The Art of Prompting
Prompt Structure
A well-structured prompt produces a more useful response.
A prompt is more than an instruction. It is a structured conversation that helps AI understand your goal, context, task, expected output and the need for human review.
Lesson Overview
Why Prompt Structure Matters
Dua orang boleh bertanya kepada AI tentang perkara yang sama, tetapi menerima jawapan yang sangat berbeza. Bezanya bukan semata-mata pada AI. Bezanya sering terletak pada cara soalan itu distrukturkan.
Prompt yang tidak jelas akan menghasilkan jawapan yang umum. Prompt yang tersusun membantu AI memahami tujuan, konteks, tugasan, bentuk output dan perkara yang perlu disemak oleh manusia sebelum digunakan.
Key Idea
A Prompt Is a Thinking Structure
Prompt bukan hanya ayat. Prompt ialah struktur pemikiran yang menterjemahkan niat manusia kepada arahan yang boleh difahami oleh AI. Apabila struktur prompt jelas, AI lebih mudah menghasilkan respons yang relevan, tersusun dan berguna.
Prompt Academy Prompt Structure
PAPS Framework
The Prompt Academy Prompt Structure helps users move from vague requests to clear, purposeful and reviewable AI interactions.
STEP 1
Purpose
Why are you asking?
STEP 2
Context
What should AI know?
STEP 3
Task
What should AI do?
STEP 4
Expectation
How should it look?
STEP 5
Human Review
Can it be used safely?
The Five Essential Parts
A Prompt Has Five Essential Parts
1. Purpose
Purpose menjawab soalan: mengapa anda bertanya? Tanpa tujuan yang jelas, AI akan memberi jawapan yang terlalu umum dan sukar digunakan.
2. Context
Context memberi latar belakang kepada AI. Ini termasuk siapa audiens, situasi, tahap pengetahuan, bidang dan maklumat penting yang perlu diketahui.
3. Task
Task menerangkan apa yang anda mahu AI lakukan, seperti explain, summarise, compare, rewrite, analyse, generate atau organise.
4. Expectation
Expectation menetapkan bentuk output yang diingini, seperti jadual, esei, bullet points, timeline, slide outline, report atau infographic.
5. Human Review
Human Review memastikan output AI disemak dari segi ketepatan, kesesuaian, etika, gaya dan kegunaan sebelum diterima atau digunakan.
The Structure Flow
From Purpose to Human Review
Purpose
Context
Task
Expectation
AI Response
Human Review
The goal is not to write longer prompts. The goal is to guide AI with enough clarity so that the response becomes useful, relevant and ready for human evaluation.
Real Example
Same AI. Different Prompt.
Weak Prompt
Explain climate change.
Prompt ini terlalu umum. AI mungkin memberi jawapan yang betul, tetapi jawapan itu belum tentu sesuai untuk audiens, konteks atau tujuan tertentu.
Better Prompt
Explain climate change to Form 4 Malaysian students using simple English. Limit to 300 words and use bullet points.
Prompt ini lebih baik kerana ia menyatakan audiens, bahasa, panjang respons dan format output yang diingini.
Excellent Prompt
You are an environmental science teacher. Explain climate change to Form 4 Malaysian students using simple English. Use bullet points. Maximum 300 words. Include one Malaysian example. End with two discussion questions.
Prompt ini paling jelas kerana ia memberi role, audiens, konteks, format, had panjang, contoh tempatan dan output tambahan.
Common Mistakes
What Makes a Prompt Weak?
No Purpose
Tidak jelas mengapa prompt itu ditulis.
No Context
AI tidak diberi latar belakang yang mencukupi.
Too Vague
Arahan terlalu umum sehingga AI perlu meneka.
Too Many Requests
Terlalu banyak tugasan yang tidak berkaitan dalam satu prompt.
No Human Review
Jawapan AI diterima terus tanpa semakan manusia.
Prompt Academy Insight
Most People Think AI Becomes Smarter When Prompts Become Longer.
In reality, AI becomes more useful when prompts become clearer.
Dr Sue’s Perspective
A Better Prompt Is Rarely a Longer Prompt
A better prompt is rarely a longer prompt.
A better prompt is a clearer prompt.
Key Takeaways
What You Should Remember
Good prompts start with purpose.
Purpose helps AI understand why the task matters.
Context improves relevance.
The more relevant context AI receives, the more useful the output becomes.
Clear tasks reduce ambiguity.
AI performs better when the task is specific and focused.
Humans always review AI responses.
AI can assist, but humans remain responsible for the final decision.
Continue Your Journey
Next Lesson: Prompt Strategies
After learning how to structure prompts, the next step is understanding which prompting strategy to use for different tasks and situations.
Continue to Prompt Strategies →