For decades, engineers accepted waste heat as the unavoidable tax of computation. Hannah Earley, cofounder and CTO of Vaire Computing, rejects that premise. She views thermal loss not as a physical law but as a design flaw. Her startup is building chips based on reversible computing, a concept first proposed over 50 years ago that aims to recycle the energy typically dissipated as heat during calculations. If successful, this approach could drastically reduce the power hunger of data centers and consumer electronics alike.

Conventional processors erase intermediate data at every step, burning fuel like a car braking at every intersection. Vaire’s architecture retains this information, allowing the circuit to run backward and recover momentum. The key innovation is a patent-pending resonator, which Earley describes as a “glorified pendulum.” This microscopic component stores recovered energy for reuse. Last year, the company achieved a critical milestone: a chip that recovered more energy than it lost, even after accounting for the power needed to run the resonator itself. For a field long stuck in academic theory, this was proof of life.

Earley’s path to hardware redesign began in a Cambridge PhD program. Initially studying DNA computing, she pivoted after reading Michael Frank’s 1999 thesis on reversible logic. Skepticism turned to conviction, leading her to build software that converted ordinary programs into reversible ones. Her advisor, Gos Micklem, later joked he couldn’t claim credit for her work. After graduating in 2021, she partnered with entrepreneur Rodolfo Rosini. They raised over $12 million and hired Frank as a senior scientist, moving from whiteboard schematics drawn in an Iowa basement to tangible hardware.

Despite the breakthrough, commercialization remains a steep climb. Igor Markov, a researcher at the University of Michigan, notes that while Vaire has “something interesting,” the technology needs increasingly realistic demonstrations to win industry support. The next hurdle is integration. Vaire must prove its radically different chips can fit into existing manufacturing systems and devices. Earley isn’t interested in incremental tweaks to silicon; she wants to rebuild computer architecture from the ground up. Whether the industry will pause to retrofit its foundations or wait for a cleaner break remains the open question.