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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 Jobs1,153
Hiring Companies225
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

Sorted by current OPEN hiring evidence

01 · PYTHON

Python

Foundation
626Current OPEN Jobs
DIRECT568
ADJACENT58
Hiring Companies191
Roles13
Markets22
NEW · 7D+32
Last observedSep 17, 2026
Jobs →
02 · C_PLUSPLUS

C++

Foundation
471Current OPEN Jobs
DIRECT461
ADJACENT10
Hiring Companies158
Roles13
Markets18
NEW · 7D+22
Last observedSep 17, 2026
Jobs →
03 · LINUX

Linux

Foundation
360Current OPEN Jobs
DIRECT331
ADJACENT29
Hiring Companies137
Roles12
Markets17
NEW · 7D+21
Last observedSep 17, 2026
Jobs →
04 · ROS_2

ROS2

Tool
327Current OPEN Jobs
DIRECT327
ADJACENT0
Hiring Companies126
Roles11
Markets15
NEW · 7D+26
Last observedSep 17, 2026
Jobs →
05 · CAN

CAN

Foundation
211Current OPEN Jobs
DIRECT211
ADJACENT0
Hiring Companies93
Roles11
Markets10
NEW · 7D+11
Last observedSep 17, 2026
Jobs →
06 · MOTION_CONTROL

Motion Control

Foundation
194Current OPEN Jobs
DIRECT184
ADJACENT10
Hiring Companies52
Roles11
Markets11
NEW · 7D+11
Last observedSep 17, 2026
Jobs →
07 · KINEMATICS

Kinematics

Foundation
173Current OPEN Jobs
DIRECT172
ADJACENT1
Hiring Companies84
Roles11
Markets11
NEW · 7D+9
Last observedSep 17, 2026
Jobs →
08 · PLC

PLC

Tool
140Current OPEN Jobs
DIRECT130
ADJACENT10
Hiring Companies40
Roles10
Markets12
NEW · 7D+27
Last observedSep 17, 2026
Jobs →
09 · ROS

ROS

Tool
117Current OPEN Jobs
DIRECT117
ADJACENT0
Hiring Companies56
Roles10
Markets9
NEW · 7D+9
Last observedSep 17, 2026
Jobs →
10 · ETHERCAT

EtherCAT

Tool
113Current OPEN Jobs
DIRECT113
ADJACENT0
Hiring Companies51
Roles9
Markets9
NEW · 7D+9
Last observedSep 17, 2026
Jobs →
11 · RTOS

RTOS

Foundation
96Current OPEN Jobs
DIRECT96
ADJACENT0
Hiring Companies63
Roles9
Markets9
NEW · 7D+4
Last observedSep 17, 2026
Jobs →
12 · MUJOCO

MuJoCo

Tool
96Current OPEN Jobs
DIRECT96
ADJACENT0
Hiring Companies55
Roles7
Markets6
NEW · 7D+7
Last observedSep 17, 2026
Jobs →
13 · ISAAC_SIM

Isaac Sim

Tool
90Current OPEN Jobs
DIRECT90
ADJACENT0
Hiring Companies57
Roles9
Markets10
NEW · 7D+7
Last observedSep 17, 2026
Jobs →
14 · DOCKER

Docker

Tool
86Current OPEN Jobs
DIRECT83
ADJACENT3
Hiring Companies59
Roles9
Markets8
NEW · 7D+5
Last observedSep 17, 2026
Jobs →
15 · TELEOPERATION

Teleoperation

Method
86Current OPEN Jobs
DIRECT82
ADJACENT4
Hiring Companies42
Roles10
Markets9
NEW · 7D+5
Last observedSep 16, 2026
Jobs →
16 · MOTOR_CONTROL

Motor Control

Foundation
78Current OPEN Jobs
DIRECT78
ADJACENT0
Hiring Companies44
Roles8
Markets7
NEW · 7D+4
Last observedSep 17, 2026
Jobs →
17 · DATA_ENGINEERING

Data Engineering

Foundation
74Current OPEN Jobs
DIRECT70
ADJACENT4
Hiring Companies42
Roles10
Markets7
NEW · 7D+5
Last observedSep 17, 2026
Jobs →
18 · REINFORCEMENT_LEARNING

Reinforcement Learning

Method
70Current OPEN Jobs
DIRECT68
ADJACENT2
Hiring Companies41
Roles6
Markets8
NEW · 7D+5
Last observedSep 17, 2026
Jobs →
19 · PYTORCH

PyTorch

Tool
69Current OPEN Jobs
DIRECT63
ADJACENT6
Hiring Companies55
Roles6
Markets12
NEW · 7D+4
Last observedSep 17, 2026
Jobs →
20 · JETSON

Jetson

Tool
68Current OPEN Jobs
DIRECT64
ADJACENT4
Hiring Companies47
Roles10
Markets10
NEW · 7D+1
Last observedSep 16, 2026
Jobs →
21 · VISION_LANGUAGE_ACTION

Vision-Language-Action

Method
64Current OPEN Jobs
DIRECT62
ADJACENT2
Hiring Companies45
Roles7
Markets8
NEW · 7D+7
Last observedSep 17, 2026
Jobs →
22 · SIM_TO_REAL

Sim-to-Real

Method
61Current OPEN Jobs
DIRECT61
ADJACENT0
Hiring Companies43
Roles9
Markets7
NEW · 7D+5
Last observedSep 17, 2026
Jobs →
23 · EMBEDDED_LINUX

Embedded Linux

Foundation
56Current OPEN Jobs
DIRECT55
ADJACENT1
Hiring Companies46
Roles9
Markets9
NEW · 7D+2
Last observedSep 16, 2026
Jobs →
24 · IMITATION_LEARNING

Imitation Learning

Method
56Current OPEN Jobs
DIRECT54
ADJACENT2
Hiring Companies41
Roles8
Markets8
NEW · 7D+4
Last observedSep 17, 2026
Jobs →
Methodology · Current OPEN evidence only
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 ranking of skill value, proficiency, salary or future prospects.