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Autonomous Cyber Defense: Building the AI-Driven SOC (Volume-I): Why Human-Led Security Fails and How Intelligent Systems Take Over

by Sanzaya Patel
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Current price ₹4,227.00
Original price ₹4,805.00
Original price ₹4,805.00
Original price ₹4,805.00
(-12%)
₹4,227.00
Current price ₹4,227.00

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Book cover type: Paperback
  • ISBN13: 9798259339866
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Independently Published
  • Publisher Imprint: Independently Published
  • Publication Date:
  • Pages: 400
  • Original Price: GBP 36.96
  • Language: English
  • Edition: N/A
  • Item Weight: 921 grams
  • BISAC Subject(s): Security / Network Security

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:

  • Graph theory and network topology
  • Reinforcement learning and adaptive policies
  • Information theory and entropy reduction
  • Game-theoretic adversarial dynamics

Through 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 scale
  • How to model cyber operations as Markov Decision Processes
  • The role of reinforcement learning in autonomous response
  • How multi-agent systems redefine defense strategies
  • The foundations of sim-to-real cyber environments

This is not a guide to improving existing systems.

It is a blueprint for replacing them.

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