Step

Advanced Session Follow-up

Reuse the method. Keep the thinking fresh. Use the notebook, agent or connected pattern on a new case. Ask what changed, what contradicts the familiar explanation and which judgement still belongs to you. Build repeatability without freezing yesterday’s assumptions.

Consolidate the Learning

Reuse your session pattern on the next case and ask it to challenge the previous interpretation using the named sources.

Method

Step	What to do
Frame one job	Use POC. Name the recipient, useful outcome and source of truth.
Separate exact work and judgement	Keep calculations and requirements checkable. Use AI to explore, draft and challenge where appropriate.
Improve the recipe	Use IMP to make the instructions, source context and expected result clear enough for a colleague.
Test and verify	Try another appropriate case, including an awkward one. Open citations and check the facts, figures and omissions.
Let someone else try	Ask a colleague to use it. Record corrections, known limits and when the sources need refreshing.

Prompt to Try

Review this reusable pattern and observed example: [record]. What context does it rely on? What could fail on another case? Identify the checks and human judgements needed before reuse.

Review

After a week, what became easier and what checking work appeared? Did the pattern help a second user?

Carry Forward

Keep the instructions, checked example, sources and known limits together. Improve them as you learn.