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Meta tests robots for power cycling and cable swaps inside its data centers

Wired's sources describe machines under evaluation for the most repeatable jobs on a data center floor, which turns technician headcount from a fixed operating input into something vendors now bid against.

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Photograph accompanying Meta tests robots for power cycling and cable swaps inside its data centers
Photo: datacenterdynamics.com

What happened

  • Wired reports a previously unreported Meta effort to test robots for cabling and server resets that could let the company run a fast-growing data center footprint with fewer people.
  • One experiment is assessing whether a Kinova Gen3 robotic arm can handle power cycling, the job of cutting electricity to servers.
  • The robots and related hardware come from vendors including Watney Robotics, Kinova and ABB, according to the current and former workers who described the projects.
  • Meta declined to comment on the testing, and spokesperson Francis Brennan said a skilled-worker shortage during the infrastructure boom means the company needs more workers, not fewer.
  • Meta robotics manager Eric Xu said at a conference last year that long-term goals include robots that speed incident response and carry out preventative maintenance.

Why it matters

  • contradiction The company statement and the sourced experiments point in opposite directions on operations headcount, so a county, a union or a site lead has to decide which of the two to plan a five-year staffing budget around.
  • exposure Altoona gave up tens of millions a year in property tax for a campus employing hundreds, and the jobs side of that trade is precisely the side now under evaluation for automation.
  • decision Kinova and ABB are effectively quoting against a wage line rather than a tooling budget, which changes who inside a hyperscaler signs off and what payback period the purchase has to clear.
  • capability Once the repeatable floor tasks are machine work, the cooling and lighting specs written for human comfort become optional, which changes what a new hall can be designed to do.

Start with the cheapest thing in Wired's account. At some Meta facilities there is a robot shaped like a finger, or a pointy stick, whose entire job is to press the power button on a Mac Mini or similar box when a human somewhere else asks it to [8]. The work is unglamorous: it removes a person walking to a rack to push a button a remote console could not reach.

Proponents pitch robots as relief, taking the repetitive and dangerous tasks off technicians so they can handle harder problems [20]. The people doing the work describe it differently. A Meta data center worker told Wired that the cable-swapping bot under test, if it works, could replace up to 80 percent of some people's workloads [7][16], and that "we thought those of us performing the physical tasks were safe for a while, but not anymore" [17]. The worker's own number does the math: if 80 percent of a repeatable workload goes away, the leftover fifth means the residual hands-on work of five such roles fits inside one [21]. That ratio describes a staffing model, not a task-relief program.

The reason this stopped being a demo is unglamorous. Robots were expensive and poorly suited to delicate rack work, and in earlier industry trials they sometimes crushed servers while attempting simple tasks, according to a person briefed on the experimentation [13]. Hardware got cheaper and the models driving the arms got more capable [14], and several startups are now building machines that assemble servers and replace wires [15].

The buyer is easy to name. It is whoever owns the capacity plan for a campus in a thinly populated county where the racks are plentiful and the qualified technicians are not [18]. It is also whoever would rather stop conditioning halls for human comfort: Paul Golding, who oversees physical intelligence at Analog Devices, says more customers tell him they want to run data centers with humanoids because the rooms can then run hotter and unlit [19].

Brennan's statement and Xu's roadmap can both hold if you separate construction from operations. Meta can hire hard for the people who build and commission capacity [2] while the steady-state task list on a live floor gets shorter [12]. In Altoona, the workers have already drawn their own conclusion, with group chats saying they will all be gone in a few years anyway because of the robots [10]. The activists fighting data center construction have largely left this alone, and human jobs remain the standard justification offered for the tax breaks [11].

For your own floor, sort the remote-hands list on two axes: how deterministic the motion is, and what a mistake costs in hardware. High determinism and low damage is where the bids land first, which is why power cycling and cable swaps are the pilots rather than rack builds [6][7]. The forcing function is a date: anyone who cited operations headcount in an incentive filing should be able to name the year that number stops holding, and if nobody in the room can name it, the number was a marketing input rather than a commitment.

What to watch

  • Whether the Kinova Gen3 power-cycling trial graduates from evaluation to a standing deployment at a named campus.
  • Whether Iowa or other host jurisdictions start writing operations headcount into abatement terms instead of press releases.
  • Whether Watney Robotics, which did not respond to Wired, ever names Meta as a customer publicly.

Clarity's read

What the record supports and how the coverage leans. The claims behind it follow.

Reality

Evidence45
Adoption20
Hype gap+30
Incentives65
Confidence50
Why these scores

Claim ledger

Ranked by verification strength, evidence, and original report placement.

  1. [1]

    Wired reports, based on several current and former workers, that Meta is testing robots that can plug in cables, reset servers and handle other tasks inside its data centers; the previously unreported effort may eventually allow Meta to operate its rapidly expanding data center footprint with fewer humans, keeping labor costs in check as its AI infrastructure spending soars.

    Reported Supported Source: Wired, citing several current and former workers who asked to remain anonymous4 sources— create a free account to open them
  2. [2]

    Meta declined to comment on the testing, and company spokesperson Francis Brennan said Meta is investing heavily in training and hiring workers to build and operate its data centers.

  3. [3]

    Brennan said: "America is in the middle of its biggest infrastructure boom since World War II and there's a major shortage of skilled workers to fill the roles; we need more workers, not fewer."

    Reported Supported Source: Meta spokesperson Francis Brennan3 sources— create a free account to open them

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Sources

1 independent publisher whose own reporting we read for this story.

  1. arstechnica.com

    1 article · August 30, 2026

    Inside Meta’s push to put robots to work in data centers
  2. wired.com

    2 articles · August 28, 2026

    Inside Meta’s Push to Put Robots to Work in Data Centers

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