
Simulink0% → 9%
LLM0% → 8%
Binary Ninja1% → 8%
QEMU1% → 8%
OpenAI Codex0% → 7%
Windows4% → 10%
Falling
GitLab22% → 10%
Platform Engineering13% → 4%
Radar Signal Processing15% → 7%
SonarQube9% → 1%
Docker18% → 11%
Reinforcement Learning16% → 9%
MAVLink10% → 3%
Kubernetes15% → 9%
Not named for 6 months
BashApr 2026
ConanApr 2026
TrivyApr 2026
VCPKGApr 2026
JAXMay 2026

How modern is the Systems and Technology Research stack?

Cutting-edge AI adopter 76/100

Systems and Technology Research 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: 2; legacy ones: 0.

How common is the Systems and Technology Research stack in its industry?

Share of the 200 companies in the same industries, whose stack Alion knows, that use each technology.

Python90%
C++70%
MATLAB34%
Linux71%
Java44%
GitLab35%
Kubernetes61%
Windows44%
PyTorch43%
AWS58%

What sets Systems and Technology Research apart

Dask2%
MOOS-IvP1%
Vision Transformer1%

Questions about the Systems and Technology Research tech stack

What programming languages does Systems and Technology Research use?

The languages named in Systems and Technology Research job postings are Python (78%), C++ (62%), MATLAB (39%), Java (17%), TypeScript (5%), as a share of the 216 postings of the last 12 months.

Does Systems and Technology Research use PyTorch?

Yes. PyTorch is named in 15 of 216 job postings (7%) and required in 15 of them.

What cloud and platforms does Systems and Technology Research use?

The cloud and platforms named in Systems and Technology Research job postings are Linux (74), GitLab (32), Kubernetes (28) (postings in brackets).

What skills do you need for a Backend job at Systems and Technology Research?

Backend postings at Systems and Technology Research most often require Python (52), C++ (43), Linux (28), Java (26), out of 63 postings in the last 12 months.

Is the Systems and Technology Research tech stack changing?

Yes. Claude Code, RAG, Cursor, Edge AI first appeared in Systems and Technology Research job postings in the last six months.

How modern is the Systems and Technology Research tech stack?

Systems and Technology Research 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: 2; legacy ones: 0.

How does Alion know the Systems and Technology Research tech stack?

Alion reads every job posting Systems and Technology Research publishes and tags the technologies each one names. The figures on this page count the 216 postings of the last 12 months and were updated on Nov 11, 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, "Systems and Technology Research tech stack: 148 technologies from 216 job postings", as of Nov 11, 2026. https://alion.io/company/str/technologies

Licence: CC BY-SA 4.0JSON