PhysicsX
AI for Science · Simulation & Digital Twin Software

PhysicsX tech stack

PhysicsX builds mostly with Python, Go, Java, C++. Its stack also includes Kubernetes, AWS, PyTorch, SciPy. Python is named in 42 of the 63 job postings PhysicsX published in the last 12 months (67%). Counted by Alion from the job postings of PhysicsX, updated Nov 13, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 13, 2026
Technologies in use
146
Postings analysed
63
Open now
37
Modernity
78 /100
New in 6 months
8

What programming languages does PhysicsX use?

Python is named in 67% of job postings at PhysicsX, followed by Go (10%), Java (8%), C++ (6%).

Python 42 67% required in 83% · 27 open now · since Aug 2025
Go 6 10% required in 83% · 2 open now · since Feb 2026
Java 5 8% required in 100% · 4 open now · since Sep 2025
C++ 4 6% required in 75% · 3 open now · since Aug 2025
Rust 3 5% required in 100% · 1 open now · since Mar 2026
PowerShell 2 3% required in 100% · 2 open now · since Sep 2026
Bash 1 2% required in 100% · 1 open now · since Sep 2026
MATLAB 1 2% required in 100% · 1 open now · since Aug 2026
Show all (12)
Elixir1
Erlang1
OCaml1
TypeScript1

What frameworks and libraries does PhysicsX use?

PyTorch is named in 21% of job postings at PhysicsX, followed by SciPy (16%), Pandas (13%), FastAPI (13%).

PyTorch 13 21% required in 100% · 8 open now · since Aug 2025
SciPy 10 16% required in 90% · 7 open now · since Aug 2025
Pandas 8 13% required in 100% · 5 open now · since Aug 2025
FastAPI 8 13% required in 38% · 6 open now · since Aug 2025
NumPy 7 11% required in 86% · 5 open now · since Aug 2025
TensorFlow 6 10% required in 100% · 4 open now · since Aug 2025
CUDA 6 10% required in 83% · 4 open now · since Aug 2025
JAX 5 8% required in 100% · 5 open now · since Aug 2025
Show all (18)
Dask3
Triton3
FSDP1
LangGraph1
NCCL1
OpenTelemetry1
Pydantic AI1
SGLang1
TensorFlow C++1
LangChain1

What databases does PhysicsX use?

Amazon Aurora is named in 2% of job postings at PhysicsX, followed by DynamoDB (2%), Pinecone (2%), Weaviate (2%).

Amazon Aurora 1 2% required in 100% · since Sep 2026
DynamoDB 1 2% required in 100% · since Sep 2026
Pinecone 1 2% optional · since Mar 2026
Weaviate 1 2% optional · since Mar 2026

What cloud and platforms does PhysicsX use?

Kubernetes is named in 33% of job postings at PhysicsX, followed by AWS (27%), Azure (25%), GCP (11%).

Kubernetes 21 33% required in 71% · 13 open now · since Aug 2025
AWS 17 27% required in 59% · 13 open now · since Aug 2025
Azure 16 25% required in 50% · 13 open now · since Aug 2025
GCP 7 11% required in 86% · 6 open now · since Aug 2025
Linux 6 10% required in 100% · 5 open now · since Apr 2026
GitHub 4 6% required in 50% · 3 open now · since Feb 2026
Kubeflow 3 5% required in 100% · 2 open now · since Aug 2025
Spark 3 5% required in 100% · 3 open now · since Aug 2025
Show all (35)
Amazon EKS2
Azure AKS2
CoreWeave2
GitHub Actions2
Grafana2
MLFlow2
Microsoft Entra ID2
Windows2
Figma2
Amazon CloudWatch1
Auth01
Cloudflare1
Crowdstrike1
Datadog1
GitLab1
GitLab CI1
Istio1
LDAP1
Okta1
Ollama1
OpenAI1
Snyk1
Zscaler1
vLLM1
Arize Phoenix1
LangSmith1
SIEM1

What developer tools does PhysicsX use?

Helm is named in 19% of job postings at PhysicsX, followed by Terraform (19%), CATIA (14%), Octopus Deploy (14%).

Helm 12 19% required in 50% · 7 open now · since Jan 2026
Terraform 12 19% required in 50% · 7 open now · since Jan 2026
CATIA 9 14% required in 100% · 6 open now · since Sep 2025
Octopus Deploy 9 14% required in 33% · 3 open now · since Aug 2025
OpenFOAM 8 13% required in 88% · 5 open now · since Sep 2025
STAR-CCM+ 8 13% required in 88% · 5 open now · since Sep 2025
Docker 7 11% required in 71% · 5 open now · since Aug 2025
ArgoCD 6 10% required in 83% · 3 open now · since Mar 2026
Show all (36)
Crossplane4
SLURM4
ANSYS4
Rest API4
Prometheus3
Abaqus2
Git2
Model Context Protocol2
A2A1
Altium Designer1
Ansys HFSS1
Ansys SIwave1
Azure Data Factory1
Blender1
Cadence Allegro1
Claude Code1
Copilot1
Cursor1
Houdini1
InfiniBand1
Jaeger1
KServe1
Keycloak1
Nastran1
OpenMP1
Semgrep1
Braintrust1
External Secrets1

What AI and ML technologies does PhysicsX use?

LLM is named in 5% of job postings at PhysicsX, followed by Claude (2%), ResNet (2%).

LLM 3 5% required in 100% · 2 open now · since Mar 2026
Claude 1 2% required in 100% · since Mar 2026
ResNet 1 2% required in 100% · since Apr 2026

Which engineering practices does PhysicsX ask for?

Machine Learning is named in 59% of job postings at PhysicsX, followed by HPC (24%), CI/CD (21%), AI Agents (11%).

Machine Learning 37 59% required in 92% · 23 open now · since Aug 2025
HPC 15 24% required in 87% · 9 open now · since Sep 2025
CI/CD 13 21% required in 100% · 8 open now · since Aug 2025
AI Agents 7 11% required in 86% · 3 open now · since Feb 2026
Computer Vision 5 8% required in 80% · 4 open now · since Aug 2025
GitOps 5 8% required in 80% · 3 open now · since Mar 2026
IAM 5 8% required in 80% · 3 open now · since Mar 2026
Platform Engineering 4 6% required in 75% · 2 open now · since Mar 2026
Show all (38)
Anomaly Detection3
Time Series3
Diffusion Models2
Fine-tuning2
Post-training2
VPN2
Incident Management2
DHCP1
DNS1
Federated Learning1
KV Cache1
Knowledge Distillation1
LLM Guardrails1
Model Distillation1
Multimodal AI1
PKI1
Plasma Etch1
RLAIF1
RLHF1
Reinforcement Learning1
SFT1
SLI/SLO/SLA1
Service Mesh1
Speculative Decoding1
Synthetic Data1
ALD1
Function Calling1
Mixture of Experts1
Reward Modeling1
Self-Supervised Learning1

What does each PhysicsX team work with?

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

Industrial Engineering

15 postings
Python12
CATIA9
OpenFOAM7
STAR-CCM+7
Java5
ANSYS3

AI/ML

14 postings
Python11
PyTorch9
SciPy5
CUDA4
Pandas4
AWS3

Backend

5 postings
Go3
Kubernetes3
Python3
AWS2
ArgoCD2
Azure2

Data Science

4 postings
Python4
NumPy3
Pandas3
PyTorch3
SciPy3
TensorFlow3

Support

4 postings
Linux4
Amazon EKS2
ArgoCD2
Azure AKS2
Git2
Helm2

See the open roles

How does your stack fit PhysicsX?

Sign in to compare your skills with this stack and see which open roles fit you.
Sign In

How much does PhysicsX pay by technology?

Median stated pay of the postings that name each technology, against the median of all PhysicsX postings with stated pay: $225k across 10 postings.

TechnologyPostings with payMedianvs company median
Python6$220k−2%
Kubernetes5$250k+11%
AWS5$250k+11%
Azure5$250k+11%

How is the PhysicsX 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
Post-trainingNov 2026
Amazon EKSOct 2026
Azure AKSOct 2026
GitOct 2026
Incident ManagementOct 2026
AbaqusSep 2026
GitHub ActionsSep 2026
Microsoft Entra IDSep 2026
Rising
Linux0% → 19%
ArgoCD0% → 19%
GitOps0% → 15%
IAM0% → 15%
Go0% → 12%
Octopus Deploy7% → 15%
AI Agents7% → 12%
Java7% → 12%
Falling
NumPy20% → 0%
PyTorch27% → 8%
SciPy20% → 4%
Pandas20% → 4%
Docker20% → 8%
Not named for 6 months
Time SeriesApr 2026
Anomaly DetectionApr 2026
CoreWeaveApr 2026
Model Context ProtocolMar 2026

How modern is the PhysicsX stack?

Cutting-edge AI adopter 78/100

PhysicsX scores 78 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: 3; legacy ones: 0.

How common is the PhysicsX stack in its industry?

Share of the 454 companies in the same industries, whose stack Alion knows, that use each technology.

Python76%
Kubernetes37%
AWS47%
Azure34%
PyTorch36%
SciPy7%
FastAPI15%
Pandas11%
GCP33%
NumPy16%

What sets PhysicsX apart

Dask1%
Kubeflow4%
Triton4%

Questions about the PhysicsX tech stack

What programming languages does PhysicsX use?

The languages named in PhysicsX job postings are Python (67%), Go (10%), Java (8%), C++ (6%), Rust (5%), as a share of the 63 postings of the last 12 months.

Does PhysicsX use PyTorch?

Yes. PyTorch is named in 13 of 63 job postings (21%) and required in 13 of them.

What cloud and platforms does PhysicsX use?

The cloud and platforms named in PhysicsX job postings are Kubernetes (21), AWS (17), Azure (16) (postings in brackets).

What skills do you need for a Industrial Engineering job at PhysicsX?

Industrial Engineering postings at PhysicsX most often require Python (12), CATIA (9), OpenFOAM (7), STAR-CCM+ (7), out of 15 postings in the last 12 months.

Is the PhysicsX tech stack changing?

Yes. Post-training, Amazon EKS, Azure AKS, Git first appeared in PhysicsX job postings in the last six months.

How modern is the PhysicsX tech stack?

PhysicsX scores 78 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: 3; legacy ones: 0.

How does Alion know the PhysicsX tech stack?

Alion reads every job posting PhysicsX publishes and tags the technologies each one names. The figures on this page count the 63 postings of the last 12 months and were updated on Nov 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, "PhysicsX tech stack: 146 technologies from 63 job postings", as of Nov 13, 2026. https://alion.io/company/physicsx/technologies

Licence: CC BY-SA 4.0JSON