The modern F1 pit crew: AI engineers who race the deadline, not the car

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AI providers increasingly embed forward-deployed engineers inside customer operations, and few settings test that model harder than Formula One. UPDATED 08:58 EDT / OCTOBER 05 2026 AI The modern F1 pit crew: AI engineers who race the deadline, not the car by Ryan Stevens AI providers increasingly embed forward-deployed engineers inside customer operations, and few settings test that model harder than Formula One.

Races arrive every two weeks, budgets are capped and margins are measured in milliseconds. That model is now on track with the Aston Martin Aramco Formula One Team, including new physical AI engineering service places cloud […] The post The modern F1 pit crew: AI engineers who race the deadline, not the car appeared first on SiliconANGLE .

That model is now on track with the Aston Martin Aramco Formula One Team, including new physical AI engineering service places cloud engineers alongside the team’s own. The value lies less in motorsport know-how than in lessons from running infrastructure for top AI labs, according to Richard Ahlfeld (pictured, left), senior vice president of physical AI at CoreWeave Inc.

“CoreWeave, over the last years, has helped most of the world’s leading AI companies set up infrastructure and run their models,” Ahlfeld said. “You can’t really do that without learning a thing or two about what is really needed to run AI.”