AI Robot Association
AI Training Data & Annotation · Nonprofits & Foundations

AI Robot Association tech stack

AI Robot Association builds mostly with Python, C++, Go, JavaScript. Its stack also includes ROS, ROS2, AWS, GCP. ROS is named in 29 of the 47 job postings AI Robot Association published in the last 12 months (62%). Counted by Alion from the job postings of AI Robot Association, updated Nov 12, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 12, 2026
Technologies in use
115
Postings analysed
47
Open now
34
Modernity
75 /100
New in 6 months
8

What programming languages does AI Robot Association use?

Python is named in 55% of job postings at AI Robot Association, followed by C++ (36%), Go (4%), JavaScript (4%).

Python 26 55% required in 73% · 18 open now · since Dec 2025
C++ 17 36% required in 88% · 11 open now · since Dec 2025
Go 2 4% required in 100% · 2 open now · since Jul 2026
JavaScript 2 4% optional · 2 open now · since Jul 2026
MATLAB 2 4% optional · 1 open now · since Jul 2026
TypeScript 2 4% optional · 2 open now · since Feb 2026
SQL 1 2% optional · since Jan 2026

What frameworks and libraries does AI Robot Association use?

ROS is named in 62% of job postings at AI Robot Association, followed by ROS2 (38%), MuJoCo (36%), PyBullet (23%).

ROS 29 62% required in 69% · 21 open now · since Dec 2025
ROS2 18 38% required in 72% · 12 open now · since Dec 2025
MuJoCo 17 36% required in 6% · 13 open now · since Dec 2025
PyBullet 11 23% optional · 9 open now · since Dec 2025
PyTorch 7 15% required in 100% · 5 open now · since Dec 2025
Dagster 2 4% required in 100% · 1 open now · since Jan 2026
FastAPI 2 4% required in 100% · 2 open now · since Jul 2026
Next.js 2 4% required in 100% · 2 open now · since Jul 2026
Show all (21)
React.js2
Pinocchio2
Flink1
JAX1
Ray1
Unreal Engine1
Zod1
FAISS1
LeRobot1
Micro-ROS1
MoveIt1
Nav21
pgvector1

What databases does AI Robot Association use?

Apache Hudi is named in 2% of job postings at AI Robot Association, followed by Apache Iceberg (2%), Delta Lake (2%), OpenSearch (2%).

Apache Hudi 1 2% optional · 1 open now · since Aug 2026
Apache Iceberg 1 2% optional · 1 open now · since Aug 2026
Delta Lake 1 2% optional · 1 open now · since Aug 2026
OpenSearch 1 2% optional · 1 open now · since Aug 2026
PostgreSQL 1 2% optional · 1 open now · since Aug 2026
Trino 1 2% optional · 1 open now · since Aug 2026

What cloud and platforms does AI Robot Association use?

AWS is named in 21% of job postings at AI Robot Association, followed by GCP (19%), Linux (13%), RTOS (6%).

AWS 10 21% required in 70% · 8 open now · since Jan 2026
GCP 9 19% required in 67% · 7 open now · since Jan 2026
Linux 6 13% required in 67% · 5 open now · since Jun 2026
RTOS 3 6% required in 33% · 2 open now · since Jun 2026
Azure 2 4% required in 100% · since Jan 2026
Kubernetes 2 4% required in 50% · 2 open now · since Aug 2026
Airflow 1 2% required in 100% · 1 open now · since Aug 2026
Spark 1 2% required in 100% · 1 open now · since Aug 2026
Show all (16)
Ubuntu1
Windows1
Amazon EKS1
Amazon Kinesis1
Apache Kafka1
Figma1
Google GKE1
Label Studio1

What developer tools does AI Robot Association use?

Isaac Sim is named in 32% of job postings at AI Robot Association, followed by EtherCAT (9%), CANopen (6%), FortiGate (4%).

Isaac Sim 15 32% required in 7% · 12 open now · since Dec 2025
EtherCAT 4 9% required in 50% · 3 open now · since Jun 2026
CANopen 3 6% optional · 2 open now · since Jun 2026
FortiGate 2 4% required in 100% · 2 open now · since Oct 2026
SolidWorks 2 4% required in 100% · 1 open now · since Feb 2026
WebRTC 2 4% required in 100% · 2 open now · since Jul 2026
WebSockets 2 4% required in 100% · 2 open now · since Jul 2026
Docker 2 4% required in 50% · 2 open now · since Apr 2026
Show all (22)
Foxglove Studio2
MQTT2
Terraform2
Gazebo2
Simulink2
CATIA1
Prometheus1
gRPC1
ANSYS1
Abaqus1
Adobe Photoshop1
CVAT1
Canva1
CloudFormation1

What AI and ML technologies does AI Robot Association use?

Gaussian Splatting is named in 2% of job postings at AI Robot Association, followed by VLM (2%).

Gaussian Splatting 1 2% optional · 1 open now · since Jun 2026
VLM 1 2% optional · since Jan 2026

Which engineering practices does AI Robot Association ask for?

Vision-Language-Action is named in 51% of job postings at AI Robot Association, followed by Teleoperation (40%), Embodied AI (34%), Multimodal AI (30%).

Vision-Language-Action 24 51% required in 92% · 23 open now · since Jan 2026
Teleoperation 19 40% required in 100% · 13 open now · since Dec 2025
Embodied AI 16 34% required in 75% · 15 open now · since Jan 2026
Multimodal AI 14 30% required in 100% · 11 open now · since Dec 2025
Sim-to-Real 14 30% required in 100% · 11 open now · since Dec 2025
Reinforcement Learning 14 30% required in 64% · 9 open now · since Dec 2025
Reinforcement Learning 14 30% required in 64% · 9 open now · since Dec 2025
Machine Learning 9 19% required in 100% · 7 open now · since Dec 2025
Show all (41)
Model Predictive Control9
Fine-tuning7
State Management6
CI/CD6
Physical AI5
RLHF5
Imitation Learning5
Explainable AI4
Computer Vision4
Anomaly Detection3
Incident Management2
Motion Planning2
Synthetic Data2
VPN2
ETL/ELT2
World Models2
Inverse Kinematics2
NeRF2
Clean Architecture1
Design Controls1
Layer 21
SLI/SLO/SLA1
TCP/IP1
Time Series1
VLAN1
Verification & Validation1
FMEA1
Human-in-the-Loop1
Knowledge Distillation1
Model Distillation1
SFT1
Sensor Fusion1

And 1 more, each named in fewer postings.

What does each AI Robot Association team work with?

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

Robotics

21 postings
ROS14
C++12
Python12
ROS210
EtherCAT2

DevOps

5 postings
Python3
AWS2
GCP2
ROS2
ROS22

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How is the AI Robot Association 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
FortiGateOct 2026
VPNOct 2026
KubernetesAug 2026
Motion PlanningJul 2026
MATLABJul 2026
PinocchioJul 2026
SimulinkJul 2026
FastAPIJul 2026
Not named for 6 months
PyBulletFeb 2026
Machine LearningApr 2026
PyTorchApr 2026
Fine-tuningApr 2026
RLHFJan 2026
Explainable AIJan 2026
Computer VisionJan 2026
AzureFeb 2026

How modern is the AI Robot Association stack?

Cutting-edge AI adopter 75/100

AI Robot Association scores 75 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 AI Robot Association stack in its industry?

Share of the 3,118 companies in the same industries, whose stack Alion knows, that use each technology.

ROS3%
Python19%
ROS24%
C++7%
MuJoCo3%
PyBullet1%
AWS11%
GCP8%
PyTorch7%
Linux8%

What sets AI Robot Association apart

ROS3%
ROS24%
MuJoCo3%
PyBullet1%
RTOS1%

Questions about the AI Robot Association tech stack

What programming languages does AI Robot Association use?

The languages named in AI Robot Association job postings are Python (55%), C++ (36%), Go (4%), JavaScript (4%), MATLAB (4%), as a share of the 47 postings of the last 12 months.

Does AI Robot Association use ROS?

Yes. ROS is named in 29 of 47 job postings (62%) and required in 20 of them.

What cloud and platforms does AI Robot Association use?

The cloud and platforms named in AI Robot Association job postings are AWS (10), GCP (9), Linux (6) (postings in brackets).

What skills do you need for a Robotics job at AI Robot Association?

Robotics postings at AI Robot Association most often require ROS (14), C++ (12), Python (12), ROS2 (10), out of 21 postings in the last 12 months.

Is the AI Robot Association tech stack changing?

Yes. FortiGate, VPN, Kubernetes, Motion Planning first appeared in AI Robot Association job postings in the last six months.

How modern is the AI Robot Association tech stack?

AI Robot Association scores 75 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 AI Robot Association tech stack?

Alion reads every job posting AI Robot Association publishes and tags the technologies each one names. The figures on this page count the 47 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, "AI Robot Association tech stack: 115 technologies from 47 job postings", as of Nov 12, 2026. https://alion.io/company/airoa/technologies

Licence: CC BY-SA 4.0JSON