All courses / AI Purple / Module 6 / Chapter 25
Learning objectives
After the lesson the participant can:
- Classify statements about the future of the loop as observable, expected or speculation, with the posture each justifies.
- Compare the three futures for 2036 by who authors scenarios, where independence lives and the main risk.
- Explain the verdict's separation of whether independence is needed from how it is provided.
- Draft a horizon register with labelled trends, triggers, postures and a review date.
Key concepts
- Horizon register
- A record of the organisation's view of the future of its loop in which every trend has a label, a stage, evidence, a trigger, a posture and an owner. Its triggers can be computed from the loop's own records.
- Commit, prepare, keep reversible
- The posture by label: observable trends justify commitment, expected trends justify preparation at low cost, and speculation justifies keeping a decision reversible, especially where it would remove a safeguard.
- Three futures for 2036
- Future A, two teams and one loop; Future B, one engineering practice; Future C, a pipeline with a human verifier. They are devices for thinking, carry no probability, and differ on where independence lives.
- Author's projection
- A section labelled as the author's judgement beyond the evidence: the red team survives as a name and role with changed content. It comes with five thresholds, each a trigger that would change the view.
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
Observable, expected or speculation
Sort each statement about the loop by the label the chapter gives it.
Interactive exercise 2 · Match
Three futures for 2036
Match each future, and the aspect named, with the entry in the chapter's comparison table.
Teaching plan
| 15 min | Card sort: participants place twelve statements from the chapter under observable, expected or speculation and name the posture for each. |
| 15 min | The teacher presents the three futures with the comparison table and asks each group where independence would live in its own organisation. |
| 10 min | Short debate in four steps on whether red and blue will be separate teams in 2036, ending with the verdict's three separated questions. |
| 25 min | Exercise: write a horizon register for the participant's own loop, with triggers drawn from its records. |
| 10 min | Plenary: groups name the trend they included that would be bad news for their present plan, and the date of the first review. |
Discussion
- The case for calm says the separation of red and blue was an accident of scarcity. What would have to be shown before you accepted a converged practice as verified?
- A loop that closes findings without a person at any step is labelled speculation and advised against. What would the first warning signs of drifting towards it look like in your own records?
- Nordvik Region accepts convergence inside the Region and keeps independence in the contract. What makes that defensible for a team of six?
Written exercise
Exercise · 25 minutes
A horizon register for the loop
Following the practical guide, write a horizon register for your own organisation's loop. List at most eight trends that bear on it, including at least one that would be bad news for your present plan. Label each observable, expected or speculation and write evidence a reader can look up; a trend without evidence is speculation. Name the stages each concerns by their exact names. Write a trigger for each trend with a threshold and a direction, drawn from the loop's own records where possible, such as the age of evidence for priority techniques, the held-out catch rate or the seeded-gap catch rate. Set the posture by label and say what keeping reversible means. Name the owner, the approver and the first review date.
Deliverable: A horizon register of up to eight trends, each with label, stages, evidence, trigger, posture and owner, and a review date.
Self-test
Choose an answer to see whether it is right, or open the answer below each question.
On what do the three futures for 2036 differ, according to the chapter?
Show the answer
D. On where independence lives: between teams, inside one practice, or with a human verifier.
The chapter states that the futures do not differ on whether independence is needed; they differ on where it lives. In Future A it lives between teams, in Future B between people and model families with an outside tester, in Future C with a human verifier.Which posture does a trend labelled speculation justify?
Show the answer
B. Keeping a decision reversible, especially where it would remove a safeguard.
Observable trends justify commitment and expected trends preparation. Speculation is plausible but unsupported, so it justifies keeping a decision reversible; the most consequential speculations are those that would remove a safeguard.How does the verdict label the two questions it separates about independence in 2036?
Show the answer
C. That it is needed is expected; how it is provided is speculation.
The verdict separates the title's questions: whether independence between the side that tests and the side that is tested is needed in 2036 is expected, while the organisational form that provides it is speculation.