← 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.

Observed Skills49
Skill-mapped OPEN Jobs1,161
Hiring Companies226
Markets25

Entire skill marketFilter 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
632Current OPEN Jobs
DIRECT577
ADJACENT55
Hiring Companies192
Roles13
Markets22
NEW · 7D+12
Last observedSep 21, 2026
View current jobs →
02 · C_PLUSPLUS

C++

Foundation
475Current OPEN Jobs
DIRECT464
ADJACENT11
Hiring Companies160
Roles13
Markets18
NEW · 7D+14
Last observedSep 21, 2026
View current jobs →
03 · LINUX

Linux

Foundation
361Current OPEN Jobs
DIRECT332
ADJACENT29
Hiring Companies138
Roles12
Markets17
NEW · 7D+8
Last observedSep 21, 2026
View current jobs →
04 · ROS_2

ROS2

Tool
330Current OPEN Jobs
DIRECT330
ADJACENT0
Hiring Companies127
Roles11
Markets15
NEW · 7D+12
Last observedSep 21, 2026
View current jobs →
05 · CAN

CAN

Foundation
211Current OPEN Jobs
DIRECT211
ADJACENT0
Hiring Companies93
Roles11
Markets10
NEW · 7D+8
Last observedSep 17, 2026
View current jobs →
06 · MOTION_CONTROL

Motion Control

Foundation
194Current OPEN Jobs
DIRECT194
ADJACENT0
Hiring Companies52
Roles11
Markets11
NEW · 7D+7
Last observedSep 21, 2026
View current jobs →
07 · KINEMATICS

Kinematics

Foundation
173Current OPEN Jobs
DIRECT172
ADJACENT1
Hiring Companies84
Roles11
Markets11
NEW · 7D+5
Last observedSep 17, 2026
View current jobs →
08 · PLC

PLC

Tool
147Current OPEN Jobs
DIRECT147
ADJACENT0
Hiring Companies41
Roles10
Markets12
NEW · 7D+4
Last observedSep 21, 2026
View current jobs →
09 · ROS

ROS

Tool
117Current OPEN Jobs
DIRECT117
ADJACENT0
Hiring Companies56
Roles10
Markets9
NEW · 7D+6
Last observedSep 17, 2026
View current jobs →
10 · ETHERCAT

EtherCAT

Tool
113Current OPEN Jobs
DIRECT113
ADJACENT0
Hiring Companies51
Roles9
Markets9
NEW · 7D+6
Last observedSep 17, 2026
View current jobs →
11 · RTOS

RTOS

Foundation
96Current OPEN Jobs
DIRECT96
ADJACENT0
Hiring Companies63
Roles9
Markets9
NEW · 7D+3
Last observedSep 17, 2026
View current jobs →
12 · MUJOCO

MuJoCo

Tool
96Current OPEN Jobs
DIRECT96
ADJACENT0
Hiring Companies55
Roles7
Markets6
NEW · 7D+5
Last observedSep 17, 2026
View current jobs →
13 · ISAAC_SIM

Isaac Sim

Tool
93Current OPEN Jobs
DIRECT93
ADJACENT0
Hiring Companies58
Roles9
Markets11
NEW · 7D+6
Last observedSep 21, 2026
View current jobs →
14 · DOCKER

Docker

Tool
91Current OPEN Jobs
DIRECT88
ADJACENT3
Hiring Companies60
Roles9
Markets8
NEW · 7D+2
Last observedSep 21, 2026
View current jobs →
15 · TELEOPERATION

Teleoperation

Method
86Current OPEN Jobs
DIRECT82
ADJACENT4
Hiring Companies42
Roles10
Markets9
NEW · 7D+4
Last observedSep 16, 2026
View current jobs →
16 · MOTOR_CONTROL

Motor Control

Foundation
78Current OPEN Jobs
DIRECT78
ADJACENT0
Hiring Companies44
Roles8
Markets7
NEW · 7D+1
Last observedSep 17, 2026
View current jobs →
17 · DATA_ENGINEERING

Data Engineering

Foundation
74Current OPEN Jobs
DIRECT70
ADJACENT4
Hiring Companies42
Roles10
Markets7
NEW · 7D+4
Last observedSep 17, 2026
View current jobs →
18 · REINFORCEMENT_LEARNING

Reinforcement Learning

Method
70Current OPEN Jobs
DIRECT68
ADJACENT2
Hiring Companies41
Roles6
Markets8
NEW · 7D+4
Last observedSep 17, 2026
View current jobs →
19 · PYTORCH

PyTorch

Tool
69Current OPEN Jobs
DIRECT63
ADJACENT6
Hiring Companies55
Roles6
Markets12
NEW · 7D+3
Last observedSep 17, 2026
View current jobs →
20 · JETSON

Jetson

Tool
68Current OPEN Jobs
DIRECT64
ADJACENT4
Hiring Companies47
Roles10
Markets10
Last observedSep 16, 2026
View current jobs →
21 · VISION_LANGUAGE_ACTION

Vision-Language-Action

Method
64Current OPEN Jobs
DIRECT62
ADJACENT2
Hiring Companies45
Roles7
Markets8
NEW · 7D+6
Last observedSep 17, 2026
View current 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
View current jobs →
23 · EMBEDDED_LINUX

Embedded Linux

Foundation
56Current OPEN Jobs
DIRECT55
ADJACENT1
Hiring Companies46
Roles9
Markets9
NEW · 7D+1
Last observedSep 16, 2026
View current jobs →
24 · IMITATION_LEARNING

Imitation Learning

Method
56Current OPEN Jobs
DIRECT54
ADJACENT2
Hiring Companies41
Roles8
Markets8
NEW · 7D+3
Last observedSep 17, 2026
View current 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.