{"product_id":"autonomous-cyber-defense-building-the-ai-driven-soc-volume-i-why-human-led-security-fails-and-how-intelligent-systems-take-over-9798259339866","title":"Autonomous Cyber Defense: Building the AI-Driven SOC (Volume-I): Why Human-Led Security Fails and How Intelligent Systems Take Over","description":"\u003cp\u003e • Author(s): Sanzaya Patel\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Security - Network Security\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eAutonomous Cyber Defense - Volume I\u003c\/b\u003e\u003cbr\u003e\u003ci\u003eWhy Human-Led Security Fails and How Intelligent Systems Take Over\u003c\/i\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eCybersecurity is no longer a human-speed problem.\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eModern 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.\u003c\/p\u003e\u003cp\u003eThis book introduces a new model of defense.\u003c\/p\u003e\u003cp\u003eInstead of dashboards, alerts, and manual triage, security becomes a system governed by: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eGraph theory and network topology\u003c\/li\u003e\n\u003cli\u003eReinforcement learning and adaptive policies\u003c\/li\u003e\n\u003cli\u003eInformation theory and entropy reduction\u003c\/li\u003e\n\u003cli\u003eGame-theoretic adversarial dynamics\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eThrough a rigorous yet practical lens, this volume reframes cyber defense as a \u003cb\u003econtrol system operating at machine speed\u003c\/b\u003e.\u003c\/p\u003e\u003cp\u003eInside, you'll learn: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eWhy alert-driven SOCs collapse under scale\u003c\/li\u003e\n\u003cli\u003eHow to model cyber operations as Markov Decision Processes\u003c\/li\u003e\n\u003cli\u003eThe role of reinforcement learning in autonomous response\u003c\/li\u003e\n\u003cli\u003eHow multi-agent systems redefine defense strategies\u003c\/li\u003e\n\u003cli\u003eThe foundations of sim-to-real cyber environments\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cb\u003eThis is not a guide to improving existing systems.\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eIt is a blueprint for replacing them.\u003c\/b\u003e\u003c\/p\u003e","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":47883131355287,"sku":"9798259339866","price":4227.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798259339866.webp?v=1781099680","url":"https:\/\/atlanticbooks.com\/products\/autonomous-cyber-defense-building-the-ai-driven-soc-volume-i-why-human-led-security-fails-and-how-intelligent-systems-take-over-9798259339866","provider":"Atlantic Books","version":"1.0","type":"link"}