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🧠 Topic 19: Advanced Prompting — ToT, ReAct, Self-Consistency

Course: LLM Engineering — Pair 19/80 Section: 3 — Prompt Engineering Mastery Level: ⭐⭐⭐⭐ Advanced…

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🎯 Is Topic Me Kya Seekhoge?

📚 ` ┌─────────────────────────────────────────────────────────────────┐ │ ✅ Tree of…

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📚 1. Advanced Prompting Ka Landscape

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Basic = Single path reasoning

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Advanced = Multi-path,…

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📚 2. Tree of Thoughts (ToT)

🎯 🌳 Concept ` CoT = Ek line me sochna (linear) ToT = Tree ki tarah socho (explore +…

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📚 3. ReAct — Reasoning + Acting

⭐ 🎯 Concept ` ReAct = Reason + Act Normal LLM: Question → Answer (one step) CoT LLM:…

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📚 4. Reflexion — Self-Correcting LLM

🔑 🎯 Concept ` Reflexion = LLM jo apni galtiyon se seekhta hai Normal flow: Task → Attempt →…

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📚 5. Least-to-Most Prompting

✨ 🎯 Concept ` Problem: Complex question agar directly poocho to LLM confuse hota hai…

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💻 6. Complete Python Implementation

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Tree of Thoughts with BFS/DFS…

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ReAct loop with tool integration

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Self-Consistency with majority…

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Reflexion with trial memory

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📊 7. Techniques Comparison — Master Table

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🧠 8. Quiz Time!

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A) Ek hi reasoning path

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B) Multiple reasoning paths tree…

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C) Random answers

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D) Only correct paths

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🔗 Navigation

💡 ⬅️ Previous: 18-Prompting-Techniques.md ➡️ Next: 20-System-Prompts.md 🧠 Advanced…

Quick Quiz

Quiz — Question 1

🧠 Topic 19: Advanced Prompting — ToT, ReAct, Self-Consistency ka sabse sahi definition kya hai?

Complete! 🎉

🧠 Topic 19: Advanced Prompting — ToT, ReAct, Self-Consistency Complete!

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