“What if instead of manually firefighting every drift and miss, your agents could adapt themselves? Not replace engineers, but handle the continuous tuning that burns time without adding value.”

“AdaptiFlow enables microservices to evolve into autonomous elements through standardized interfaces, preserving their architectural independence while enabling system-wide adaptability.”

“The core of the book delves into advanced paradigms and practical strategies for resilience, including zero trust architectures, game-theoretic threat modeling, and self-healing design principles.”

“The paper shows that self-healing persists at finite evolution times once nonadiabatic errors induced by finite-speed ramps are compensated.”

“The article is a research paper, so a direct quote isn't applicable without further context. The core concept revolves around using a Deep Q-Network (DQN) to enable self-healing capabilities in IIoT-Edge networks.”

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