🌀 Multistep Prompting & Nested Instructions

इस ब्लॉग में हम Multistep Prompting और Nested Instructions की technique सीखेंगे। इसमें हम AI को step-by-step निर्देश देते हैं और complex tasks को छोटे manageable parts में divide करते हैं। Students को आसान और real-life examples के साथ समझाया गया है।

🌀 Multistep Prompting & Nested Instructions

Multistep Prompting का मतलब है AI को किसी complex problem को हल करने के लिए step-by-step instructions देना। वहीं Nested Instructions का मतलब है एक ही prompt के अंदर sub-tasks include करना ताकि AI layered तरीके से काम करे।

✨ Multistep Prompting क्यों ज़रूरी है?

  • Complex problems को छोटे steps में break करने में मदद करता है।
  • AI का जवाब structured और logical होता है।
  • Students को problem-solving और clear communication सिखाता है।
  • Multi-layer reasoning develop करने में helpful।

🔹 Example 1: Essay Writing (Step-by-step)

Prompt: Write a 3-paragraph essay on Climate Change. Step 1: Define climate change. Step 2: Explain causes. Step 3: Suggest solutions.

✅ Output: 1. Climate change is the long-term alteration of temperature and weather patterns...
2. Causes include greenhouse gases, deforestation...
3. Solutions: renewable energy, afforestation, reducing emissions.

🔹 Example 2: Math Problem

Prompt: Solve step by step: A shopkeeper buys an item at ₹500 and sells at 20% profit. Find selling price.

✅ Output: Step 1: Cost Price = ₹500
Step 2: Profit = 20% of 500 = ₹100
Step 3: Selling Price = 500 + 100 = ₹600

🔹 Example 3: Nested Instruction (Interview Prep)

Prompt: Prepare me for a job interview. Step 1: Ask me 3 questions. Step 2: Suggest improvements in my answers. Step 3: Give final feedback.

✅ Output: - Question 1: Tell me about yourself.
- (Student answers)...
- Feedback: Speak confidently, add achievements.
- Final Tip: Keep answers short & impactful.

🔹 Example 4: Nested Travel Planner

Prompt: Plan a 2-day trip to Jaipur. Step 1: Suggest 3 historical places. Step 2: Suggest food options. Step 3: Suggest shopping spots.

✅ Output: - Historical: Amber Fort, Hawa Mahal, City Palace
- Food: Rajasthani Thali at Chokhi Dhani, Pyaaz Kachori
- Shopping: Johari Bazaar, Bapu Bazaar

🔹 Example 5: Learning Language

Prompt: Teach me 5 French words. Step 1: Give word in French. Step 2: Write English meaning. Step 3: Use it in a sentence.

✅ Output: 1. Bonjour → Hello → "Bonjour, how are you?"
2. Merci → Thank you → "Merci for your help." ...

🔹 Example 6: Coding with Nested Steps

Prompt: Write a Python program. Step 1: Create a list of 5 numbers. Step 2: Write a loop to calculate squares. Step 3: Print results.

✅ Output: numbers = [1,2,3,4,5]
squares = [n**2 for n in numbers]
print(squares)

✨ Students के लिए Benefits

  • Step-by-step thinking improve होती है।
  • Complex tasks को logically approach करना सीखते हैं।
  • Nested instructions से multi-tasking और structured output मिलता है।
  • Real-world problem solving skills develop होती हैं।

📘 Assignment Idea

👉 Students खुद से एक nested instruction बनाएं: "Plan a startup idea. Step 1: Define problem. Step 2: Suggest solution. Step 3: Define target audience. Step 4: Suggest marketing strategy."

💡 Final Thoughts

Multistep और Nested prompting से AI interaction ज्यादा logical और structured बन जाता है। Students को stepwise clarity और practical learning का फायदा मिलता है।