Turn Good AI Use Into a Repeatable Work System
I can capture a successful AI method, test it on a new input, improve the reusable method, and leave with a personal playbook I can use again tomorrow.
I can capture a successful AI method, test it on a new input, improve the reusable method, and leave with a personal playbook I can use again tomorrow.
Required: computer or phone with AI/GPT for the live prompting route. Bring your own small work task or use the starter case. Your course playbook should be open for notes.
Follow the session exercise, run only the text explicitly marked as a prompting activity, inspect the result and record evidence in your session card.
A completed session card, a checked result or decision, and an update to your Personal AI Work Playbook.
Explanations and workbook templates are not prompts. Prompting activities are labelled explicitly.
THREE BITES. ONE PRACTICAL MOVE.
What you'll practise
- Capture the method behind a successful result.
- Test the method again on a new input.
- Turn the strongest methods into a personal AI Work Playbook.
A repeatable workflow is more valuable than a lucky prompt.
Try it with the supplied case
Question: Can I use this again without rebuilding the conversation? Input: your accumulated playbook, Q-105 or a new own-work input.
- In 12 minutes reduce the successful method to inputs, steps, checks and human boundary.
- In 12 minutes give it to a partner who follows it without extra explanation. Use Q-105 if they have no input; mark where clarification is needed.
- In 12 minutes revise the method and assemble existing evidence. Do not introduce a new stack of frameworks in the capstone.
- Use the closing 10 minutes to compare baseline/final evidence, save/export and answer the opening question with an unresolved gap and next application.
Keep/check: A partner can identify current source, calculate RM750, preserve unconfirmed pickup and repeat the useful method. Keep output plus evidence, not confidence alone. Optional transfer: try one new input next week.
SESSION 8 PARTICIPANT CARD
Use this as your session notes and evidence. Do not paste the whole card into AI. Only text explicitly labelled Prompting exercise belongs in an AI chat.
AI WORK PATTERN WHEN: ______________________________________________________ INPUT: ______________________________________________________ AI JOB: ______________________________________________________ OUTPUT: ______________________________________________________ CHECK: ______________________________________________________ HUMAN: ______________________________________________________ SECOND-RUN REVISION RECORD What drifted? ______________________________________________________ What failed? ______________________________________________________ What instruction / check was added? ______________________________________________________ What remains human? ______________________________________________________ Playbook section to keep this under: ______________________________________________________ PROOF Could another person repeat the method without reading your chat? YES / NO What would they still need? ______________________________________________________ RETURN TO MY QUESTION Status: answered / demonstrated / needs more evidence / outside this course Evidence or gap: Next application:
Class rhythm
FINAL PROOF RECORD
Use this to show the complete before → after → second run → human boundary journey. Keep the checked output and explain what the second input taught you.
FINAL PROOF RECORD · WORK WITH AI ANCHOR TASK ______________________________________________________ BEFORE Normal method used: ______________________________________________________ Original output weakness: ______________________________________________________ Score: Usefulness ___/5 Ready ___/5 Confidence ___/5 AFTER Improved method used: ______________________________________________________ Evidence of improvement: ______________________________________________________ Score: Usefulness ___/5 Ready ___/5 Confidence ___/5 SECOND RUN New input used: ______________________________________________________ Did the method survive? YES / NO What drifted? ______________________________________________________ What stayed fixed? ______________________________________________________ HUMAN BOUNDARY AI may: ______________________________________________________ Human must: ______________________________________________________ Stop if: ______________________________________________________ NEXT MOVE The next AI capability I want to strengthen is: ______________________________________________________