Meta raises Hyperion to 5 GW and over $50 billion for AI

Meta has once again expanded its Hyperion project in Louisiana, increasing from the initially announced 2 GW to an anticipated computing capacity of 5 GW. This change raises the investment associated with the campus above $50 billion and confirms that the race in artificial intelligence is increasingly focused on energy, data centers, and financing.

The complex is being built in Richland Parish, a rural area in the northeastern part of the state. Meta will use it to train and run its future AI models, as well as to support the services developed by Meta Superintelligence Labs. When completed at the scaled capacity, it will be the company’s largest data center and one of the largest private digital infrastructure projects in the world.

Key aspects of Hyperion’s expansion

  • Meta increases the anticipated computing capacity from over 2 GW to 5 GW.
  • The total announced investment exceeds $50 billion.
  • The project began in 2024 with an initial budget of $10 billion.
  • Later, a financing package of $27 billion was arranged with Blue Owl Capital.
  • Meta promises to invest over $1 billion in roads, water, and sanitation.
  • Louisiana companies have received contracts worth more than $1.6 billion.
  • The power supply will require new power plants, high-voltage networks, and storage.
  • Entergy estimates savings of about $2 billion for its customers over 20 years.
  • This estimate is being challenged by consumer organizations and regulatory advisors.
  • The project will rely heavily on natural gas, though it also includes new solar capacity.

The 5 GW announced by Meta refer to computing capacity, not necessarily total electrical consumption of the site. Servers will account for most of the load, but the campus will also require energy for cooling, networking, storage, power conversion, lighting, and auxiliary services. Total consumption will depend on final design and energy efficiency.

This scale is difficult to compare with conventional data centers. Hyperion will not be a single building filled with servers but a campus consisting of multiple facilities, substations, backup systems, internal networks, and areas capable of supporting future generations of accelerators.

From $10 billion to over $50 billion

Meta announced the project in December 2024 as a $10 billion investment. Initial plans included about four million square feet of space, over 2 GW of capacity, and around 500 permanent jobs, besides thousands of construction positions.

The figure quickly grew. By October 2025, Meta closed a $27 billion financing deal with Blue Owl Capital to develop the campus infrastructure and buildings.

Funds managed by Blue Owl acquired approximately 80% of the joint venture created for the project, while Meta retained about 20%. Blue Owl injected roughly $7 billion in cash, and Meta received an initial payment nearing $3 billion. This allows Meta to partially finance the complex through leasing, rather than bearing the entire investment directly on its balance sheet.

The new valuation exceeding $50 billion does not mean Meta will immediately spend that amount alone. It reflects multi-year development, supported by external capital, debt, real estate entities, electrical supply contracts, and local investment commitments.

This model enables expansion without concentrating all financial risk in a single company. It also raises questions about who will bear costs if AI growth slows, hardware becomes obsolete before amortization, or Meta reduces its power needs.

The Blue Owl contract includes leases and extension options allowing Meta to occupy the finished facilities. The company can allocate more capital to servers, accelerators, and networking, while a financial partner holds much of the physical assets.

This separation is becoming common in the industry. Major tech companies need so many data centers that even their balance sheets struggle to support land acquisition, construction, power systems, and billions in processors simultaneously.

Electricity becomes the most complex part of the project

Reaching 5 GW of computational capacity requires more than just buying GPUs. The region needs generation capacity, high-voltage lines, substations, and backup systems capable of operating continuously throughout the day.

Entergy Louisiana announced in March a revised agreement under which Meta will pay the full cost of electrical service for the campus. The plan includes seven new gas plants with over 5,200 MW, transmission lines, batteries, and nuclear upgrades. These additions to three previously approved gas plants bring the total linked to Hyperion demand to approximately 7,500 MW.

Meta also committed to supporting up to 2,500 MW of new renewable generation and studying future nuclear projects. Solar power may offset part of the annual consumption, but its variable output doesn’t always match the constant load needed for AI operations. Natural gas plants will provide a significant share of the firm capacity required in the coming years.

This approach reflects a common contradiction in AI expansion. Companies pursue climate goals and renewable contracts but also reactivate gas plant construction to ensure continuous capacity.

Entergy estimates that the agreement with Meta will save about $2 billion for other customers over two decades. This projection is based on payments and guarantees in the contracts, not on realized savings.

Consumer protection remains under debate. An analysis during the potential purchase of another plant, Cottonwood, estimated it could increase some Louisiana customers’ monthly bills by more than $8. Meta and Entergy respond that the plant would serve numerous users and was planned before the data center project. Regulatory approval is still pending.

Louisiana’s governor has ordered the creation of a consumer and community protection framework for large data centers with public incentives. This step reflects the political influence large projects can have on the state’s energy planning.

Jobs, local contracts, and tax incentives

Meta aims to highlight the economic impact of the expansion. Since construction began, Louisiana companies have received contracts exceeding $1.6 billion. The company also plans to spend over $1 billion on roads, water systems, and wastewater facilities.

Upgrades to infrastructure are necessary, as a project of this size multiplies traffic, service demand, and construction activity. Some investments will benefit the campus directly, and may provide assets for local use after completion.

Meta also reports that teachers in Richland Parish received annual bonuses of up to $50,000, up from around $10,000 last year. The company attributes this increase to new tax revenues associated with the project. It presents this as evidence of local impact, though ongoing effects depend on tax collection and educational policy decisions.

Public support is substantial. Louisiana approved a 20-year sales tax exemption for certain data centers initiated before 2029. Hyperion may also benefit from employment programs and agreements that replace some property taxes with negotiated payments.

These incentives explain why the project’s total value doesn’t translate directly to regional economic benefit. An accurate assessment would compare employment, contracts, and tax revenues against the value of exemptions, public spending, and grid infrastructure costs.

Data centers require huge investments but create fewer permanent jobs than traditional factories of similar size. Construction employs thousands over several years, while subsequent operations rely on smaller specialized teams for electrical engineering, cooling, networking, security, and maintenance.

Meta expects that the expansion will increase permanent jobs beyond initial estimates. The actual number depends on the number of buildings completed, functions inside the campus, and whether some administrative functions are moved elsewhere.

Hyperion exemplifies the new scale of AI development

The jump from 2 GW to 5 GW illustrates how much infrastructure planning has changed in just over a year. A new generation of models may demand more accelerators, memory, and networking than originally planned when the center was first designed.

Meta competes with Microsoft, Google, Amazon, OpenAI, and xAI for chips, electricity, and land. The challenge now is no longer just developing strong algorithms but ensuring complete supply chains—from power generation to HBM memory and the links connecting thousands of servers.

Hyperion will be part of this strategy, but does not guarantee success. Building computing capacity doesn’t automatically mean future models will generate enough revenue to amortize it.

Installed hardware must be upgraded multiple times during the campus’s lifespan. High-end GPUs may become obsolete quickly, yet buildings, power lines, and cooling systems are designed to last decades.

Meta needs an architecture capable of accommodating different hardware generations without complete reconstruction. It also must balance training, inference, and internal services to keep the infrastructure operating efficiently, even when some servers are idle.

Recent advances in Meta’s custom models and chips have been well received, but the planned investments increase pressure to turn AI into recurring revenue streams. Hyperion embodies this physical scale: 5 GW, over $50 billion, and a regional energy network tailored to a single tech platform’s needs.

Frequently Asked Questions

What is Hyperion?
It’s the large AI data center campus Meta is building in Richland Parish, Louisiana.

What does having 5 GW capacity mean?
Meta refers to planned computing capacity. The total power consumption might be higher when including cooling and auxiliary systems.

Will Meta pay the full $50 billion directly?
Not necessarily. The project involves external financing and a partnership with Blue Owl Capital, which owns most of certain buildings and infrastructure.

Will energy come solely from renewable sources?
No. The plan includes up to 2,500 MW of new renewable generation, but also many gas plants, transmission lines, batteries, and potential nuclear upgrades.

via: tomshardware

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