Fifty minutes, arranged
Everything in this module assembles into one session structure. Here it is with the clock attached, because a technique without a shape does not get used.
0-5: blank page. Write what you remember about today’s topic. No notes, no window. It will be thin. Keep it: you are going to compare against it at the end.
5-10: mark the gaps. Open your notes or the source. Three colours or three columns: missed entirely, half right, confidently wrong. The third column is the valuable one and goes on your running list.
10-25: work the gaps, hint-laddered. This is where the assistant comes in. Take one gap. Ask for the smallest hint. Work. Escalate only when stuck. If it is a problem type you cannot do at all, ask for one worked example, study it by predicting each step, then a completion problem.
25-30: break. Actually leave the desk. This is not optional filler; consolidation happens in the gaps and the next block is worse without it.
30-45: interleaved retrieval. The quiz prompt, mixing today’s topic with two earlier ones, one question at a time, no topic labels, a third of the questions applied to new cases.
45-50: blank page again, and the log. Rewrite the topic from memory. Compare with your 0-5 version. Then write three lines: what you can now do unaided, what you still cannot, and what you will review in two days.
Why the shape is that shape
Every block is one of the effects from this module. Retrieval before review, generation before instruction, small hints, fading, interleaving, spacing baked into the closing line. There is nothing decorative in it.
The two bookend blank pages are what make the session honest. Without them you finish with a feeling. With them you finish with two documents and a difference between them.
Adapting it
- 25 minutes. Blank page 3, gaps 3, work 12, retrieval 5, close 2. Drop the break.
- Two hours. Run it twice with different topics, not once at double length. Attention does not survive the second half of a long block, and two topics buys you interleaving between them.
- Problem-set evening. Replace the retrieval block with more hint-laddered problems, but keep both blank pages: for problem work, write the method from memory, not the content.
- The night before. Do not do this. Do past papers under time pressure, which is Module 8.
The log is not optional
Three lines at the end of each session, in one file. Date, topic, what you can now do unaided, what you cannot.
It earns its keep four ways. It is your spacing schedule, since what I cannot do is next session’s opening. It is your honest record of progress, which protects against the fluency trap. It is the raw material for revision, because by exam time you have a list of every genuine difficulty you met. And it is a process record, which Module 7 will explain matters more than any argument you can make after an accusation.
A plain text file is enough. 2026-09-08, enzyme kinetics: can derive Michaelis-Menten and read a Lineweaver-Burk plot unaided; still cannot explain why the double-reciprocal plot distorts error; review Wednesday.
The failure mode to watch for
The session collapses in one predictable way: block three expands and eats the rest. Working through gaps with an assistant is engaging, the answers keep coming, and forty minutes disappear. You end with a good understanding of one gap and no retrieval practice at all.
Set a timer for block three specifically. When it goes, stop, even mid-problem: write down where you were and come back next session. An unfinished problem is a better start to the next session than a finished one anyway, because you begin with retrieval already in progress.
What this costs
Nothing. A timer, a notebook or plain file, whatever free tier you have, and fifty minutes. The whole structure works with a local model on an offline laptop, and blocks one, two and five work with no computer at all.
The expensive part is not the tools. It is being willing to spend the first five minutes producing something thin and disappointing, every single time, when a fluent explanation is one keystroke away. That is the whole discipline, and everybody finds it uncomfortable.
Every lesson here is open. Your progress is recorded once you pass the AI at Work exam.
Check your understanding
What do the two blank-page blocks at the start and end of the session provide that the rest of the structure does not?
Pick the one you would defend. Your answer stays private.
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