PRACTICAL AI / REVIEWED 2026-10-23
Understand your audience
Work from real audience evidence rather than a generic persona.
Define the task → Supply context → Try it → Check it → Improve it
Read and practice at your own pace. These activities use prepared examples; no AI service is connected. Completion records reflect your participation, not a professional qualification. This revised edition starts a new progress record.
01Give a useful briefMake the result easy to judge.Open lesson
Start with the task, the relevant material and the result you want. Add constraints that actually matter. An audience, example or tone can help; a long persona and a list of buzzwords are not prerequisites.
Separate instructions from the material being analyzed. Say what to do when information is missing. A short prompt can be excellent if it gives enough direction for that task.
Ask for a useful explanation, assumptions, evidence or a calculation when you need to review them. Reasoning models do not need a universal instruction to reveal every internal thinking step.
Try it
Rewrite “make this better” for one real task. Specify the change you want and how you will recognize a useful result.
02Check the result against evidenceFind errors a fluent answer can hide.Open lesson
Separate claims, calculations and recommendations. Open cited sources and check whether they support the actual claim, including dates, units and scope. A citation can exist and still be irrelevant.
Use representative examples to evaluate quality. Include a missing-information case and an awkward case, not just an easy success. Agreement between two models is not independent proof if both repeat the same error.
Ask the system to flag uncertainty and explain assumptions, then verify the parts that matter. If evidence is unavailable, leave the point unresolved rather than filling the gap with a plausible story.
Try it
Take a short output and mark one fact to verify, one assumption to question and one recommendation requiring judgment.
LEAVE WITH SOMETHING USEFUL
Your brief.
Your review plan.
Choose a starting point or write your own. The builder organizes your inputs; it does not assess your expertise or send information to an AI service.
Your reusable draft
This is a structured draft. Check the inputs and the result in the tool you choose.
Keep your next step.
Download your notes, lesson completion and brief. Review the file before sharing it; it can contain what you typed.