Artificial intelligence (AI) pushes military to next-gen computer performance with energy efficiency

Fast and Curious explores device physics, materials, and architectures that enable energy-efficient and scalable logic circuits that can surpass CMOS.
Feb. 3, 2026
3 min read

Key Highlights

Questions and answers:

  • What is DARPA's Fast and Curious program focused on? Developing next-generation computing that uses logic devices with 100 to 1,000 times greater energy efficiency than current CMOS transistors, aiming to support AI, simulation workloads, and edge computing.
  • Why is there a need for technology beyond CMOS transistors? CMOS transistors are approaching their energy efficiency limits, and microelectronics' energy consumption, particularly in data centers and military systems.
  • What are the two phases of the Fast and Curious program? The program has two phases: the first phase (18 months) will establish the feasibility of new logic technology, while the second phase (18 months) focuses on integrating and scaling up the new technology at the systems level.

ARLINGTON, Va. – U.S. military researchers are asking industry to develop next-generation computing technology using logic devices with the same performance as complementary metal-oxide-semiconductor (CMOS) transistors, but with 100 to 1,000 times greater energy efficiency.

Officials of the U.S. Defense Advanced Research Projects Agency (DARPA) in Arlington, Va., issued a solicitation (DARPA-PA-25-07-01) on Friday for the Fast and Curious program.

Such a technology breakthrough is necessary to support the rapidly growing computational demands of artificial intelligence (AI), data-intensive workloads for simulation and modeling, and edge computing, DARPA officials say.

CMOS transistors form the foundational technology for essentially all modern microelectronics computing, from mobile devices to exascale supercomputers, researchers say.

Few alternatives

To date, no alternative technology has been able simultaneously to match CMOS in speed, switching energy efficiency, scalability, and integration density. CMOS gain enables it to achieve large voltage swings at gate output sufficient to drive three to seven subsequent gates. As a result, CMOS has remained dominant for digital computing for more than five decades.

At the same time, however, continued improvements in CMOS energy efficiency are approaching a fundamental limit. Energy consumption from microelectronics and data centers is expected to reach as much as 50 percent of total energy consumption at the current levels of energy efficiency.

Thermal management takes up a large percentage of the work, energy, and space in military supercomputing facilities. Furthermore, military edge computing that operates under severe constraints in power and thermal management are being asked to perform AI inference, sensor fusion, autonomy, and real-time decision-making.

Unlike data centers, edge systems cannot rely on abundant grid power, active cooling, or large physical footprints; power consumption in these applications has become the primary limiting factor in computing performance.

Beyond-CMOS

Some beyond-CMOS ideas have been proposed. Multiferroic transistors may have a viable path to outperform CMOS, yet no practical multiferroic transistor technology has yet demonstrated with the efficient deterministic transduction necessary for scalable logic.

Instead, Fast and Curious seeks to explore new device physics, materials, and architectures that enable energy-efficient and scalable logic circuits that can surpass CMOS transistor switching energy and speed limits while remaining compatible with advanced microelectronics manufacturing.

Companies chosen for the project will design non-traditional transistor-like heterostructures with ultralow energy and high-speed switching characteristics; logic and computational circuits using these heterostructures; and guide device design and performance optimization.

Three-year program

Fast and Curious has two phases: an 18-month first phase establish the feasibility of the new logic technology as a digital computing primitive; and an 18-month second phase to integrate and scale-up the new logic technology at the systems level.

Companies interested should submit abstracts no later than 19 Feb. 2026, and proposals no later than 31 March 2026 to the DARPA broad agency announcement portal online at https://baa.darpa.mil.

Email questions or concerns to Sunil Bhave, the Fast and Curios program manager, at [email protected]. More information is online at https://sam.gov/workspace/contract/opp/63d54213119d40dbb161a69ccc402a66/view.

About the Author

John Keller

Editor-in-Chief

John Keller is the Editor-in-Chief, Military & Aerospace Electronics Magazine--provides extensive coverage and analysis of enabling electronics and optoelectronic technologies in military, space and commercial aviation applications. John has been a member of the Military & Aerospace Electronics staff since 1989 and chief editor since 1995.

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