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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.

Observed Skills49
Skill-mapped OPEN Jobs929
Hiring Companies191
Markets25

Entire skill market · Filter state stays in the URL so this graph view can be shared.

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+134 · 7D →
523Current OPEN Jobs
● DIRECT 477● ADJACENT 46
Hiring Companies164
Roles13
Markets20
Requirement evidencejob counts · not a score
REQUIRED66
PREFERRED39
MENTIONED418
Co-observed Skillssame-job evidence
C++ · 317ROS2 · 202Linux · 199Kinematics · 94CAN · 84
Co-observed Roles
Software Engineering · 122Field & Integration · 89Controls · 37AI & ML · 37Systems · 29
Top Hiring Companies
FieldAI43 OPEN
KLA27 OPEN
Apptronik15 OPEN
Symbotic15 OPEN
Humanoid: Pioneering Humanoid Robots for the Future14 OPEN
Leading observed markets
United States (US) · 235Japan (JP) · 18Germany (DE) · 16United Kingdom (GB) · 14China (CN) · 12
Last observedSep 9, 2026
View this skill’s Jobs →View hiring companies →
02 · C_PLUSPLUS

C++

Foundation+109 · 7D →
387Current OPEN Jobs
● DIRECT 377● ADJACENT 10
Hiring Companies135
Roles13
Markets18
Requirement evidencejob counts · not a score
REQUIRED56
PREFERRED16
MENTIONED315
Co-observed Skillssame-job evidence
Python · 317ROS2 · 186Linux · 170CAN · 94Kinematics · 90
Co-observed Roles
Software Engineering · 106Field & Integration · 39Controls · 35Embedded · 35AI & ML · 24
Top Hiring Companies
FieldAI38 OPEN
Apptronik17 OPEN
Humanoid: Pioneering Humanoid Robots for the Future14 OPEN
ARX Robotics11 OPEN
株式会社Mujin11 OPEN
Leading observed markets
United States (US) · 145Japan (JP) · 17Germany (DE) · 14United Kingdom (GB) · 12Canada (CA) · 11
Last observedSep 9, 2026
View this skill’s Jobs →View hiring companies →
03 · LINUX

Linux

Foundation+70 · 7D →
302Current OPEN Jobs
● DIRECT 274● ADJACENT 28
Hiring Companies117
Roles11
Markets16
Requirement evidencejob counts · not a score
REQUIRED31
PREFERRED32
MENTIONED239
Co-observed Skillssame-job evidence
Python · 199C++ · 170ROS2 · 116CAN · 86ROS · 52
Co-observed Roles
Software Engineering · 84Field & Integration · 56Embedded · 34Systems · 22Controls · 13
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) · 128Japan (JP) · 15Taiwan (TW) · 14Germany (DE) · 11China (CN) · 10
Last observedSep 9, 2026
View this skill’s Jobs →View hiring companies →
04 · ROS_2

ROS2

Tool+79 · 7D →
254Current OPEN Jobs
● DIRECT 254● ADJACENT 0
Hiring Companies104
Roles11
Markets14
Requirement evidencejob counts · not a score
REQUIRED18
PREFERRED49
MENTIONED187
Co-observed Skillssame-job evidence
Python · 202C++ · 186Linux · 116Isaac Sim · 45Kinematics · 45
Co-observed Roles
Software Engineering · 68AI & ML · 21Field & Integration · 19Controls · 15Platform · 10
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) · 97Germany (DE) · 12Canada (CA) · 9United Kingdom (GB) · 8Japan (JP) · 6
Last observedSep 9, 2026
View this skill’s Jobs →View hiring companies →
05 · MOTION_CONTROL

Motion Control

Foundation+18 · 7D →
175Current OPEN Jobs
● DIRECT 175● ADJACENT 0
Hiring Companies44
Roles10
Markets10
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
View this skill’s Jobs →View hiring companies →
06 · CAN

CAN

Foundation+54 · 7D →
170Current OPEN Jobs
● DIRECT 170● ADJACENT 0
Hiring Companies78
Roles10
Markets10
Requirement evidencejob counts · not a score
REQUIRED15
PREFERRED20
MENTIONED135
Co-observed Skillssame-job evidence
C++ · 94Linux · 86Python · 84EtherCAT · 50RTOS · 47
Co-observed Roles
Embedded · 35Electrical · 30Software Engineering · 26Quality · 11Systems · 11
Top Hiring Companies
FieldAI12 OPEN
ARX Robotics9 OPEN
Humanoid: Pioneering Humanoid Robots for the Future9 OPEN
Applied Intuition6 OPEN
Apptronik6 OPEN
Leading observed markets
United States (US) · 82Germany (DE) · 10United Kingdom (GB) · 9India (IN) · 3Japan (JP) · 3
Last observedSep 9, 2026
View this skill’s Jobs →View hiring companies →
07 · KINEMATICS

Kinematics

Foundation+38 · 7D →
136Current OPEN Jobs
● DIRECT 136● ADJACENT 0
Hiring Companies71
Roles11
Markets11
Requirement evidencejob counts · not a score
REQUIRED16
PREFERRED8
MENTIONED112
Co-observed Skillssame-job evidence
Python · 94C++ · 90ROS2 · 45Linux · 39MuJoCo · 33
Co-observed Roles
Software Engineering · 35Controls · 19Field & Integration · 14Mechanical · 13AI & ML · 7
Top Hiring Companies
Apptronik12 OPEN
Humanoid: Pioneering Humanoid Robots for the Future9 OPEN
FieldAI5 OPEN
Maven Robotics5 OPEN
CarbonSix4 OPEN
Leading observed markets
United States (US) · 48United Kingdom (GB) · 8Japan (JP) · 4Germany (DE) · 3South Korea (KR) · 2
Last observedSep 9, 2026
View this skill’s Jobs →View hiring companies →
08 · PLC

PLC

Tool+15 · 7D →
107Current OPEN Jobs
● DIRECT 107● ADJACENT 0
Hiring Companies35
Roles9
Markets12
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
View this skill’s Jobs →View hiring companies →
09 · ROS

ROS

Tool+25 · 7D →
102Current OPEN Jobs
● DIRECT 102● ADJACENT 0
Hiring Companies48
Roles10
Markets7
Requirement evidencejob counts · not a score
REQUIRED6
PREFERRED22
MENTIONED74
Co-observed Skillssame-job evidence
Python · 78C++ · 61Linux · 52Real Robot Deployment · 16CAN · 12
Co-observed Roles
Software Engineering · 31Field & Integration · 20Systems · 8AI & ML · 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) · 49Japan (JP) · 6South Korea (KR) · 5China (CN) · 2United Kingdom (GB) · 1
Last observedSep 9, 2026
View this skill’s Jobs →View hiring companies →
10 · ETHERCAT

EtherCAT

Tool+26 · 7D →
79Current OPEN Jobs
● DIRECT 79● ADJACENT 0
Hiring Companies40
Roles9
Markets9
Requirement evidencejob counts · not a score
REQUIRED6
PREFERRED14
MENTIONED59
Co-observed Skillssame-job evidence
CAN · 50C++ · 46Python · 40Linux · 39RTOS · 22
Co-observed Roles
Software Engineering · 14Electrical · 12Embedded · 12Controls · 9Field & Integration · 5
Top Hiring Companies
Humanoid: Pioneering Humanoid Robots for the Future8 OPEN
Dexmate4 OPEN
Persona AI4 OPEN
Rhoda AI4 OPEN
Weave Robotics4 OPEN
Leading observed markets
United States (US) · 31United Kingdom (GB) · 6Japan (JP) · 3Canada (CA) · 2Germany (DE) · 2
Last observedSep 9, 2026
View this skill’s Jobs →View hiring companies →
11 · RTOS

RTOS

Foundation+21 · 7D →
77Current OPEN Jobs
● DIRECT 77● ADJACENT 0
Hiring Companies54
Roles7
Markets9
Requirement evidencejob counts · not a score
REQUIRED7
PREFERRED12
MENTIONED58
Co-observed Skillssame-job evidence
C++ · 56CAN · 47Linux · 45Python · 38Embedded Linux · 23
Co-observed Roles
Embedded · 31Software Engineering · 11Electrical · 8Systems · 8Controls · 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) · 33United Kingdom (GB) · 4Canada (CA) · 3India (IN) · 2South Korea (KR) · 2
Last observedSep 9, 2026
View this skill’s Jobs →View hiring companies →
12 · MUJOCO

MuJoCo

Tool+27 · 7D →
75Current OPEN Jobs
● DIRECT 75● ADJACENT 0
Hiring Companies45
Roles6
Markets6
Requirement evidencejob counts · not a score
REQUIRED1
PREFERRED15
MENTIONED59
Co-observed Skillssame-job evidence
Python · 68C++ · 53Isaac Sim · 45ROS2 · 44Sim-to-Real · 35
Co-observed Roles
Software Engineering · 22Controls · 12AI & ML · 11Simulation · 8Systems · 4
Top Hiring Companies
Apptronik10 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) · 30United Kingdom (GB) · 6Canada (CA) · 5South Korea (KR) · 3China (CN) · 1
Last observedSep 9, 2026
View this skill’s Jobs →View hiring companies →
13 · DOCKER

Docker

Tool+15 · 7D →
70Current OPEN Jobs
● DIRECT 68● ADJACENT 2
Hiring Companies47
Roles9
Markets6
Requirement evidencejob counts · not a score
REQUIRED2
PREFERRED16
MENTIONED52
Co-observed Skillssame-job evidence
Python · 57C++ · 44Linux · 43ROS2 · 41Kubernetes · 23
Co-observed Roles
Software Engineering · 32Field & Integration · 8Embedded · 5Controls · 4Platform · 4
Top Hiring Companies
FieldAI7 OPEN
Sereact GmbH4 OPEN
Apptronik3 OPEN
Dexterity3 OPEN
Standard Bots3 OPEN
Leading observed markets
United States (US) · 33Japan (JP) · 4Canada (CA) · 2Germany (DE) · 2China (CN) · 1
Last observedSep 9, 2026
View this skill’s Jobs →View hiring companies →
14 · TELEOPERATION

Teleoperation

Method+22 · 7D →
68Current OPEN Jobs
● DIRECT 65● ADJACENT 3
Hiring Companies39
Roles10
Markets9
Requirement evidencejob counts · not a score
REQUIRED1
PREFERRED2
MENTIONED65
Co-observed Skillssame-job evidence
Python · 51C++ · 44ROS2 · 41Linux · 25Kinematics · 25
Co-observed Roles
Software Engineering · 21AI & ML · 7Controls · 4Field & Integration · 4Systems · 2
Top Hiring Companies
Apptronik7 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) · 28Germany (DE) · 6Japan (JP) · 3Canada (CA) · 2United Kingdom (GB) · 2
Last observedSep 9, 2026
View this skill’s Jobs →View hiring companies →
15 · ISAAC_SIM

Isaac Sim

Tool+23 · 7D →
67Current OPEN Jobs
● DIRECT 67● ADJACENT 0
Hiring Companies46
Roles9
Markets10
Requirement evidencejob counts · not a score
REQUIRED2
PREFERRED9
MENTIONED56
Co-observed Skillssame-job evidence
Python · 58C++ · 51ROS2 · 45MuJoCo · 45Sim-to-Real · 22
Co-observed Roles
Software Engineering · 20Controls · 9Simulation · 8AI & ML · 7Systems · 4
Top Hiring Companies
Humanoid: Pioneering Humanoid Robots for the Future7 OPEN
FieldAI5 OPEN
Apptronik3 OPEN
Config Intelligence Inc.3 OPEN
Persona AI3 OPEN
Leading observed markets
United States (US) · 23United Kingdom (GB) · 6Canada (CA) · 4South Korea (KR) · 3Germany (DE) · 2
Last observedSep 9, 2026
View this skill’s Jobs →View hiring companies →
16 · DATA_ENGINEERING

Data Engineering

Foundation+22 · 7D →
59Current OPEN Jobs
● DIRECT 56● ADJACENT 3
Hiring Companies40
Roles10
Markets6
Requirement evidencejob counts · not a score
REQUIRED5
PREFERRED1
MENTIONED53
Co-observed Skillssame-job evidence
Python · 48C++ · 34ROS2 · 34Linux · 21Teleoperation · 15
Co-observed Roles
Software Engineering · 14Platform · 6Field & Integration · 4Systems · 4AI & ML · 3
Top Hiring Companies
FieldAI8 OPEN
Apptronik4 OPEN
1X Tech3 OPEN
Anvil Robotics2 OPEN
ARX Robotics2 OPEN
Leading observed markets
United States (US) · 31Japan (JP) · 2Germany (DE) · 2United Kingdom (GB) · 2China (CN) · 1
Last observedSep 9, 2026
View this skill’s Jobs →View hiring companies →
17 · MOTOR_CONTROL

Motor Control

Foundation+15 · 7D →
59Current OPEN Jobs
● DIRECT 59● ADJACENT 0
Hiring Companies36
Roles7
Markets8
Requirement evidencejob counts · not a score
REQUIRED2
PREFERRED9
MENTIONED48
Co-observed Skillssame-job evidence
C++ · 33CAN · 33Python · 27Linux · 24RTOS · 20
Co-observed Roles
Electrical · 15Software Engineering · 10Embedded · 9Controls · 6Systems · 4
Top Hiring Companies
1X Tech4 OPEN
Gradient Robotics4 OPEN
Proception4 OPEN
Menlo Research3 OPEN
Persona AI3 OPEN
Leading observed markets
United States (US) · 27Japan (JP) · 3Canada (CA) · 2South Korea (KR) · 2Brazil (BR) · 1
Last observedSep 9, 2026
View this skill’s Jobs →View hiring companies →
18 · REINFORCEMENT_LEARNING

Reinforcement Learning

Method+21 · 7D →
56Current OPEN Jobs
● DIRECT 54● ADJACENT 2
Hiring Companies33
Roles5
Markets7
Requirement evidencejob counts · not a score
REQUIRED2
PREFERRED7
MENTIONED47
Co-observed Skillssame-job evidence
Python · 49C++ · 34ROS2 · 29Imitation Learning · 26MuJoCo · 25
Co-observed Roles
AI & ML · 12Software Engineering · 10Controls · 7Field & Integration · 4Simulation · 3
Top Hiring Companies
Apptronik8 OPEN
FieldAI4 OPEN
Persona AI4 OPEN
Maven Robotics3 OPEN
Rhoda AI3 OPEN
Leading observed markets
United States (US) · 22Canada (CA) · 4United Kingdom (GB) · 2Germany (DE) · 1Japan (JP) · 1
Last observedSep 9, 2026
View this skill’s Jobs →View hiring companies →
19 · REAL_ROBOT_DEPLOYMENT

Real Robot Deployment

Production Evidence+17 · 7D →
54Current OPEN Jobs
● DIRECT 48● ADJACENT 6
Hiring Companies10
Roles9
Markets3
Requirement evidencejob counts · not a score
REQUIRED0
PREFERRED0
MENTIONED54
Co-observed Skillssame-job evidence
Python · 34C++ · 33ROS2 · 23Linux · 23ROS · 16
Co-observed Roles
Field & Integration · 8Software Engineering · 8Mechanical · 5AI & ML · 5Electrical · 4
Top Hiring Companies
FieldAI30 OPEN
RobCo GmbH9 OPEN
Skild AI7 OPEN
Ludo Robotics2 OPEN
Brumby1 OPEN
Leading observed markets
United States (US) · 33Germany (DE) · 8Singapore (SG) · 1
Last observedSep 9, 2026
View this skill’s Jobs →View hiring companies →
20 · JETSON

Jetson

Tool+13 · 7D →
53Current OPEN Jobs
● DIRECT 51● ADJACENT 2
Hiring Companies39
Roles10
Markets8
Requirement evidencejob counts · not a score
REQUIRED0
PREFERRED9
MENTIONED44
Co-observed Skillssame-job evidence
C++ · 35Python · 35Linux · 31ROS2 · 28CAN · 17
Co-observed Roles
Software Engineering · 7AI & ML · 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) · 3China (CN) · 2United Kingdom (GB) · 2Canada (CA) · 1
Last observedSep 9, 2026
View this skill’s Jobs →View hiring companies →
21 · PYTORCH

PyTorch

Tool+17 · 7D →
51Current OPEN Jobs
● DIRECT 46● ADJACENT 5
Hiring Companies39
Roles4
Markets11
Requirement evidencejob counts · not a score
REQUIRED5
PREFERRED3
MENTIONED43
Co-observed Skillssame-job evidence
Python · 49ROS2 · 29C++ · 27Reinforcement Learning · 21MuJoCo · 20
Co-observed Roles
AI & ML · 25Software Engineering · 3Field & Integration · 1Systems · 1
Top Hiring Companies
FieldAI4 OPEN
Apptronik3 OPEN
Maven Robotics3 OPEN
Sanctuary AI3 OPEN
ARX Robotics2 OPEN
Leading observed markets
United States (US) · 14Canada (CA) · 6South Korea (KR) · 3Germany (DE) · 2Austria (AT) · 1
Last observedSep 9, 2026
View this skill’s Jobs →View hiring companies →
22 · VISION_LANGUAGE_ACTION

Vision-Language-Action

Method+14 · 7D →
50Current OPEN Jobs
● DIRECT 48● ADJACENT 2
Hiring Companies36
Roles7
Markets8
Requirement evidencejob counts · not a score
REQUIRED2
PREFERRED8
MENTIONED40
Co-observed Skillssame-job evidence
Python · 43ROS2 · 39C++ · 36MuJoCo · 18Teleoperation · 18
Co-observed Roles
AI & ML · 11Software Engineering · 8Field & 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) · 10Canada (CA) · 5Japan (JP) · 3South Korea (KR) · 3Germany (DE) · 1
Last observedSep 9, 2026
View this skill’s Jobs →View hiring companies →
23 · EMBEDDED_LINUX

Embedded Linux

Foundation+7 · 7D →
49Current OPEN Jobs
● DIRECT 49● ADJACENT 0
Hiring Companies41
Roles9
Markets8
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 9, 2026
View this skill’s Jobs →View hiring companies →
24 · SIM_TO_REAL

Sim-to-Real

Method+16 · 7D →
48Current OPEN Jobs
● DIRECT 48● ADJACENT 0
Hiring Companies34
Roles9
Markets7
Requirement evidencejob counts · not a score
REQUIRED3
PREFERRED2
MENTIONED43
Co-observed Skillssame-job evidence
Python · 44MuJoCo · 35C++ · 32ROS2 · 28Isaac Sim · 22
Co-observed Roles
AI & ML · 8Software Engineering · 8Simulation · 7Controls · 7Quality · 2
Top Hiring Companies
Apptronik4 OPEN
Humanoid: Pioneering Humanoid Robots for the Future4 OPEN
Menlo Research4 OPEN
FieldAI3 OPEN
Ludo Robotics2 OPEN
Leading observed markets
United States (US) · 19Canada (CA) · 4United Kingdom (GB) · 3Germany (DE) · 2South Korea (KR) · 2
Last observedSep 9, 2026
View this skill’s Jobs →View hiring companies →
Source

Only skills on current OPEN Physical AI jobs attached to active VERIFIED official Career Sources are used.

Layer

FOUNDATION / METHOD / TOOL / PRODUCTION_EVIDENCE are evidence categories, not proficiency levels or scores.

Graph

Co-observed skills appear in the same current job evidence. Co-occurrence does not imply causality, required dependency or proficiency.

Hiring Now

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.

Ordering

Default ordering uses current OPEN-job evidence volume and hiring-company breadth. It is not a skill quality, salary or trend-forecast ranking.