← Physical AI Home
PHYSICAL AI · SKILL GRAPH
See which skills actually move together in current Physical AI hiring.
Connect skills observed in current OPEN jobs from VERIFIED official Career Sources with companies, roles and markets, including same-job co-observed skill relationships.
CURRENT OPEN SKILL EVIDENCE
Current Physical AI Skill Graph
Ordering reflects current OPEN hiring evidence volume. It is not a ranking of skill value, proficiency, salary or future prospects.
49 SkillsView 7-day Skill Pulse →
01 · PYTHON
Python
Foundation+125 · 7D →
500Current OPEN Jobs
● DIRECT 454● ADJACENT 46
Requirement evidencejob counts · not a score
REQUIRED61
PREFERRED37
MENTIONED402
Co-observed Skillssame-job evidence
C++ · 301Linux · 191ROS2 · 185Kinematics · 92CAN · 82
Co-observed Roles
Software Engineering · 117Field & Integration · 88AI & ML · 36Controls · 35Systems · 28
Top Hiring Companies
FieldAI43 OPEN
KLA27 OPEN
Symbotic15 OPEN
Humanoid: Pioneering Humanoid Robots for the Future14 OPEN
株式会社Mujin13 OPEN
Leading observed markets
United States (US) · 221Japan (JP) · 17Germany (DE) · 16United Kingdom (GB) · 14Canada (CA) · 11
Last observedSep 8, 2026
02 · C_PLUSPLUS
C++
Foundation+104 · 7D →
367Current OPEN Jobs
● DIRECT 357● ADJACENT 10
Requirement evidencejob counts · not a score
REQUIRED53
PREFERRED16
MENTIONED298
Co-observed Skillssame-job evidence
Python · 301ROS2 · 170Linux · 164CAN · 90Kinematics · 88
Co-observed Roles
Software Engineering · 103Field & Integration · 38Embedded · 34Controls · 33AI & ML · 23
Top Hiring Companies
FieldAI38 OPEN
Apptronik14 OPEN
Humanoid: Pioneering Humanoid Robots for the Future14 OPEN
ARX Robotics11 OPEN
株式会社Mujin11 OPEN
Leading observed markets
United States (US) · 134Japan (JP) · 16Germany (DE) · 14United Kingdom (GB) · 12Canada (CA) · 11
Last observedSep 8, 2026
03 · LINUX
Linux
Foundation+66 · 7D →
289Current OPEN Jobs
● DIRECT 262● ADJACENT 27
Requirement evidencejob counts · not a score
REQUIRED29
PREFERRED32
MENTIONED228
Co-observed Skillssame-job evidence
Python · 191C++ · 164ROS2 · 107CAN · 83ROS · 51
Co-observed Roles
Software Engineering · 82Field & Integration · 55Embedded · 34Systems · 21Controls · 12
Top Hiring Companies
FieldAI33 OPEN
Symbotic14 OPEN
株式会社Mujin11 OPEN
ARX Robotics9 OPEN
Boston Dynamics8 OPEN
Leading observed markets
United States (US) · 121Japan (JP) · 15Taiwan (TW) · 14Germany (DE) · 11China (CN) · 8
Last observedSep 8, 2026
04 · ROS_2
ROS2
Tool+74 · 7D →
234Current OPEN Jobs
● DIRECT 234● ADJACENT 0
Requirement evidencejob counts · not a score
REQUIRED15
PREFERRED45
MENTIONED174
Co-observed Skillssame-job evidence
Python · 185C++ · 170Linux · 107Kinematics · 44CAN · 41
Co-observed Roles
Software Engineering · 64AI & ML · 20Field & Integration · 18Controls · 13Platform · 9
Top Hiring Companies
FieldAI28 OPEN
ARX Robotics10 OPEN
Humanoid: Pioneering Humanoid Robots for the Future10 OPEN
Mimic Robotics7 OPEN
Sereact GmbH7 OPEN
Leading observed markets
United States (US) · 88Germany (DE) · 12Canada (CA) · 9United Kingdom (GB) · 8Japan (JP) · 6
Last observedSep 8, 2026
05 · MOTION_CONTROL
Motion Control
Foundation+19 · 7D →
175Current OPEN Jobs
● DIRECT 175● ADJACENT 0
Requirement evidencejob counts · not a score
REQUIRED8
PREFERRED14
MENTIONED153
Co-observed Skillssame-job evidence
Python · 56C++ · 33Linux · 29Kinematics · 24ROS2 · 16
Co-observed Roles
Field & Integration · 70Software Engineering · 31Controls · 13Electrical · 11Mechanical · 8
Top Hiring Companies
KLA77 OPEN
Onto Innovation Inc.19 OPEN
Apptronik9 OPEN
Novanta6 OPEN
Roboteq5 OPEN
Leading observed markets
United States (US) · 100Japan (JP) · 12China (CN) · 11Germany (DE) · 4Canada (CA) · 3
Last observedSep 7, 2026
06 · CAN
CAN
Foundation+52 · 7D →
163Current OPEN Jobs
● DIRECT 163● ADJACENT 0
Requirement evidencejob counts · not a score
REQUIRED14
PREFERRED20
MENTIONED129
Co-observed Skillssame-job evidence
C++ · 90Linux · 83Python · 82EtherCAT · 49RTOS · 45
Co-observed Roles
Embedded · 34Electrical · 28Software Engineering · 25Systems · 11Quality · 10
Top Hiring Companies
FieldAI12 OPEN
ARX Robotics9 OPEN
Humanoid: Pioneering Humanoid Robots for the Future9 OPEN
Applied Intuition6 OPEN
Apptronik5 OPEN
Leading observed markets
United States (US) · 76Germany (DE) · 10United Kingdom (GB) · 9India (IN) · 3Japan (JP) · 3
Last observedSep 8, 2026
07 · KINEMATICS
Kinematics
Foundation+36 · 7D →
133Current OPEN Jobs
● DIRECT 133● ADJACENT 0
Requirement evidencejob counts · not a score
REQUIRED14
PREFERRED8
MENTIONED111
Co-observed Skillssame-job evidence
Python · 92C++ · 88ROS2 · 44Linux · 38MuJoCo · 32
Co-observed Roles
Software Engineering · 35Controls · 18Field & Integration · 14Mechanical · 13AI & ML · 7
Top Hiring Companies
Apptronik11 OPEN
Humanoid: Pioneering Humanoid Robots for the Future9 OPEN
FieldAI5 OPEN
Maven Robotics5 OPEN
CarbonSix4 OPEN
Leading observed markets
United States (US) · 47United Kingdom (GB) · 8Japan (JP) · 4Germany (DE) · 3South Korea (KR) · 2
Last observedSep 8, 2026
08 · PLC
PLC
Tool+16 · 7D →
107Current OPEN Jobs
● DIRECT 107● ADJACENT 0
Requirement evidencejob counts · not a score
REQUIRED17
PREFERRED16
MENTIONED74
Co-observed Skillssame-job evidence
Python · 36Linux · 18C++ · 11ROS2 · 7Motion Control · 6
Co-observed Roles
Field & Integration · 37Systems · 18Controls · 15Software Engineering · 5Manufacturing · 4
Top Hiring Companies
Symbotic17 OPEN
株式会社Mujin13 OPEN
Onto Innovation Inc.11 OPEN
인트라로지스틱스, 공급망 자동화와 창고 관리 솔루션11 OPEN
Yokogawa Electric Corporation9 OPEN
Leading observed markets
United States (US) · 49Japan (JP) · 12Taiwan (TW) · 9Germany (DE) · 4United Kingdom (GB) · 3
Last observedSep 7, 2026
09 · ROS
ROS
Tool+23 · 7D →
98Current OPEN Jobs
● DIRECT 98● ADJACENT 0
Requirement evidencejob counts · not a score
REQUIRED6
PREFERRED20
MENTIONED72
Co-observed Skillssame-job evidence
Python · 74C++ · 61Linux · 51Real Robot Deployment · 15CAN · 12
Co-observed Roles
Software Engineering · 30Field & Integration · 20AI & ML · 7Systems · 7Mechanical · 4
Top Hiring Companies
FieldAI21 OPEN
Bear Robotics6 OPEN
株式会社Mujin6 OPEN
Gravis Robotics4 OPEN
GrayMatter Robotics4 OPEN
Leading observed markets
United States (US) · 45Japan (JP) · 6South Korea (KR) · 5China (CN) · 2United Kingdom (GB) · 1
Last observedSep 8, 2026
10 · ETHERCAT
EtherCAT
Tool+24 · 7D →
76Current OPEN Jobs
● DIRECT 76● ADJACENT 0
Requirement evidencejob counts · not a score
REQUIRED6
PREFERRED14
MENTIONED56
Co-observed Skillssame-job evidence
CAN · 49C++ · 45Python · 40Linux · 38RTOS · 21
Co-observed Roles
Software Engineering · 14Electrical · 12Embedded · 12Controls · 9Field & Integration · 5
Top Hiring Companies
Humanoid: Pioneering Humanoid Robots for the Future8 OPEN
Persona AI4 OPEN
Rhoda AI4 OPEN
Weave Robotics4 OPEN
Apptronik3 OPEN
Leading observed markets
United States (US) · 29United Kingdom (GB) · 6Japan (JP) · 3Canada (CA) · 2Germany (DE) · 2
Last observedSep 8, 2026
11 · RTOS
RTOS
Foundation+19 · 7D →
73Current OPEN Jobs
● DIRECT 73● ADJACENT 0
Requirement evidencejob counts · not a score
REQUIRED7
PREFERRED12
MENTIONED54
Co-observed Skillssame-job evidence
C++ · 54CAN · 45Linux · 43Python · 37Embedded Linux · 23
Co-observed Roles
Embedded · 30Software Engineering · 11Systems · 8Controls · 7Electrical · 7
Top Hiring Companies
Humanoid: Pioneering Humanoid Robots for the Future5 OPEN
FieldAI3 OPEN
Rhoda AI3 OPEN
Applied Intuition2 OPEN
Apptronik2 OPEN
Leading observed markets
United States (US) · 30United Kingdom (GB) · 4Canada (CA) · 3India (IN) · 2South Korea (KR) · 2
Last observedSep 8, 2026
12 · MUJOCO
MuJoCo
Tool+23 · 7D →
67Current OPEN Jobs
● DIRECT 67● ADJACENT 0
Requirement evidencejob counts · not a score
REQUIRED1
PREFERRED9
MENTIONED57
Co-observed Skillssame-job evidence
Python · 60C++ · 49ROS2 · 39Isaac Sim · 38Kinematics · 32
Co-observed Roles
Software Engineering · 20AI & ML · 10Controls · 10Simulation · 8Systems · 3
Top Hiring Companies
Apptronik9 OPEN
Humanoid: Pioneering Humanoid Robots for the Future7 OPEN
FieldAI4 OPEN
Persona AI4 OPEN
Config Intelligence Inc.3 OPEN
Leading observed markets
United States (US) · 25United Kingdom (GB) · 6Canada (CA) · 5South Korea (KR) · 2
Last observedSep 8, 2026
13 · DOCKER
Docker
Tool+14 · 7D →
65Current OPEN Jobs
● DIRECT 63● ADJACENT 2
Requirement evidencejob counts · not a score
REQUIRED2
PREFERRED13
MENTIONED50
Co-observed Skillssame-job evidence
Python · 53Linux · 41C++ · 40ROS2 · 38Kubernetes · 19
Co-observed Roles
Software Engineering · 29Field & Integration · 8Controls · 4Embedded · 4Platform · 4
Top Hiring Companies
FieldAI7 OPEN
Sereact GmbH4 OPEN
Dexterity3 OPEN
Standard Bots3 OPEN
Apptronik2 OPEN
Leading observed markets
United States (US) · 31Japan (JP) · 4Canada (CA) · 2Germany (DE) · 2Taiwan (TW) · 1
Last observedSep 7, 2026
14 · TELEOPERATION
Teleoperation
Method+20 · 7D →
64Current OPEN Jobs
● DIRECT 61● ADJACENT 3
Requirement evidencejob counts · not a score
REQUIRED1
PREFERRED2
MENTIONED61
Co-observed Skillssame-job evidence
Python · 48C++ · 43ROS2 · 39Linux · 24Kinematics · 24
Co-observed Roles
Software Engineering · 19AI & ML · 6Controls · 4Field & Integration · 4Systems · 2
Top Hiring Companies
Apptronik6 OPEN
ARX Robotics6 OPEN
FieldAI5 OPEN
Config Intelligence Inc.3 OPEN
Humanoid: Pioneering Humanoid Robots for the Future3 OPEN
Leading observed markets
United States (US) · 27Germany (DE) · 6Japan (JP) · 3Canada (CA) · 2United Kingdom (GB) · 2
Last observedSep 7, 2026
15 · ISAAC_SIM
Isaac Sim
Tool+19 · 7D →
59Current OPEN Jobs
● DIRECT 59● ADJACENT 0
Requirement evidencejob counts · not a score
REQUIRED2
PREFERRED5
MENTIONED52
Co-observed Skillssame-job evidence
Python · 50C++ · 48ROS2 · 40MuJoCo · 38Kinematics · 20
Co-observed Roles
Software Engineering · 17Simulation · 8Controls · 8AI & ML · 6Systems · 3
Top Hiring Companies
Humanoid: Pioneering Humanoid Robots for the Future7 OPEN
FieldAI5 OPEN
Config Intelligence Inc.3 OPEN
Persona AI3 OPEN
Apptronik2 OPEN
Leading observed markets
United States (US) · 18United Kingdom (GB) · 6Canada (CA) · 4Germany (DE) · 2South Korea (KR) · 2
Last observedSep 8, 2026
16 · MOTOR_CONTROL
Motor Control
Foundation+13 · 7D →
55Current OPEN Jobs
● DIRECT 55● ADJACENT 0
Requirement evidencejob counts · not a score
REQUIRED1
PREFERRED9
MENTIONED45
Co-observed Skillssame-job evidence
C++ · 31CAN · 30Python · 26Linux · 23RTOS · 19
Co-observed Roles
Electrical · 13Software Engineering · 10Embedded · 9Controls · 6Systems · 4
Top Hiring Companies
Gradient Robotics4 OPEN
Proception4 OPEN
1X Tech3 OPEN
Menlo Research3 OPEN
Persona AI3 OPEN
Leading observed markets
United States (US) · 23Japan (JP) · 3Canada (CA) · 2South Korea (KR) · 2Brazil (BR) · 1
Last observedSep 7, 2026
17 · JETSON
Jetson
Tool+12 · 7D →
51Current OPEN Jobs
● DIRECT 49● ADJACENT 2
Requirement evidencejob counts · not a score
REQUIRED0
PREFERRED9
MENTIONED42
Co-observed Skillssame-job evidence
C++ · 34Python · 34Linux · 29ROS2 · 27CAN · 17
Co-observed Roles
AI & ML · 6Software Engineering · 6Embedded · 5Electrical · 5Systems · 4
Top Hiring Companies
FieldAI4 OPEN
Apptronik3 OPEN
Loki Robotics3 OPEN
TELEXISTENCE3 OPEN
Andromeda Robotics2 OPEN
Leading observed markets
United States (US) · 18Japan (JP) · 3United Kingdom (GB) · 2Canada (CA) · 1China (CN) · 1
Last observedSep 7, 2026
18 · DATA_ENGINEERING
Data Engineering
Foundation+17 · 7D →
51Current OPEN Jobs
● DIRECT 48● ADJACENT 3
Requirement evidencejob counts · not a score
REQUIRED5
PREFERRED0
MENTIONED46
Co-observed Skillssame-job evidence
Python · 41C++ · 30ROS2 · 30Linux · 20Teleoperation · 13
Co-observed Roles
Software Engineering · 13Platform · 6Field & Integration · 4Systems · 4AI & ML · 3
Top Hiring Companies
FieldAI8 OPEN
1X Tech2 OPEN
Anvil Robotics2 OPEN
ARX Robotics2 OPEN
Humanoid: Pioneering Humanoid Robots for the Future2 OPEN
Leading observed markets
United States (US) · 25Japan (JP) · 2Germany (DE) · 2United Kingdom (GB) · 2China (CN) · 1
Last observedSep 7, 2026
19 · REINFORCEMENT_LEARNING
Reinforcement Learning
Method+19 · 7D →
51Current OPEN Jobs
● DIRECT 49● ADJACENT 2
Requirement evidencejob counts · not a score
REQUIRED2
PREFERRED7
MENTIONED42
Co-observed Skillssame-job evidence
Python · 44C++ · 30ROS2 · 25Imitation Learning · 24MuJoCo · 24
Co-observed Roles
AI & ML · 12Software Engineering · 9Controls · 7Field & Integration · 4Simulation · 3
Top Hiring Companies
Apptronik6 OPEN
FieldAI4 OPEN
Persona AI4 OPEN
Maven Robotics3 OPEN
Rhoda AI3 OPEN
Leading observed markets
United States (US) · 19Canada (CA) · 4United Kingdom (GB) · 2Germany (DE) · 1Japan (JP) · 1
Last observedSep 8, 2026
20 · EMBEDDED_LINUX
Embedded Linux
Foundation+7 · 7D →
49Current OPEN Jobs
● DIRECT 49● ADJACENT 0
Requirement evidencejob counts · not a score
REQUIRED6
PREFERRED5
MENTIONED38
Co-observed Skillssame-job evidence
Linux · 49C++ · 31CAN · 27RTOS · 23Python · 21
Co-observed Roles
Embedded · 21Software Engineering · 13Systems · 3Controls · 2Electrical · 2
Top Hiring Companies
1X Tech3 OPEN
Advantech2 OPEN
Cargo Robotics2 OPEN
fab22 OPEN
FORT Robotics: The Trust Layer for Physical AI2 OPEN
Leading observed markets
United States (US) · 20Taiwan (TW) · 4Canada (CA) · 2China (CN) · 2Czechia (CZ) · 1
Last observedSep 8, 2026
21 · REAL_ROBOT_DEPLOYMENT
Real Robot Deployment
Production Evidence+14 · 7D →
49Current OPEN Jobs
● DIRECT 43● ADJACENT 6
Requirement evidencejob counts · not a score
REQUIRED0
PREFERRED0
MENTIONED49
Co-observed Skillssame-job evidence
C++ · 30Python · 29Linux · 21ROS2 · 20ROS · 15
Co-observed Roles
Software Engineering · 8Field & Integration · 7Mechanical · 5AI & ML · 5Electrical · 3
Top Hiring Companies
FieldAI30 OPEN
RobCo GmbH9 OPEN
Skild AI4 OPEN
Brumby1 OPEN
Config Intelligence Inc.1 OPEN
Leading observed markets
United States (US) · 29Germany (DE) · 8Singapore (SG) · 1
Last observedSep 8, 2026
22 · CONTROL_THEORY
Control Theory
Foundation+9 · 7D →
46Current OPEN Jobs
● DIRECT 46● ADJACENT 0
Requirement evidencejob counts · not a score
REQUIRED8
PREFERRED4
MENTIONED34
Co-observed Skillssame-job evidence
C++ · 37Python · 34Kinematics · 22ROS2 · 17Linux · 16
Co-observed Roles
Controls · 16Software Engineering · 15AI & ML · 2Embedded · 2Field & Integration · 1
Top Hiring Companies
Apptronik4 OPEN
FieldAI3 OPEN
Humanoid: Pioneering Humanoid Robots for the Future3 OPEN
Avatar Robotics2 OPEN
Brooks Automation2 OPEN
Leading observed markets
United States (US) · 19United Kingdom (GB) · 3Japan (JP) · 2South Korea (KR) · 1
Last observedSep 8, 2026
23 · PYTORCH
PyTorch
Tool+14 · 7D →
45Current OPEN Jobs
● DIRECT 40● ADJACENT 5
Requirement evidencejob counts · not a score
REQUIRED5
PREFERRED2
MENTIONED38
Co-observed Skillssame-job evidence
Python · 43ROS2 · 24C++ · 22Imitation Learning · 18MuJoCo · 18
Co-observed Roles
AI & ML · 25Software Engineering · 2Field & Integration · 1Systems · 1
Top Hiring Companies
FieldAI4 OPEN
Maven Robotics3 OPEN
Sanctuary AI3 OPEN
ARX Robotics2 OPEN
Mimic Robotics2 OPEN
Leading observed markets
United States (US) · 10Canada (CA) · 6South Korea (KR) · 3Germany (DE) · 2Austria (AT) · 1
Last observedSep 7, 2026
24 · VISION_LANGUAGE_ACTION
Vision-Language-Action
Method+12 · 7D →
44Current OPEN Jobs
● DIRECT 42● ADJACENT 2
Requirement evidencejob counts · not a score
REQUIRED2
PREFERRED8
MENTIONED34
Co-observed Skillssame-job evidence
Python · 37ROS2 · 34C++ · 32Teleoperation · 16Kinematics · 14
Co-observed Roles
AI & ML · 10Software Engineering · 6Field & Integration · 3Simulation · 2Controls · 1
Top Hiring Companies
마음AI4 OPEN
Config Intelligence Inc.3 OPEN
Sensmore3 OPEN
FieldAI2 OPEN
Genesis2 OPEN
Leading observed markets
United States (US) · 7Canada (CA) · 5Japan (JP) · 3South Korea (KR) · 2Germany (DE) · 1
Last observedSep 8, 2026
Only skills on current OPEN Physical AI jobs attached to active VERIFIED official Career Sources are used.
FOUNDATION / METHOD / TOOL / PRODUCTION_EVIDENCE are evidence categories, not proficiency levels or scores.
Co-observed skills appear in the same current job evidence. Co-occurrence does not imply causality, required dependency or proficiency.
NEW · 7D means Banseog newly observed a qualifying job containing the skill after the company baseline. It is not the employer’s official posting date.
Default ordering uses current OPEN-job evidence volume and hiring-company breadth. It is not a skill quality, salary or trend-forecast ranking.