8 lessons · 3 phases · English & BM

One framework, one step at a time.

Follow the path from start to finish, or jump straight to what you need. Every lesson uses KPN work examples and takes under 15 minutes.

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About 50 minutes in total

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Lessons

Three phases, eight lessons

Best taken in order. Each one opens with a picture summary and ends with a quick quiz.

1Phase 1Define & understand

Lesson 01DoneIn progress

The AIM method: Actor, Input, Mission

Start here. Three simple parts turn a vague request into a useful answer: who should answer, what it needs to know, and exactly what you want back. No technical background needed.

Mohd Fikri6 min read
Lesson 02DoneIn progress

Domain research: Act, Input, Mission

AIM applied to research. Start from the law or mandate, collect four kinds of source, and say exactly what the research must deliver. AI helps you summarise and prepare, but only from sources you give it.

Mohd Fikri6 min read
Lesson 03DoneIn progress

Verb, Object, Classifier: write findings anyone can trace

Turn messy interview notes into short, labelled one-line findings: an action verb, the thing acted on, and tags that say which unit, how often, how risky and where it came from. Then get AI to do the sorting while you check every row.

Mohd Fikri6 min read

2Phase 2Research & requirements

3Phase 3Analyse & design

Lesson 06DoneIn progress

OODA: Observe, Orient, Decide, Act

Turn a pile of reports into a quick, repeatable decision loop. Let AI sort and summarise what comes in, then make the call yourself and act. The example: early warning of community tension in a fictional district.

Mohd Fikri6 min read
Lesson 07DoneIn progress

OSEMN: Obtain, Scrub, Explore, Model, iNterpret

A five-step path from messy records to information you can trust. Collect with permission, clean out personal data and errors, let AI suggest questions, find a simple pattern, then say what it means yourself.

Mohd Fikri5 min read
Lesson 08DoneIn progress

DRAG: Drafting, Research, Analysis, Grunt work

The last step of the path. Four kinds of work you can hand to AI, the work that always stays with you, and how every method in this path fits together.

Mohd Fikri6 min read