Revisions don't break estimates. Weak takeoff workflows do.
ILLUSTRATOR
Lindsay Gruetzmacher
Lindsay Gruetzmacher is a passionate illustrator/designer living in Saint Paul, MN. In her free time, she loves drawing, drinking iced lattes, and wearing mismatched socks. www.lgruetzmacher.com
As Amazon’s copper deal shows, the biggest constraint on artificial intelligence isn’t computing power, but the slow, friction-filled systems required to build and power it.
In a city shaped by history, climate mandates and civic scrutiny, construction has become an exercise in restraint rather than expansion.
From census categories to apprenticeship gates, the industry didn’t just skew male but was structured to make women invisible.
One woman’s story of building a career on curiosity, community and showing colleagues another way.
Women now make up a larger share of the construction workforce than ever. But skilled trades, safety and retention still lag.
As AI, data centers and advanced manufacturing surge, the real constraint on growth isn’t capital or software, but the skilled labor and physical systems required to build them.
AI-ready machines have arrived, but the workflows behind them are still stuck in the trailer.
AI-driven demand is pushing the power grid to its limits, but the real constraint isn’t generation, but how slowly infrastructure moves through permitting, interconnection and approval.
How fragmented handoffs slow post-fire rebuilding—and what a project mindset reveals about moving recovery forward.
