All courses / AI Operations / Module 1 / Chapter 1
Learning objectives
After the lesson the participant can:
- State the five parts of the book's thesis and what evidence the book says would refute them
- Distinguish a usage mode from a degree of delegation and place an operations tool in both
- Classify statements about AI in operations as observable, expected or speculation, as the chapter does
- Draft an inventory record of where AI already takes part in operating one Tier 1 service
Key concepts
- From the queue to the control loop
- The first part of the thesis: the work moves from handling tickets and alerts to designing, bounding and verifying closed loops, with service level objectives that say what good is, runbooks that are code and mandates that say what an agent may do.
- Usage mode and degree of delegation
- Two vocabularies the book keeps apart. The usage mode, Mode 0 Ambient AI to Mode 5 Autonomous production agents, says how the AI is deployed and whose identity it uses. The degree of delegation, Level 0 Advisory to Level 4 Autonomous, says who decides each action.
- The Mode 0 blind spot of operations
- Ambient AI inside observability, service-management and managed-service tools acts with the provider's identity; the organisation sees the output and often not the rule, so the degree of delegation was not set by the organisation at all.
- Evidence with an age
- A rule of the book: no chapter says that something is recoverable, covered or competent without saying what was tested, when and with what result, and every chapter on O3 Change or O4 Restore says what can be undone and who can stop it.
- Operations mandate summary
- A one-page summary of who and what may act on one service, stating for each agent the function, the action class, the degree of delegation and who can stop it; the chapter's example covers Nordvik Region's citizen e-service portal, SVC-NR-002.
Interactive exercises
Do them here and get feedback at once. Choose a card and then where it belongs, or drag it.
Interactive exercise 1 · Sort
Whose identity acts?
Sort each use of AI in operations by whose identity acts, as the chapter's table of usage modes gives it.
Interactive exercise 2 · Match
What this book takes from the earlier volumes
Match each earlier volume of the series with what this book does with its conclusions, as the chapter's table states.
Teaching plan
| 10 min | The teacher tells the two nights of the same outage and asks participants which night they would rather answer for, and why speed is not the measure. |
| 20 min | Presentation of the five-part thesis, the three reasons operations has a book of its own, and the table of usage modes in operations with whose identity acts in each. |
| 10 min | In pairs, participants sort six statements from the chapter into observable, expected and speculation and compare with the chapter's own labels. |
| 25 min | Exercise: participants draft the AI inventory for one Tier 1 service following the practical guide. |
| 10 min | Debrief on the blanks: which entries read unset or not tested, and what the chapter says about a record with no blanks. |
Discussion
- The chapter says the faster night is not the better one. What exactly was missing on each of the two nights, and which gap is harder to close in your organisation?
- Where in your operating chain does AI already act under a rule that your organisation did not set, and how would you find out what that rule is?
- The book states what would show its thesis wrong. What would you need to measure over several years to test the claim that independent verification and manual exercise are worth their cost?
Written exercise
Exercise · 25 minutes
Inventory of AI in the operating chain of one service
Pick one Tier 1 service of your own organisation, or Nordvik Region's citizen e-service portal SVC-NR-002. List the tools in its operating chain: observability, alert routing, service management, change pipeline, runbook automation, capacity and cost tools, the service desk and any managed provider that watches or acts on it. For each tool, record whether it contains AI, the usage mode, the highest action class it can perform, an owner and how it is stopped. Where you do not know the answer, write unset or not tested, and do not fill the gap from the vendor's description.
Deliverable: A one-page inventory record for one service listing every tool, each AI use with mode and highest action class, an owner and a stop, with explicit entries of unset or not tested.
Self-test
Choose an answer to see whether it is right, or open the answer below each question.
In the chapter's table of usage modes in operations, whose identity acts when a Mode 5 Autonomous production agent remediates a service?
Show the answer
C. The agent's own identity, with permissions of its own
The table gives Mode 5 the agent's own identity with permissions of its own, which is why the chapter calls such an agent a privileged machine insider; Modes 1 to 3 act with a person's identity.How does the chapter label the unattended operation of whole estates, including recovery from novel failure?
Show the answer
A. Speculation, on the evidence of the sources examined
AI in observability and incident assistance is observable, delegation of routine reversible classes is expected, and unattended operation of whole estates is speculation on the evidence of the sources in Chapters 6, 7 and 27.According to the practical guide, what does an inventory record with no blanks most probably indicate?
Show the answer
D. That it was written from the vendor's brochure and not from the estate
The definition of done requires an explicit unset or not tested wherever the answer is missing, and the chapter warns that a record with no blanks has probably been written from the vendor's brochure.