Sciforium
AI Compute & Inference

Sciforium tech stack

Sciforium builds mostly with Python, C++, Bash, Rust. Its stack also includes vLLM, JAX, ROCm, Kubernetes. Python is named in 19 of the 24 job postings Sciforium published in the last 12 months (79%). Counted by Alion from the job postings of Sciforium, updated Nov 12, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 12, 2026
Technologies in use
71
Postings analysed
24
Open now
14
Modernity
65 /100
New in 6 months
8

What programming languages does Sciforium use?

Python is named in 79% of job postings at Sciforium, followed by C++ (46%), Bash (13%), Rust (4%).

Python 19 79% required in 100% · 11 open now · since Nov 2025
C++ 11 46% required in 100% · 5 open now · since Nov 2025
Bash 3 13% required in 100% · 3 open now · since Jul 2026
Rust 1 4% required in 100% · 1 open now · since Nov 2025
TypeScript 1 4% required in 100% · 1 open now · since Aug 2026

What frameworks and libraries does Sciforium use?

JAX is named in 54% of job postings at Sciforium, followed by ROCm (54%), PyTorch (50%), CUDA (50%).

JAX 13 54% required in 92% · 7 open now · since Nov 2025
ROCm 13 54% required in 77% · 7 open now · since Nov 2025
PyTorch 12 50% required in 100% · 6 open now · since Nov 2025
CUDA 12 50% required in 92% · 6 open now · since Nov 2025
XLA 10 42% required in 10% · 4 open now · since Nov 2025
Triton 7 29% required in 100% · 1 open now · since Sep 2026
NCCL 4 17% required in 100% · 4 open now · since Aug 2026
Ray 4 17% required in 100% · 2 open now · since Jan 2026
Show all (17)
SGLang4
cuDNN2
TensorRT-LLM2
Transformers2
Flax2
TensorFlow1
FSDP1
FastAPI1
Megatron-LM1

What cloud and platforms does Sciforium use?

vLLM is named in 58% of job postings at Sciforium, followed by Kubernetes (21%), Linux (13%), Spark (13%).

vLLM 14 58% required in 21% · 8 open now · since Nov 2025
Kubernetes 5 21% required in 60% · 5 open now · since Nov 2025
Linux 3 13% required in 100% · 3 open now · since Jul 2026
Spark 3 13% required in 100% · 1 open now · since Jan 2026
CentOS Stream 2 8% required in 100% · 2 open now · since Jul 2026
Grafana 2 8% required in 100% · 2 open now · since Aug 2026
LDAP 2 8% required in 100% · 2 open now · since Jul 2026
Ubuntu 2 8% required in 100% · 2 open now · since Jul 2026
Show all (13)
AWS1
Active Directory1
Azure1
GCP1
Hugging Face1

What developer tools does Sciforium use?

TensorRT is named in 42% of job postings at Sciforium, followed by TPU (38%), Ansible (17%), NVLink (13%).

TensorRT 10 42% optional · 4 open now · since Aug 2026
TPU 9 38% required in 22% · 3 open now · since Nov 2025
Ansible 4 17% required in 50% · 4 open now · since Jul 2026
NVLink 3 13% required in 100% · 3 open now · since Aug 2026
SaltStack 3 13% required in 33% · 3 open now · since Jul 2026
Terraform 3 13% required in 33% · 3 open now · since Jul 2026
Git 2 8% required in 100% · 2 open now · since Aug 2026
InfiniBand 2 8% required in 100% · 2 open now · since Aug 2026
Show all (15)
Prometheus2
SLURM2
Docker1
Packer1
containerd1
Triton Inference Server1
WebSockets1

What AI and ML technologies does Sciforium use?

LLM is named in 54% of job postings at Sciforium.

LLM 13 54% required in 85% · 5 open now · since Nov 2025

Which engineering practices does Sciforium ask for?

Multimodal AI is named in 100% of job postings at Sciforium, followed by Machine Learning (38%), HPC (29%), Pre-training (17%).

Multimodal AI 24 100% required in 100% · 14 open now · since Nov 2025
Machine Learning 9 38% required in 100% · 7 open now · since Nov 2025
HPC 7 29% required in 43% · 5 open now · since Nov 2025
Pre-training 4 17% required in 100% · 2 open now · since Jan 2026
DPO 3 13% required in 100% · 1 open now · since Jan 2026
Post-training 3 13% required in 100% · 1 open now · since Jan 2026
RLHF 3 13% required in 100% · 1 open now · since Jan 2026
SFT 3 13% required in 100% · 1 open now · since Jan 2026
Show all (20)
Synthetic Data3
Configuration Management3
Computer Vision3
BGP1
CI/CD1
Diffusion Models1
KV Cache1
OSPF1
Self-Healing1
VLAN1
VPN1
eBPF1

What does each Sciforium team work with?

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

AI/ML

16 postings
Python14
JAX12
PyTorch12
CUDA10
ROCm10
C++9

Data Science

3 postings
LLM3
Python3
Ray3
Spark3

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How is the Sciforium 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
TritonSep 2026
TensorRTAug 2026
NCCLAug 2026
NVLinkAug 2026
GitAug 2026
GrafanaAug 2026
InfiniBandAug 2026
PrometheusAug 2026

How modern is the Sciforium stack?

Modern AI adopter 65/100

Sciforium scores 65 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: 1; legacy ones: 0.

How common is the Sciforium stack in its industry?

Share of the 140 companies in the same industries, whose stack Alion knows, that use each technology.

Python96%
vLLM53%
JAX29%
LLM66%
ROCm24%
CUDA67%
PyTorch59%
C++66%
XLA11%
Triton43%

Questions about the Sciforium tech stack

What programming languages does Sciforium use?

The languages named in Sciforium job postings are Python (79%), C++ (46%), Bash (13%), Rust (4%), TypeScript (4%), as a share of the 24 postings of the last 12 months.

Does Sciforium use JAX?

Yes. JAX is named in 13 of 24 job postings (54%) and required in 12 of them.

What cloud and platforms does Sciforium use?

The cloud and platforms named in Sciforium job postings are vLLM (14), Kubernetes (5), Linux (3) (postings in brackets).

What skills do you need for a AI/ML job at Sciforium?

AI/ML postings at Sciforium most often require Python (14), JAX (12), PyTorch (12), CUDA (10), out of 16 postings in the last 12 months.

Is the Sciforium tech stack changing?

Yes. Triton, TensorRT, NCCL, NVLink first appeared in Sciforium job postings in the last six months.

How modern is the Sciforium tech stack?

Sciforium scores 65 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: 1; legacy ones: 0.

How does Alion know the Sciforium tech stack?

Alion reads every job posting Sciforium publishes and tags the technologies each one names. The figures on this page count the 24 postings of the last 12 months and were updated on Nov 12, 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, "Sciforium tech stack: 71 technologies from 24 job postings", as of Nov 12, 2026. https://alion.io/company/sciforium-2/technologies

Licence: CC BY-SA 4.0JSON