RLWRLD
Humanoid Robots · Robotic Software & Control Systems

RLWRLD tech stack

RLWRLD builds mostly with Python, C++, JavaScript, Rust. Its stack also includes Linux, PyTorch, ROS, AWS. Python is named in 20 of the 41 job postings RLWRLD published in the last 12 months (49%). Counted by Alion from the job postings of RLWRLD, updated Nov 11, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 11, 2026
Technologies in use
100
Postings analysed
41
Open now
34
Modernity
83 /100
New in 6 months
8

What programming languages does RLWRLD use?

Python is named in 49% of job postings at RLWRLD, followed by C++ (24%), JavaScript (2%), Rust (2%).

Python 20 49% required in 95% · 15 open now · since Nov 2025
C++ 10 24% required in 100% · 8 open now · since Nov 2025
JavaScript 1 2% required in 100% · 1 open now · since Jul 2026
Rust 1 2% required in 100% · 1 open now · since Oct 2026
SQL 1 2% required in 100% · since Dec 2025
Elixir 1 2% optional · 1 open now · since Jul 2026
PHP 1 2% optional · 1 open now · since Jul 2026

What frameworks and libraries does RLWRLD use?

PyTorch is named in 24% of job postings at RLWRLD, followed by ROS (20%), ROS2 (15%), MuJoCo (10%).

PyTorch 10 24% required in 100% · 7 open now · since Dec 2025
ROS 8 20% required in 100% · 5 open now · since Nov 2025
ROS2 6 15% required in 100% · 4 open now · since Nov 2025
MuJoCo 4 10% required in 100% · 3 open now · since Jan 2026
NCCL 3 7% required in 100% · 2 open now · since Jan 2026
TensorFlow 3 7% required in 100% · 1 open now · since Dec 2025
JAX 2 5% required in 100% · 2 open now · since Jul 2026
Transformers 2 5% required in 100% · 2 open now · since Jul 2026
Show all (20)
CUDA1
DeepSpeed1
Django1
FSDP1
Laravel1
LeRobot1
OpenCV1
Pandas1
Phoenix LiveView1
Polars1
Ray1
Triton1

What cloud and platforms does RLWRLD use?

Linux is named in 24% of job postings at RLWRLD, followed by AWS (10%), Grafana (7%), Azure (5%).

Linux 10 24% required in 100% · 7 open now · since Nov 2025
AWS 4 10% required in 100% · 2 open now · since Jul 2025
Grafana 3 7% required in 100% · 2 open now · since Dec 2025
Azure 2 5% required in 100% · 1 open now · since Jan 2026
GCP 2 5% required in 100% · 1 open now · since Jan 2026
Kubernetes 2 5% required in 100% · 1 open now · since Jan 2026
RTOS 2 5% required in 100% · 2 open now · since Jan 2026
Spark 2 5% required in 50% · 1 open now · since Dec 2025
Show all (25)
AWS Lambda1
Amazon EKS1
Amazon S31
Azure AKS1
GitHub1
GitHub Actions1
GitLab CI1
Google GKE1
Hugging Face1
Kibana1
Kubeflow1
MLFlow1
Prefect1
Superset1
TorchServe1
Weights & Biases1
vLLM1

What developer tools does RLWRLD use?

Git is named in 12% of job postings at RLWRLD, followed by Isaac Sim (10%), Claude Code (7%), Fusion 360 (7%).

Git 5 12% required in 100% · 3 open now · since Dec 2025
Isaac Sim 4 10% required in 100% · 3 open now · since Jan 2026
Claude Code 3 7% required in 100% · 3 open now · since Mar 2026
Fusion 360 3 7% required in 100% · 3 open now · since Dec 2025
SolidWorks 3 7% required in 100% · 3 open now · since Dec 2025
Cursor 2 5% required in 100% · 2 open now · since Mar 2026
InfiniBand 2 5% required in 100% · 1 open now · since Jan 2026
Prometheus 2 5% required in 100% · 1 open now · since Jan 2026
Show all (18)
SLURM2
Ansible1
Docker1
Gazebo1
Jenkins1
NVLink1
TensorRT1
Terraform1
Triton Inference Server1
pySpark1

What AI and ML technologies does RLWRLD use?

VLM is named in 20% of job postings at RLWRLD, followed by LLM (7%), ChatGPT (5%), Claude (5%).

VLM 8 20% required in 100% · 7 open now · since Jul 2026
LLM 3 7% required in 100% · 3 open now · since Jul 2026
ChatGPT 2 5% required in 100% · 2 open now · since Mar 2026
Claude 2 5% required in 100% · 2 open now · since Mar 2026

Which engineering practices does RLWRLD ask for?

Physical AI is named in 93% of job postings at RLWRLD, followed by Vision-Language-Action (37%), Imitation Learning (17%), Computer Vision (15%).

Physical AI 38 93% required in 100% · 33 open now · since Jul 2025
Vision-Language-Action 15 37% required in 100% · 13 open now · since Dec 2025
Imitation Learning 7 17% required in 100% · 7 open now · since Dec 2025
Computer Vision 6 15% required in 100% · 3 open now · since Jan 2026
Teleoperation 5 12% required in 100% · 4 open now · since Dec 2025
CI/CD 4 10% required in 100% · 1 open now · since Dec 2025
Fine-tuning 4 10% required in 100% · 2 open now · since Jul 2026
Machine Learning 3 7% required in 100% · 1 open now · since Jul 2026
Show all (26)
World Models3
Embodied AI2
HPC2
IAM2
Localization2
Multimodal AI2
Reinforcement Learning2
Reinforcement Learning2
Sim-to-Real2
Behavior Tree1
ETL/ELT1
Edge AI1
FMEA1
Inverse Kinematics1
Model Predictive Control1
Motion Planning1
Time Series1
Twelve-Factor App1

What does each RLWRLD team work with?

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

AI/ML

9 postings
Python9
PyTorch7
C++4
VLM4
Git3
Isaac Sim3

Early Careers

5 postings
Claude Code3
ChatGPT2
Claude2
Cursor2
Python2

Robotics

4 postings
C++4
Linux3
Python3
ROS3
ROS23
RTOS2

Industrial Engineering

3 postings
Fusion 3602
Python2
SolidWorks2

See the open roles

How does your stack fit RLWRLD?

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

How is the RLWRLD 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
Fine-tuningJul 2026
Multimodal AIJul 2026
LLMJul 2026
Embodied AIJul 2026
World ModelsJul 2026
TransformersJul 2026
Reinforcement LearningJul 2026
Reinforcement LearningJul 2026
Falling
C++38% → 8%
Linux38% → 8%
Teleoperation25% → 0%
VLM38% → 15%
Imitation Learning31% → 8%
ROS219% → 0%
Machine Learning19% → 0%
ROS25% → 8%
Not named for 6 months
TensorFlowJan 2026
Sim-to-RealJan 2026

How modern is the RLWRLD stack?

Cutting-edge AI adopter 83/100

RLWRLD scores 83 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 common is the RLWRLD stack in its industry?

Share of the 400 companies in the same industries, whose stack Alion knows, that use each technology.

Python80%
C++69%
Linux57%
PyTorch55%
ROS32%
VLM20%
ROS236%
AWS40%
MuJoCo26%
Grafana21%

Questions about the RLWRLD tech stack

What programming languages does RLWRLD use?

The languages named in RLWRLD job postings are Python (49%), C++ (24%), JavaScript (2%), Rust (2%), SQL (2%), as a share of the 41 postings of the last 12 months.

Does RLWRLD use PyTorch?

Yes. PyTorch is named in 10 of 41 job postings (24%) and required in 10 of them.

What cloud and platforms does RLWRLD use?

The cloud and platforms named in RLWRLD job postings are Linux (10), AWS (4), Grafana (3) (postings in brackets).

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

AI/ML postings at RLWRLD most often require Python (9), PyTorch (7), C++ (4), VLM (4), out of 9 postings in the last 12 months.

Is the RLWRLD tech stack changing?

Yes. Fine-tuning, Multimodal AI, LLM, Embodied AI first appeared in RLWRLD job postings in the last six months.

How modern is the RLWRLD tech stack?

RLWRLD scores 83 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 RLWRLD tech stack?

Alion reads every job posting RLWRLD publishes and tags the technologies each one names. The figures on this page count the 41 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, "RLWRLD tech stack: 100 technologies from 41 job postings", as of Nov 11, 2026. https://alion.io/company/rlwrld-inc/technologies

Licence: CC BY-SA 4.0JSON