All courses / AI Operations / Module 6 / Chapter 27
Learning objectives
After the lesson the participant can:
- Classify trends in operations as observable, expected or speculation with the evidence for each
- Compare the three futures for 2036 by who is paged, who verifies and where manual capability lives
- Distinguish the chapter's verdict from the author's labelled projection and name what would change the view
- Draft a horizon register with label, functions, evidence, trigger and owner per trend
Key concepts
- Horizon register
- A file in version control, reviewed on a schedule, in which each trend carries one label, the functions it concerns, a checkable claim, evidence, a trigger that would change the label, and an owner, so that the organisation's view of the future can be wrong and be revised.
- Bottleneck moves to verification
- An expected trend: if agents draft changes, runbooks and timelines, the scarce resource becomes the capacity to verify them, and the binding constraint on operations shifts from authoring to checking.
- Three futures for 2036
- Devices for thinking, not forecasts: Future A, the conductor rota; Future B, the bought loop with a customer-owned verifier; Future C, the unattended estate. They do not differ on whether an independent observer and a stop path are needed.
- Constant in every future
- An independent observer and a drilled stop path outside the platform, and manual recovery practised with the agents off, are the safety net both sides of the debate accept.
- Author's projection
- The author's labelled judgement, beyond the evidence: by 2036 a person will still be on call for the Tier 1 services of large European organisations, with fewer and heavier pages and the constraint moved to verification. Five thresholds would change it.
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
Labels in the horizon register
Sort each trend by the label the chapter gives it.
Interactive exercise 2 · Match
Three futures for 2036
Match each cell of the chapter's table of futures with its content.
Teaching plan
| 15 min | The teacher explains why a ten-year outlook is kept as a register and presents the observable trends with their sources. |
| 15 min | Participants sort a list of the chapter's trends into expected and speculation and justify each placement from the stated basis. |
| 20 min | Debate in four steps on whether anyone will be on call in 2036, using the table of three futures; the teacher closes with the verdict and reads the author's projection as labelled judgement. |
| 30 min | Exercise: participants start a horizon register for their own operations. |
| 10 min | Debrief on the ceiling table for 2030, 2033 and 2036 and the rule that neither organisation moves a class on the calendar alone. |
Discussion
- The case for concern says that gradual and defensible automation removes the person who could take over. Which step in your own roadmap looks defensible alone and contributes to that outcome?
- Neither side of the debate has multi-year outcome evidence. What data would your organisation need to keep from now to have some by 2030?
- The verdict says that whether the organisation can still operate by hand is decided now. What decision on your agenda this year decides it?
Written exercise
Exercise · 30 minutes
A horizon register for operations
List the trends that bear on your operations, at most eight for a small team. For each write a checkable claim, give it exactly one label, observable, expected or speculation, name the operations functions it concerns, cite the evidence you have, and write a trigger: the observation that would make you change the label or a ceiling. Name an owner and a review date. Include at least one trend about a provider's embedded agent and one about your own capacity to operate by hand. Finally, state for one Tier 1 service who is on call in 2030 under your present plans, and what evidence the plan rests on.
Deliverable: A register of five to eight trends with label, functions, evidence, trigger, owner and review date, and a one-paragraph statement of who is on call for one service in 2030.
Self-test
Choose an answer to see whether it is right, or open the answer below each question.
Which of these does the chapter label as speculation?
Show the answer
B. A provider-run loop with no customer-side observer for a critical function
Agent products and rising change volume are observable, and widening of Level 3 on evidence is expected. A provider-run loop with no customer-side observer for a critical function is plausible but unsupported by present evidence.In Future B, the bought loop with a verifier, who verifies a remediation?
Show the answer
A. A customer-owned probe, with the provider's evidence
The table of futures gives Future B a customer-owned probe together with the provider's evidence. Agents of one family verifying each other belongs to Future C, the unattended estate.What does the chapter's verdict say about a named person answering for each Tier 1 service?
Show the answer
C. It is expected, while the form of the role is speculation
The verdict separates the questions: a named person answering for each Tier 1 service is expected, the form the role takes is speculation, and whether the organisation can still operate by hand is decided now.