Lambda will build a 375 MW Oklahoma data center with no subsidies

Two stories today: a neocloud that went shopping for a data-center site and found one that refused to pay for it, and a robotic hand that buys dexterity with linear motion instead of joints.

Lambda announced Sunday that it will build a data center at MidAmerica Industrial Park near Chouteau, Oklahoma — a project the industrial park says comes with no financial incentives at all. Tulsa World reports the facility is planned at 375 megawatts on a 329‑acre site; Lambda's own release does not give a capacity figure, and no capex, construction start or opening date has been announced. What Lambda did put numbers on: an estimated $500 million in property and sales taxes over the first 10 years, up to 1,000 construction jobs and about 100 permanent positions, and an obligation to pay 100 percent of its energy costs under Oklahoma's Data Center Customer Ratepayer Protection Act. The facility will buy power from the state-owned Grand River Dam Authority, sit adjacent to GRDA's Energy Center, fund upfront transmission and generation infrastructure, and use closed-loop dry cooling. Balaban told Tulsa World the dry coolers do not evaporate any water, and said the company expects to set up a multimillion-dollar fund for the Chouteau school system. The company has also signed the White House Ratepayer Protection Pledge and says the design lets it shed load at peak demand.

The subsidy detail is the interesting one, because it is normally the other way around. MidAmerica's executive director Dave Stewart said the park turned down several data-center inquiries from developers who demanded tax and other abatements, then ran a request for proposals to see who would meet its criteria. Lambda won that process on terms the park describes in print: "we heard from developers... (Lambda) is paying full market value for the land, and MidAmerica is providing no project incentives." Balaban's framing was blunter — "when we come in, we always pay our way."

That is a small but real test case for the fight running nationally over who absorbs the cost of AI infrastructure. The House voted 417–3 this month to make data centers pay for their own power — the Ratepayer Protection Act we covered when it passed — but the federal bill is not law, and the state-level version in Oklahoma is doing the work here: it gives the park and the utility a template for saying yes without writing a check. The open question is what Lambda pays for the power itself. A 375-megawatt facility drawing on a state utility's grid is a load the size of a mid-sized city's, and the ratepayer promise only covers what the data center consumes — not what building the generation to serve it costs everyone else.

Duke University's General Robotics Lab has built a robot hand that does fine manipulation with seven linear joints and no articulated fingers, and published the design and code so anyone can print one for roughly $500 in parts. The Cartesian Hand stacks two independently actuated parallel grippers, which hold different parts of an object, against four translating fingertips that create relative motion between the held parts. That composes into cap-opening, pipetting, pumping, screwdriving, trigger-pulling and in-grasp reorientation across 35 objects spanning lab, household and manufacturing settings — 350 of 350 trials successful, per the preprint. Because every joint moves along a fixed axis, there are no singular poses and the kinematics stay a constant matrix, which is the mechanical version of a cheat code: IEEE Spectrum's Video Friday asked the obvious question when it picked the project up, "Why build a humanoid hand when a robot hand can do stuff like this?"

Read the claim with its conditions attached. The paper is a nine-page preprint with no venue, and it states plainly that no visual feedback is used — the tasks ran open-loop from a prescribed initial configuration, with AprilTags and cameras left to future work, and new objects needing up to five setup trials. It holds a 2 kg bottle statically, weighs 850 g, and costs about $30 in PLA or $50 in nylon plus seven servos. The interesting part is the same thing we keep pointing at in humanoids — hand hardware is where the dexterity problem actually lives — and the answer here is to stop imitating a human hand and build a tool that fits the objects instead.

What to watch: whether Lambda attaches a price tag and a construction date to the Oklahoma site, and whether the Cartesian Hand's open-loop procedures survive contact with cameras, clutter and a bin it has never seen.

If a data center pays its own power bill but the grid still gets bigger to serve it, has anything really been paid for? Tell us in the comments.

Sources: Lambda — new data center in Mayes County, Oklahoma · Oklahoma Energy Today — California firm intends to build data center at Chouteau · Tulsa World — Lambda data center at MidAmerica Industrial Park getting no financial incentives · MidAmerica Industrial Park — Lambda project community Q&A · arXiv — The Cartesian Hand: In-Hand Manipulation with All-Linear Fingers · General Robotics Lab — Cartesian Hand project page · Cartesian Hand (GitHub) · IEEE Spectrum — Video Friday · AI Midday — The House votes 417-3 to make data centers pay for their own power · AI Midday — Tesla's Optimus line is up tenfold — the hands are the bottleneck