R7 tech stack

R7 builds mostly with Python. Its stack also includes AWS, vLLM, DeepSpeed, FSDP. AWS is named in 3 of the 5 job postings R7 published in the last 12 months (60%). Counted by Alion from the job postings of R7, updated Nov 3, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 3, 2026
Technologies in use
34
Postings analysed
5
Open now
5
Modernity
80 /100

What programming languages does R7 use?

Python is named in 40% of job postings at R7.

Python 2 40% required in 100% · 2 open now · since Oct 2026

What frameworks and libraries does R7 use?

DeepSpeed is named in 40% of job postings at R7, followed by FSDP (40%), PyTorch (40%), SGLang (40%).

DeepSpeed 2 40% required in 100% · 2 open now · since Oct 2026
FSDP 2 40% required in 100% · 2 open now · since Oct 2026
PyTorch 2 40% required in 100% · 2 open now · since Oct 2026
SGLang 2 40% required in 100% · 2 open now · since Oct 2026
TensorRT-LLM 2 40% required in 100% · 2 open now · since Oct 2026
CUDA 1 20% required in 100% · 1 open now · since Oct 2026
Triton 1 20% required in 100% · 1 open now · since Oct 2026

What cloud and platforms does R7 use?

AWS is named in 60% of job postings at R7, followed by vLLM (40%), Azure (20%), GCP (20%).

AWS 3 60% required in 100% · 3 open now · since Oct 2026
vLLM 2 40% required in 100% · 2 open now · since Oct 2026
Azure 1 20% required in 100% · 1 open now · since Oct 2026
GCP 1 20% required in 100% · 1 open now · since Oct 2026
Linux 1 20% required in 100% · 1 open now · since Oct 2026
SIEM 1 20% required in 100% · 1 open now · since Oct 2026
Splunk 1 20% required in 100% · 1 open now · since Oct 2026
Windows 1 20% required in 100% · 1 open now · since Oct 2026

What developer tools does R7 use?

TensorRT is named in 40% of job postings at R7.

TensorRT 2 40% required in 100% · 2 open now · since Oct 2026

What AI and ML technologies does R7 use?

LLM is named in 60% of job postings at R7, followed by LoRA (40%), QLoRA (40%), PEFT (40%).

LLM 3 60% required in 100% · 3 open now · since Oct 2026
LoRA 2 40% required in 100% · 2 open now · since Oct 2026
QLoRA 2 40% required in 100% · 2 open now · since Oct 2026
PEFT 2 40% optional · 2 open now · since Oct 2026

Which engineering practices does R7 ask for?

AI Agents is named in 60% of job postings at R7, followed by Fine-tuning (60%), Machine Learning (60%), Post-training (60%).

AI Agents 3 60% required in 100% · 3 open now · since Oct 2026
Fine-tuning 3 60% required in 100% · 3 open now · since Oct 2026
Machine Learning 3 60% required in 100% · 3 open now · since Oct 2026
Post-training 3 60% required in 100% · 3 open now · since Oct 2026
Context Engineering 2 40% required in 100% · 2 open now · since Oct 2026
DPO 2 40% required in 100% · 2 open now · since Oct 2026
GRPO 2 40% required in 100% · 2 open now · since Oct 2026
KV Cache 2 40% required in 100% · 2 open now · since Oct 2026
Show all (13)
Knowledge Distillation2
Model Distillation2
Quantization2
Speculative Decoding2
Tokenization2

What does each R7 team work with?

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

AI/ML

3 postings
LLM3
AWS2
DeepSpeed2
FSDP2
LoRA2
PyTorch2

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How modern is the R7 stack?

Cutting-edge AI adopter 80/100

R7 scores 80 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: 4; legacy ones: 0.

Questions about the R7 tech stack

What programming languages does R7 use?

The languages named in R7 job postings are Python (40%), as a share of the 5 postings of the last 12 months.

Does R7 use DeepSpeed?

Yes. DeepSpeed is named in 2 of 5 job postings (40%) and required in 2 of them.

What cloud and platforms does R7 use?

The cloud and platforms named in R7 job postings are AWS (3), vLLM (2), Azure (1) (postings in brackets).

What skills do you need for a AI/ML job at R7?

AI/ML postings at R7 most often require LLM (3), AWS (2), DeepSpeed (2), FSDP (2), out of 3 postings in the last 12 months.

Is the R7 tech stack changing?

No new technology has appeared in R7 job postings in the last six months.

How modern is the R7 tech stack?

R7 scores 80 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: 4; legacy ones: 0.

How does Alion know the R7 tech stack?

Alion reads every job posting R7 publishes and tags the technologies each one names. The figures on this page count the 5 postings of the last 12 months and were updated on Nov 3, 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, "R7 tech stack: 34 technologies from 5 job postings", as of Nov 3, 2026. https://alion.io/company/r7-4/technologies

Licence: CC BY-SA 4.0JSON