Prompt Pattern ও Template Library

লেসন ১০ / ৪৬

🎭 Prompt Pattern কেন?

কিছু prompt structure বারবার কাজ করে। এগুলো pattern — একবার শিখে বারবার use করুন।

১. Persona Pattern

"Act as a [role] with [years] years of experience.
Your specialty is [area]. Speak in [tone].
Apply [framework] to all answers."

২. Recipe Pattern

"I want to achieve X. I have ingredients/tools A, B, C.
Provide step-by-step recipe with:
- Each step numbered
- Time estimate per step
- Common mistakes to avoid
- Validation check"

৩. Template Pattern

"Fill out this template:
TITLE: [generated]
SUMMARY: [3 sentences]
DETAILS:
  - Point 1: ...
  - Point 2: ...
ACTION ITEMS:
  1. ...
  2. ..."

৪. Reflection Pattern ⭐

"After your answer, reflect:
- What assumptions did you make?
- What might be wrong?
- What would change with more info?
- Confidence: [Low/Med/High] and why"

৫. Critique Pattern

"Provide your initial answer.
Then act as a harsh critic and find 3 weaknesses.
Then provide improved answer addressing critique."

৬. Flipped Interaction Pattern ⭐

"Help me plan a vacation.
Don't answer until you ask me 5 clarifying questions.
Ask one at a time. Wait for my answer before next."

৭. Cognitive Verifier

"When I ask a question, generate 3 sub-questions
that would help answer it more accurately.
Combine sub-answers into final response."

৮. Output Automator

"After your answer, generate a script that performs
the recommended actions automatically."

৯. Audience Pattern

"Explain X for:
1. A 5-year-old
2. A high school student
3. A college expert
4. An industry professional"

১০. Alternative Approaches

"Solve this problem. Then show 2 alternative approaches
with trade-offs in a comparison table."

১১. Visualization Generator

"For my topic, generate a Mermaid diagram code
that visualizes the relationships."

১২. Format Pattern

"Henceforth, format ALL responses as:
- Headline (1 line)
- TL;DR (3 bullets)
- Detailed answer
- Sources/references"

১৩. Game Pattern

"Let's play a guessing game. You think of a country.
I ask yes/no questions. After 20 questions or my guess,
reveal answer. Track question count."

১৪. Few-shot in-context

"Examples of great responses:
[example 1]
[example 2]
Now answer in same style:"

১৫. Meta-prompt

"You are a prompt engineering expert.
Improve this prompt for clarity, specificity, and
to reduce hallucination:
[my prompt]
Return: refined prompt + 3 explanation bullets."

📚 নিজের Library তৈরি ⭐

  1. Notion/Obsidian-এ "Prompt Library" page
  2. Category অনুযায়ী organize (writing, coding, analysis)
  3. Variable use: {topic}, {audience}, {tone}
  4. Success rate track
  5. Team-এর সাথে share

🛠️ Ready-made Source

  • PromptHub, PromptBase (marketplace)
  • FlowGPT (community)
  • Awesome ChatGPT Prompts (GitHub)
  • Anthropic Prompt Library
  • OpenAI Cookbook

⚡ Snippet Tool

TextExpander, Raycast, Alfred snippet দিয়ে দ্রুত access:

;;codereview → full code review prompt
;;blog       → blog writing prompt
;;debug      → debugging assistant prompt
;;translate  → Bengali translator prompt

🔄 Pattern Combination

একাধিক pattern একসাথে use করতে পারেন:

Persona + Flipped Interaction + Reflection:

"You are a senior architect (Persona).
Before recommending, ask 3 clarifying questions (Flipped).
After recommendation, reflect on assumptions (Reflection)."

💡 Power Tips

  • Pattern name use করে ChatGPT চিনে — "Use the flipped interaction pattern"
  • Custom GPT-তে pattern embed করুন
  • Team template বানান company-specific pattern-এর
  • A/B test — কোন pattern আপনার case-এ best