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Part I: The Operations in Question

The earlier volumes of the series treated operations from the outside: the platform that runs AI, recovery as a Function of the Cybersecurity Framework, the team that defends and the loop that verifies the defence. None took as its subject the function that keeps services running every day. That function is where AI is arriving fastest and with the least ceremony, and where the most powerful credentials in the estate are held.

Part I sets the question and the frame. It describes how operations organised itself before AI, explains why that shape is under pressure, and defines the five functions, the autonomy budget and the observer principle on which the rest of the book relies.

Chapters in this part:

  • Chapter 1, Introduction, states the question, the five-part thesis and what would refute it, and gives reading paths.
  • Chapter 2, What Operations Did Before, traces sysadmin practice, service management, DevOps, site reliability engineering and first-generation AIOps, and the scarcity each answered.
  • Chapter 3, The Pressure on Operations, explains why complexity, dependency, change volume, telemetry cost, scarce skills and machine-speed adversaries strain the old shape.
  • Chapter 4, The Operations Loop Defined, defines O1 Observe, O2 Diagnose, O3 Change, O4 Restore and O5 Sustain, the autonomy budget, the observer principle and resilience as a claim.

Functions in this part. Part I frames all five functions. From Part II on, every chapter names, in its opening and its Summary, which functions it concerns, by their exact names.

The thread from the series. The autonomy levels are those of AI Red Team, Chapter 6; security engineering for AI platforms is that of AI Platform and Security, Chapter 17; recovery with AI is treated in AI Red Team, Chapters 22 to 24; independence of verification is the subject of AI Purple, Chapter 15, which this book applies to operations.

What you will learn in this part:

  • What operations did before AI and why it took that shape
  • What strains it now
  • What the five functions are
  • How autonomy is budgeted and what is never delegated
  • What the observer principle requires

Part II turns to the craft, function by function.