Prompting Techniques

Master advanced prompting methods for better AI responses

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Zero-Shot Prompting
No examples needed

Ask the model directly without providing examples — the simplest prompting technique

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Chain of Thought
Think step by step

Learn how step-by-step reasoning improves AI accuracy on complex problems

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Few-Shot Learning
Learning from examples

Show the AI exactly what you want with well-crafted examples

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Self-Consistency
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Vote for the best answer

Generate multiple responses and pick the most reliable one

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Tree of Thoughts
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Branching reasoning

Explore different solution paths like a tree of possibilities

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Meta-Prompting
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Prompts that improve prompts

Learn how to make LLM generate and optimize its own prompts

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Reflexion
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Self-correction through reflection

Learn how models can check their own answers and fix errors

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Least-to-Most
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From simple to complex

Break down complex problems into simpler subproblems and solve bottom-up

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Program of Thought
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Code instead of text

Use code generation for precise calculations instead of text reasoning

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Chain of Verification
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Fact-checking each claim

Verify factual claims one by one to reduce hallucinations

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RAG
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Retrieval Augmented Generation

Enhance LLM responses with external knowledge from documents and databases

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Prompt Chaining
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Sequential task decomposition

Break complex tasks into a sequence of simpler prompts for better results

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Generate Knowledge
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Think before answering

Generate relevant facts first, then use them to provide more accurate answers

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Structured Output
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JSON, XML, YAML

Get LLM responses in predictable, machine-readable formats for programmatic processing

15
APE
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Automatic Prompt Engineer

Let LLM automatically generate and optimize prompts for your tasks

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ART
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Auto Reasoning & Tool-use

Automatic selection and use of tools based on task requirements

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Multimodal CoT
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Vision + Reasoning

Chain of thought reasoning for tasks involving images and text

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Prompt Frameworks
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CRISPE, RTF, CRAFT

Structure your prompts using proven frameworks

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Advanced Techniques
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Role-play, Constraints & more

Explore cutting-edge prompting methods for complex tasks