Robotics Software & Perception
Robotics software, perception, computer vision, autonomy and AI roles where models meet physical systems.
PHYSICAL AI · TALENT INTELLIGENCE
Physical AI is rewriting roles — and the talent market around them.
Across robotics, controls, embedded systems, automation and manufacturing, we track where proven execution meets current hiring demand.
FOR TALENTHow far can your existing experience travel?Career Radar connects evidence of what you actually did to current OPEN Physical AI roles.Open Career Radar →FOR HIRING TEAMSLooking for Physical AI talent?Build a Search scope from proven execution and adjacent capability, not titles alone.Physical AI Search →
PHYSICAL AI TALENT MAP
One market, multiple role systems moving at different speeds.
Candidate mobility and hiring Search use the same role map: proven execution on one side, current market demand on the other.
Motion, Control & Embedded
Motion control, control algorithms, embedded systems, electronics and sensing that determine how machines actually move.
FAE, Technical Sales & Field Service
Customer-facing engineers who deploy complex equipment, solve field problems and connect technical capability to revenue.
Automation & Manufacturing Integration
Automation, manufacturing engineering and process roles connecting robots, equipment, PLCs, MES and production data.
Tracked Companies and Hiring Signals will be published progressively from data with sufficient public-source verification and classification. Not found is not treated as absent.
MARKET TEST
Pressure-test the path against live roles
Career paths should survive contact with the market. Use current open roles to see where the evidence in your background is actually being hired today.
MARKET SIGNALS
Signals that can change your next move
Micron Workers Point to Samsung and SK hynix — The AI Memory Boom Is Turning Into a Competition Over Profit-Sharing Rules
Micron’s Taiwan unions are asking for a permanent system that allocates 15% of global operating profit to employees, not merely another one-off bonus. With Samsung at 10.5% and SK hynix at 10%, Korean profit-sharing structures are becoming cross-border reference points — shifting the talent question from “how much?” to “under what rule?”
Read analysis →Why Is Samsung SDS Orchestrating 10 Robotics Companies Instead of Building Everything Itself? — Integration May Be Physical AI’s Next Bottleneck
Team REX brings together specialists in hardware, robot intelligence, data and simulation. Combined with Samsung SDS’s planned 2027 robot-orchestration platform, the signal is clear: factories may need more than the best single robot — they need an operating layer that makes heterogeneous robots work inside existing production systems.
Read analysis →The Customer Is Becoming the Teacher — How Korean Industry Is Shaping Physical AI Tasks
HD Hyundai is co-designing a five-finger hand for shipbuilding, CJ Logistics started live humanoid operations with one packing task, and Samsung SDS is turning affiliate workflows into training and validation cases. Industrial customers are beginning to define what robots must learn, not simply buy finished machines.
Read analysis →FOR HIRING TEAMS
Hire for what candidates can actually execute.
Go beyond robotics-only resumes. We expand into adjacent controls, embedded, validation and manufacturing talent, then narrow the search with evidence of what candidates actually owned and delivered.
Physical AI Search →FOR TALENT
Own more options with the experience you already have
See directly supported and adjacent paths separately, with the evidence behind each connection.
Map my experience →