Ex-Meta CTO Mike Schroepfer Bets Big on Hard Tech: Why Infrastructure Moats Will Define the AI Era

Mike Schroepfer, who served as Meta's CTO until 2022, launched Gigascale Capital to back companies rebuilding the physical economy.

The fund recently closed its first institutional vehicle at $250 million after proving the strategy with 22 earlier investments from Schroepfer's family office.

Power Demand Surge Creates Once-in-a-Generation Opportunity

Schroepfer sees explosive growth in electricity needs from data centers, electric vehicles, and factory electrification driving a massive supply crunch.

After two decades of flat U.S. power demand, growth now runs at several percent annually with hundreds of gigawatts of new data center load expected in five years.

Traditional grid equipment like transformers remains stuck in 1930s designs and faces multi-year backlogs.

Gigascale invests across energy, materials, advanced manufacturing, robotics, and AI hardware at the pre-seed through Series A stages with checks from $1 million to $10 million.

Why Hardware Moats Beat Cheap Software in the Next Decade

Partners Victoria Beasley and Evaline Tsai bring deep climate and deep-tech experience to evaluate these capital-intensive bets.

Schroepfer argues that once AI makes software nearly free to produce, competitive advantage shifts to the atoms of energy systems, supply chains, and physical infrastructure.

Portfolio examples include long-duration batteries from Form Energy, solid-state grid electronics from Heron Power, wave-powered ocean compute from Panthalassa, and compact nuclear microreactors from Radiant.

This shift matters to everyday people because cheaper, cleaner power and manufacturing could lower household energy bills and create stable local jobs in the coming years.

Unlike past hardware cycles, today's exponential cost declines in solar, batteries, and power electronics make physical rebuilds economically superior from day one.