Applied Methods
~The MetaPhysical SystemsHardware & Electrical Engineer

Hardware & Electrical Engineer

Hardware & Electrical Engineers in AI companies design and optimize the physical systems that power AI infrastructure—from circuit boards and power delivery networks for AI accelerators to cooling systems and signal integrity in data center environments. They collaborate closely with firmware, software, and systems teams to translate performance requirements into manufacturable hardware, often working on high-speed interfaces, thermal management, and reliability validation for next-generation AI compute platforms. What distinguishes this work is the focus on solving real-time performance bottlenecks at scale: ensuring power delivery meets demanding AI workloads, managing thermal challenges in liquid-cooled systems, and validating signal integrity across complex interconnects that directly impact model training and inference speeds. These engineers typically sit within hardware engineering or infrastructure teams at AI hardware companies, robotics firms, or cloud providers building AI-optimized data centers, working alongside cross-functional teams of systems architects, firmware engineers, and manufacturing partners.

$ titles --canonical
Electrical EngineerSenior Hardware Support EngineerSignal Integrity EngineerMechanical EngineerThermal EngineerMechanical Design EngineerData Center Mechanical Engineer
Open Jobs343
Companies Hiring25
$02

Skills

What companies are looking for in this role.

$ skills --core

Designing and developing custom printed circuit boards for high-reliability applications

95%

Architecting power distribution and power conversion systems including DC-DC converters and power management circuits

92%

Managing hardware design through the full product lifecycle from concept through production

92%

Conducting electrical characterization, validation, and bring-up of prototype hardware

92%

Performing electrical schematic design and circuit simulation for complex systems

90%

Performing system-level integration across mechanical, electrical, firmware, and software subsystems

90%

Developing automated test systems and test sequences for hardware validation

88%

Prototyping and iterating on hardware designs rapidly with hands-on validation

88%

Designing analog and mixed-signal circuits for sensing, filtering, control, and signal conditioning

88%

Developing and executing reliability testing including HALT, HASS, vibration, thermal cycling, and drop testing

88%

Troubleshooting and debugging complex hardware systems to isolate root causes

88%

Performing root cause analysis and failure mode analysis on hardware defects and field failures

86%

Collaborating with manufacturing partners and contract manufacturers on design for manufacturability

85%

Writing technical specifications, requirements documents, and interface control documents

85%

Designing and managing mechanical systems and assemblies including fixtures, mounts, and enclosures

85%

Conducting thermal analysis and designing thermal management systems

82%

Designing compact and integrated electronic systems for space-constrained applications

82%

Designing production test fixtures and implementing production test gates

82%

Designing and validating RF communication systems and antenna placement

80%

Developing firmware and embedded software for hardware control and data acquisition

80%

Performing electromagnetic compatibility and radio frequency emissions analysis

78%

Conducting tolerance analysis, stack-up analysis, and geometric dimensioning and tolerancing

78%

Designing and developing electromechanical actuators including motors, transmissions, and control systems

75%

Performing optical system design and imaging system modeling for sensor applications

68%
$ skills --emerging

Automating hardware provisioning, configuration, and monitoring at scale

72%
$ skills --soft

Translating ambiguous requirements into concrete technical designs and implementation plans

85%

Communicating technical concepts clearly across hardware, software, and non-technical stakeholders

82%

Leading cross-functional teams across electrical, mechanical, software, and operations disciplines

82%

Owning program execution and delivery against schedule and cost targets

80%

Establishing design standards, best practices, and engineering documentation

75%

Mentoring junior engineers and establishing technical authorities in specialized domains

72%
$03

Technology

The tools and technologies that define this role.

$ tech --language
Pythonhigh
C/C++moderate
$ tech --framework
ROS (Robot Operating System)low
$ tech --platform
Linuxmoderate
$ tech --tool
PCB Design (CAD)very high
Mechanical CADhigh
Oscilloscope/Logic Analyzerhigh
MATLABmoderate
RF Analysis Toolsmoderate
Signal Integrity Analysismoderate
SPICEmoderate
Thermal Imagingmoderate
Ansiblelow
BMS/EPMSlow
$ tech --concept
Power Electronicsvery high
Board Bring-uphigh
Design for Manufacturing (DFM)high
Embedded Systemshigh
Environmental Testinghigh
Failure Analysishigh
HALT/HASS Testinghigh
Sensor Systemshigh
ASME Standardsmoderate
GD&T (Geometric Dimensioning and Tolerancing)moderate
Injection Moldingmoderate
Manufacturing Automationmoderate
Motor Controlmoderate
Overmoldinglow
$04

Open Jobs

343 open Hardware & Electrical Engineer jobs across 25 companies.

Crusoe1d
Instrumentation and Controls Engineer II, Deployment
Amarillo, TX - US·Physical Systems
OpenAI1d
Lead Thermal Simulation Engineer
San Francisco·Physical Systems
Crusoe2d
Staff Hardware Systems Engineer
San Francisco, CA - US·Physical Systems
OpenAI2d
Civil Engineer
Remote - US·Physical Systems
Helsing2d
Wireless Communications Systems Engineer
Munich·Physical Systems
OpenAI2d
Data Center Research & Development Engineer, Mechanical - Industrial Compute
San Francisco·Physical Systems
OpenAI2d
Data Center Design Engineer, Electrical - Industrial Compute
San Francisco·Physical Systems
Shield AI2d
Staff Engineer, Landing Gear Systems (R5372)
Dallas, Texas·Physical Systems
Shield AI3d
Senior Engineer, Avionics Thermal Engineering (R5298)
Dallas, Texas·Physical Systems
Shield AI3d
Staff Engineer, Mechanical & Actuated Systems (R5293)
Dallas, Texas·Physical Systems
Shield AI3d
Senior Engineer, Materials (R5258)
Dallas, Texas·Physical Systems
xAI3d
Facilities Infrastructure Engineer (Data Center Infrastructure)
Memphis, TN·Physical Systems
xAI3d
Electrical Engineer (Data Center Infrastructure)
Memphis, TN·Physical Systems
xAI3d
Mechanical Engineer (Data Center Infrastructure)
Memphis, TN·Physical Systems
Helsing3d
Radio Engineer
Munich·Physical Systems
Helsing3d
Radio Engineer
Munich·Physical Systems
Shield AI4d
Senior Mechanical Engineer, Hardware Test - X-BAT (R5271)
Dallas, Texas·Physical Systems
Graphcore4d
Staff Hardware Validation Engineer
Austin, Texas, United States·Physical Systems
Rhoda4d
Staff Thermal Systems Integration Engineer
Mountain View·Physical Systems
Helsing4d
Head of Aerodynamics & Thermal
Munich·Physical Systems