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This article explains the real business impact, from faster experimentation and better decision-making and responsibilities, guardrails, and roles for engineering teams.

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I focus on AURA (Assets Underestimated, Resilient & Agentic) companies, which are undervalued due to market overreaction to AI disruption fears.

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