The whitepaper explains how modern product engineering is evolving beyond traditional automation toward an adaptive, AI-driven approach where AI acts as a co-engineer. Instead of focusing solely on rapid feature delivery, organizations are shifting to building flexible, self-observing, and AI-native platforms that can continuously adapt and improve. It highlights architectural changes such as moving from rigid systems to modular and agent-based infrastructure, enabling scalability and resilience. This approach helps reduce operational costs, supports sustainability goals, and makes systems easier to maintain and evolve, allowing engineering teams to build smarter, more efficient digital products.

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