Autonomous Cyber Defense — Volume I
Why Human-Led Security Fails and How Intelligent Systems Take Over
Cybersecurity is no longer a human-speed problem.
Modern attacks execute in milliseconds—moving from initial access to full compromise faster than a human can react. In this environment, traditional Security Operations Centers (SOCs) are not just inefficient—they are mathematically obsolete.
This book introduces a new model of defense.
Instead of dashboards, alerts, and manual triage, security becomes a system governed by:
Through a rigorous yet practical lens, this volume reframes cyber defense as a control system operating at machine speed.
Inside, you’ll learn:
This is not a guide to improving existing systems.
It is a blueprint for replacing them.
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Paperback. Condición: new. Paperback. Autonomous Cyber Defense - Volume IWhy Human-Led Security Fails and How Intelligent Systems Take OverCybersecurity is no longer a human-speed problem.Modern attacks execute in milliseconds-moving from initial access to full compromise faster than a human can react. In this environment, traditional Security Operations Centers (SOCs) are not just inefficient-they are mathematically obsolete.This book introduces a new model of defense.Instead of dashboards, alerts, and manual triage, security becomes a system governed by: Graph theory and network topologyReinforcement learning and adaptive policiesInformation theory and entropy reductionGame-theoretic adversarial dynamicsThrough a rigorous yet practical lens, this volume reframes cyber defense as a control system operating at machine speed.Inside, you'll learn: Why alert-driven SOCs collapse under scaleHow to model cyber operations as Markov Decision ProcessesThe role of reinforcement learning in autonomous responseHow multi-agent systems redefine defense strategiesThe foundations of sim-to-real cyber environmentsThis is not a guide to improving existing systems.It is a blueprint for replacing them. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability. Nº de ref. del artículo: 9798259339866
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