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MODULE 2 - FUNDAMENTAL TECHNIQUES

🧠 Chain of Thought (CoT)

Ask the model to "think aloud," showing each step of its reasoning. Revolutionary for logic and math.

+40%
Accuracy in Mathematics
2022
Discovered Google
#1
Reasoning Technique
🧠

What Is Chain of Thought?

"Chain of thought" - explicit reasoning

Instead of asking only for the final answer, you ask the model explain your reasoning step by step. This dramatically improves results on problems that require logic.

🔮 The Magic Phrase

"Think step by step before answering."

Add this to the end of any prompt to activate CoT

⚖️

Without CoT vs. With CoT

❌ No CoT

"If João has 3 apples and gets twice that many, then gives half to Maria, how many apples does João have?"

→ The model may get it wrong: "3 apples"

Jumped straight to the answer without calculating

✅ With CoT

"[same question]" Think step by step."

→ "1. João starts with 3 apples"

→ "2. Doubles it: 3 × 2 = 6"

→ "3. Gives half: 6 ÷ 2 = 3"

→ "João has 3 apples"

✅

When to Use CoT

🧮 Math Problems

Calculations, Word Problems, Statistics

🧩 Logic and Puzzles

Deduction, sequences, patterns

⚖️ Complex Decisions

Analysis of pros and cons, comparisons

🔍 Debugging

Find errors in code or logic

⭐

CoT Variations

🔮

Zero-Shot CoT

"Think step by step" - no examples

📚

Few-Shot CoT

Reasoning examples + your question

🌳

Tree of Thought

Explore multiple reasoning paths

🚀 Next: Role Prompting

Learn how to give the model roles to adjust its tone and expertise!

Go to Role Prompting