Q.ANT tech stack

Q.ANT builds mostly with Python, C++, Rust, MATLAB. Its stack also includes GitHub, JAX, PyTorch, Linux. Python is named in 9 of the 16 job postings Q.ANT published in the last 12 months (56%). Counted by Alion from the job postings of Q.ANT, updated Sep 29, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 29, 2026
Technologies in use
20
Postings analysed
16
Open now
14
Modernity
79 /100

What programming languages does Q.ANT use?

Python is named in 56% of job postings at Q.ANT, followed by C++ (19%), Rust (13%), MATLAB (6%).

Python 9 56% required in 78% · 8 open now · since Sep 2025
C++ 3 19% required in 100% · 3 open now · since Feb 2026
Rust 2 13% required in 100% · 2 open now · since Feb 2026
MATLAB 1 6% required in 100% · 1 open now · since Sep 2025

What frameworks and libraries does Q.ANT use?

JAX is named in 19% of job postings at Q.ANT, followed by PyTorch (19%), NumPy (13%), PyTorch C++ (13%).

JAX 3 19% required in 100% · 3 open now · since Feb 2026
PyTorch 3 19% required in 100% · 3 open now · since Feb 2026
NumPy 2 13% required in 100% · 2 open now · since Mar 2026
PyTorch C++ 2 13% required in 100% · 2 open now · since Feb 2026
TensorFlow 2 13% required in 100% · 2 open now · since Feb 2026
TensorFlow C++ 2 13% required in 100% · 2 open now · since Feb 2026
Eigen 1 6% required in 100% · 1 open now · since Mar 2026

What cloud and platforms does Q.ANT use?

GitHub is named in 25% of job postings at Q.ANT, followed by Linux (6%), RTOS (6%).

GitHub 4 25% required in 100% · 3 open now · since Feb 2026
Linux 1 6% required in 100% · 1 open now · since Jul 2026
RTOS 1 6% required in 100% · 1 open now · since Jul 2026

What developer tools does Q.ANT use?

llama.cpp is named in 13% of job postings at Q.ANT, followed by PetaLinux (6%).

llama.cpp 2 13% required in 100% · 2 open now · since Mar 2026
PetaLinux 1 6% required in 100% · 1 open now · since Jul 2026

What AI and ML technologies does Q.ANT use?

LLM is named in 6% of job postings at Q.ANT, followed by Mamba (6%).

LLM 1 6% required in 100% · 1 open now · since Jun 2026
Mamba 1 6% required in 100% · 1 open now · since Jun 2026

Which engineering practices does Q.ANT ask for?

HPC is named in 100% of job postings at Q.ANT, followed by CI/CD (19%).

HPC 16 100% required in 100% · 14 open now · since Sep 2025
CI/CD 3 19% required in 100% · 3 open now · since Feb 2026

What does each Q.ANT team work with?

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

Hardware

6 postings
Python4
C++3
GitHub2
JAX2
PyTorch2
PyTorch C++2

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How is the Q.ANT 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.

Not named for 6 months
NumPyMar 2026
PyTorch C++Mar 2026
RustMar 2026
TensorFlowMar 2026
TensorFlow C++Mar 2026

How modern is the Q.ANT stack?

Cutting-edge AI adopter 79/100

Q.ANT scores 79 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 Q.ANT stack in its industry?

Share of the 127 companies in the same industries, whose stack Alion knows, that use each technology.

Python81%
GitHub24%
C++75%
JAX20%
PyTorch39%
NumPy21%
PyTorch C++35%
Rust26%
TensorFlow33%
TensorFlow C++28%

Questions about the Q.ANT tech stack

What programming languages does Q.ANT use?

The languages named in Q.ANT job postings are Python (56%), C++ (19%), Rust (13%), MATLAB (6%), as a share of the 16 postings of the last 12 months.

Does Q.ANT use JAX?

Yes. JAX is named in 3 of 16 job postings (19%) and required in 3 of them.

What cloud and platforms does Q.ANT use?

The cloud and platforms named in Q.ANT job postings are GitHub (4), Linux (1), RTOS (1) (postings in brackets).

What skills do you need for a Hardware job at Q.ANT?

Hardware postings at Q.ANT most often require Python (4), C++ (3), GitHub (2), JAX (2), out of 6 postings in the last 12 months.

Is the Q.ANT tech stack changing?

No new technology has appeared in Q.ANT job postings in the last six months.

How modern is the Q.ANT tech stack?

Q.ANT scores 79 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 Q.ANT tech stack?

Alion reads every job posting Q.ANT publishes and tags the technologies each one names. The figures on this page count the 16 postings of the last 12 months and were updated on Sep 29, 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, "Q.ANT tech stack: 20 technologies from 16 job postings", as of Sep 29, 2026. https://alion.io/company/qant/technologies

Licence: CC BY-SA 4.0JSON