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Announcing Project Horizon: Why we're building a 2 gigawatt AI campus in Texas

Reinforced announces Project Horizon, a 2-gigawatt AI campus in Texas designed to power the next generation of foundation models.

Announcing Project Horizon: Why we're building a 2 gigawatt AI campus in Texas

We are standing at the precipice of a new industrial revolution, one driven not by steam or electricity, but by intelligence. At Reinforced, we believe that the future of artificial intelligence depends as much on physical infrastructure as it does on algorithmic breakthroughs. That is why we are excited to announce Project Horizon, our most ambitious infrastructure project to date. Located in the heart of Texas, this 2-gigawatt AI campus will serve as the backbone for the next generation of foundation models.

The Vision

As AI models grow exponentially in size and capability, the physical infrastructure required to train them must scale accordingly. We are no longer talking about standard data centers; we are talking about specialized compute environments that resemble particle accelerators more than server farms. Project Horizon isn't just a data center; it's a specialized compute environment designed from the ground up for massive-scale distributed training.

The current generation of models has already shown us the limitations of existing infrastructure. Latency, power density, and cooling capacity are becoming bottlenecks. Project Horizon addresses these head-on with a bespoke design optimized for the unique thermal and electrical characteristics of AI workloads. We are building a facility where the only limit to our models' growth is the laws of physics themselves.

Why Texas?

Selecting the location for a project of this magnitude was a rigorous process. We evaluated dozens of sites globally, looking for a confluence of factors: energy availability, grid stability, talent density, and regulatory environment. Texas emerged as the clear winner. Texas provides a unique combination of abundant renewable energy, a skilled workforce, and a business-friendly environment that makes it the ideal location for Project Horizon.

The state's energy grid, ERCOT, offers the resilience and flexibility needed for our operations. Furthermore, the local talent pool, enriched by world-class universities and a thriving tech sector, ensures that we will have the human capital necessary to operate this cutting-edge facility. We are proud to call Texas our new home for Project Horizon.

Engineering Challenges

Building a 2-gigawatt campus presents unprecedented engineering challenges. Power delivery alone requires substations capable of handling loads equivalent to a major city. We are deploying advanced high-voltage direct current (HVDC) transmission systems to minimize losses and ensure stable power delivery to the chip level. Cooling is another critical frontier; air cooling is insufficient for the thermal density of next-gen GPUs.

We are pioneering a hybrid liquid-cooling architecture that combines direct-to-chip cooling with rear-door heat exchangers. This system not only manages heat more effectively but also allows us to run our hardware at higher clock speeds for longer durations without thermal throttling. Every aspect of the facility, from the floor loading to the network topology, is being re-engineered for the AI era.

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Sustainability

We are acutely aware of the environmental footprint of large-scale AI training. That is why sustainability is a core pillar of Project Horizon. We have committed to powering the campus with 100% carbon-free energy by 2030. We are partnering with local solar and wind developers to bring new renewable capacity onto the grid, ensuring that our growth stimulates the green energy economy.

Water conservation is equally important, especially in Texas. Our closed-loop cooling systems are designed to consume near-zero water for evaporation, a significant improvement over traditional evaporative cooling towers. We are also exploring waste heat recovery systems that could potentially provide heat to nearby industrial processes, turning a waste product into a resource.

The Economic Ecosystem

Project Horizon is more than just a facility; it is a catalyst for economic growth. We estimate that the construction phase alone will generate thousands of jobs, ranging from civil engineering to specialized trade labor. Once operational, the campus will employ hundreds of high-skilled technicians, network engineers, and security personnel, creating a long-term economic ripple effect in the region.

Beyond direct employment, we are building a supply chain ecosystem within Texas. We are encouraging our hardware partners and logistics providers to establish local hubs, reducing shipping times and further integrating the state into the global AI supply chain. This agglomeration effect will likely attract other high-tech firms, solidifying Texas's position as a global leader in AI infrastructure.

Safety and Security

Given the strategic importance of the models trained at Project Horizon, security is paramount. The campus is designed with a defense-in-depth approach, incorporating physical barriers, biometric access controls, and 24/7 surveillance. We are treating this facility as critical national infrastructure, with security protocols that rival those of top-tier government installations.

Cybersecurity is equally robust. The training clusters are air-gapped from the public internet, with data transfer occurring over secure, dedicated lines. We have implemented a zero-trust architecture for all internal networks, ensuring that even in the unlikely event of a perimeter breach, lateral movement is impossible. Protecting our intellectual property and the integrity of our models is our highest priority.

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Timeline and Phases

Project Horizon will be developed in four distinct phases to ensure rapid deployment of capacity while allowing for iterative improvements. Phase 1, consisting of the first 500MW, is scheduled to come online within 24 months. This initial phase will focus on validating our new cooling and power distribution designs at scale.

Subsequent phases will follow in 12-month intervals, with each phase incorporating lessons learned from the previous ones. This agile construction methodology allows us to adapt to the rapidly evolving hardware landscape. By the time Phase 4 is complete, we expect to have the full 2 gigawatts operational, powering the training of models orders of magnitude larger than anything in existence today.

Community Integration

We believe in being good neighbors. Reinforced is launching a Community Partnership Fund to support local education and infrastructure initiatives. We are collaborating with local school districts and community colleges to create STEM curriculums and apprenticeship programs, ensuring that the next generation of Texans is ready to participate in the AI economy.

We are also holding regular town hall meetings to keep the community informed about our progress and to address any concerns. Transparency is key to building trust, and we are committed to an open dialogue with the residents and leaders of the region. We want Project Horizon to be a source of pride for the entire community.

Future Impact

The models trained at Project Horizon will not just be faster or smarter; they will be fundamentally more capable. They will help discover new drugs, solve complex climate models, and power personal assistants that truly understand us. This campus is the forge where the tools of the future are being hammered out.

By investing in this level of infrastructure, we are ensuring that the benefits of AGI are realized sooner rather than later. Project Horizon is a bet on the future—a future where abundance is created through intelligence, and where humanity has the tools it needs to solve its greatest challenges. We are just getting started.

Frequently Asked Questions

What is Project Horizon?

Project Horizon is a planned 2-gigawatt AI data center campus being built by Reinforced in Texas to support the training of next-generation foundation models.

Why did Reinforced choose Texas for this project?

Texas was chosen for its abundant renewable energy resources (wind and solar), robust energy grid, skilled engineering workforce, and business-friendly regulatory environment.

How much power is 2 gigawatts?

2 gigawatts is roughly enough electricity to power 1.5 million average homes. In the context of AI, it represents a massive amount of compute capacity.

When will Project Horizon be operational?

While specific timelines are confidential, we expect the first phase of the campus to come online within the next 24 months.

What makes this different from a standard data center?

Project Horizon is purpose-built for AI training. This means higher power density per rack, advanced liquid cooling systems, and specialized network topologies that standard web-hosting data centers cannot support.

How will you handle the cooling requirements?

We are utilizing advanced liquid cooling technologies, including direct-to-chip and potentially immersion cooling, to manage the immense heat generated by high-density GPU clusters.

Is Project Horizon environmentally sustainable?

Yes. We are prioritizing the use of renewable energy sources and implementing water-saving cooling technologies to minimize our environmental footprint.

Will this project create jobs in Texas?

Absolutely. Construction will create thousands of temporary jobs, and the operational campus will employ hundreds of high-skilled engineers, technicians, and security personnel.

What kind of hardware will be housed there?

The campus will host the latest generation of AI accelerators, including NVIDIA H100s, Blackwells, and our own custom silicon solutions.

How does this relate to Reinforced's mission?

Our mission is to build AGI. Project Horizon provides the necessary physical infrastructure—the 'body'—for the 'brain' we are developing.

Will other companies be able to use this facility?

Project Horizon is primarily for Reinforced's internal research and product deployment, though we may offer capacity to strategic partners.

How does the power grid handle such a load?

We are working closely with ERCOT and local utilities to ensure our load is manageable and can actually help stabilize the grid through demand response programs.

What is the cost of Project Horizon?

While we are not disclosing the exact figure, it is a multi-billion dollar investment in American infrastructure.

Will there be office space on campus?

Yes, there will be an on-site engineering hub to allow our researchers and hardware engineers to work in close proximity to the machines.

How does this compare to other AI data centers?

At 2 gigawatts, Project Horizon is among the largest single-site AI compute clusters announced to date.

What about security?

Physical and cybersecurity are paramount. The campus will be a secure facility with multiple layers of protection.

Are you building your own power plants?

We are partnering with renewable energy developers to bring new generation capacity onto the grid to match our consumption.

How does latency factor into the location?

Central Texas offers excellent fiber connectivity to both coasts, minimizing latency for our distributed teams and users.

What is the water usage impact?

We are designing for low water usage effectiveness (WUE) by using closed-loop systems, minimizing evaporation and reliance on potable water.

Is this related to the recent fundraise?

Yes, a significant portion of our recent $500M Series B is allocated to the initial development phases of Project Horizon.
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