Data centers often justify their existence in small communities by saying they are bringing much needed jobs. A new report says Meta plans to bring robots, not human employees.

Meta Tests Robotics Fleet in Data Centers as AI Infrastructure Costs Soar

According to internal sources, Meta is quietly experimenting with specialized robotics and physical automation inside its data center facilities. The plan is to automate physical hardware maintenance, such as plugging in networking cables, resetting servers, and cycling power. The use of robots would allow the tech giant to manage its rapidly growing AI infrastructure footprint while curbing long-term human labor expenses.

Multi-Vendor Hardware Trials

According to Wired, Meta is evaluating specialized robotics hardware from several automation manufacturers.

Kinova Robotics

Meta is testing the Kinova Gen3 collaborative arm to handle power-cycling tasks and disconnect electricity from individual server units.

Watney Robotics

Dual-armed units from the San Francisco startup are being evaluated at Meta's Altoona, Iowa campus to automate complex networking cable management.

ABB Automation

Four-wheeled platforms equipped with scissor lifts and six-axis articulated arms are deployed at the Prometheus campus in New Albany, Ohio, to reseat components and handle rack-level maintenance.

Targeted Reset Devices

For basic tasks, Meta has deployed simplified mechanical actuators,essentially remote-controlled physical triggers to physically depress power buttons on compact hardware like Mac Minis.

Workforce Reaction and Corporate Response

The trial programs are sparking concern among technicians who planned on having data center careers. According to Wired, one data center technician estimated that a fully functional cable-swapping system could automate up to 80 percent of specific manual workloads.

Meta’s Response to the Automation Claims

In response to the report, Meta spokesperson Francis Brennan said that the company continues to invest heavily in human workforce development, pointing to nationwide shortages in skilled trades that require more workers rather than fewer. Meta recently launched tuition-free training initiatives covering electrical, plumbing, and mechanical disciplines. The truth of the matter is that the majority of these skilled jobs are found in the construction of data centers...not the maintenance of data centers that are up and running. Construction jobs last around 18 months.

Robot Jobs Are Longterm

Internal statements from robotics leadership within Meta highlight long-term operational goals, including deployed robotic systems for environmental monitoring, rapid incident response, and preventative maintenance. While technical limitations like battery life, camera constraints, and navigating tight floor cables currently require human oversight, ongoing AI model improvements may soon eliminate those issues.

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