{
  "id": 12156370,
  "title": "The modern F1 pit crew: AI engineers who race the deadline, not the car",
  "url": "https://urgent.news/2026/10/05/the-modern-f1-pit-crew-ai-engineers-who-race-the-deadline-not-the-car",
  "topic": "ai",
  "section": "AI",
  "published": "2026-10-05T12:58:13.000Z",
  "source": {
    "name": "SiliconANGLE",
    "slug": "siliconangle",
    "url": "https://siliconangle.com/2026/10/05/forward-deployed-engineers-help-coreweave-race-f1-clock-fullyconnected/"
  },
  "original_language": "en",
  "account": "The Aston Martin Aramco Formula One Team is adopting a model of AI engineering that embeds forward-deployed engineers within customer operations. This approach is tested in the high-pressure environment of F1 racing, where races occur every two weeks, budgets are capped, and performance is measured in milliseconds. Richard Ahlfeld, senior vice president of physical AI at CoreWeave Inc., and Eric Ernst, commercial technology ambassador of the Aston Martin Aramco Formula One Team, discussed this model during an interview on theCUBE. Ahlfeld explained that CoreWeave, which assists leading AI companies in setting up infrastructure and running their models, brings valuable insights from their experience working with top AI labs. The team faces the challenge of processing a million data points per second from each car and turning that data into setup decisions between final practice and qualifying. Outside engineers are crucial because the race calendar never pauses, requiring the team to adapt quickly to an ever-changing industry. One notable project involved the team's radio communication, which was revolutionized by an AI model that could listen to 40 people simultaneously and provide immediate summaries, enabling quick decisions. The team also tailored the AI to understand driver terminology, ensuring that terms like \"oversteering\" and \"overheating\" were accurately interpreted despite engine noise. This partnership between CoreWeave and the Aston Martin Aramco Formula One Team exemplifies how forward-deployed AI engineers, leveraging knowledge from AI infrastructure management, can make a significant impact in the fast-paced world of Formula One racing.",
  "summary": "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…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}