After starting the tokenmaxxing panic, Uber's CTO is back with a very different AI story (www.businessinsider.com)

Uber's CTO, Praveen Neppalli Naga, has introduced a novel approach to integrating AI within the company, following a previous controversy about AI budget overspending. Known as "Agentic Pods," this initiative involves sending top AI engineers into various departments—including finance, legal, and marketing—to observe workflows in real-time. Over a two-week period, these engineers shadow employees, analyze processes, and subsequently develop tailored AI tools to optimize operations. Early results show substantial improvements, such as reducing a financial planning task from 15 hours to just 30 minutes. This strategy is significant for the AI/ML community as it emphasizes a shift from traditional AI implementation to a more holistic redesign of workflows that leverage AI capabilities. Naga highlights that the most significant productivity gains come from reorganizing entire processes, rather than solely focusing on one task. This approach mirrors the "forward-deployed engineer" trend seen in tech, but with a twist: Uber's engineers are embedded within the company rather than sent out to clients. The initiative underscores the potential for AI to fundamentally transform workplace efficiency by streamlining operations and facilitating faster decision-making.