教程中心

Prompt engineering is more than adding "think step by step." This comprehensive guide covers advanced techniques: chain-of-thought and tree-of-thought prompting, few-shot examples with optimal selection strategies, prompt chaining for complex tasks, self-consistency and majority voting, constitutional AI prompting, prompt compression for cost optimization, and systematic prompt evaluation frameworks. Includes real benchmarks comparing techniques.

Zero-Shot Prompting: Complete Guide 2026 What is Zero-Shot Prompting? Zero-Shot Prompting is a prompt engineering technique where you ask the AI to perform a task without any examples. It's one of the most effective methods for improving AI respons

Meta-Prompting: Complete Guide What is Meta-Prompting? Meta-Prompting is a prompting technique that involves using LLM to generate better prompts. It is particularly effective for prompt optimization. When to Use Meta-Prompting Use this technique

Self-Consistency Sampling: Complete Guide What is Self-Consistency Sampling? Self-Consistency Sampling is a prompting technique that involves multiple solutions voted by majority. It is particularly effective for reliable reasoning. When to Use Se

Chain-of-Thought Prompting: Complete Guide 2026 What is Chain-of-Thought Prompting? Chain-of-Thought Prompting is a prompt engineering technique where you ask the model to show its reasoning step by step. It's one of the most effective methods for

Constrained Generation: Complete Guide What is Constrained Generation? Constrained Generation is a prompting technique that involves controlling output format via prompts. It is particularly effective for structured data. When to Use Constrained G

Zero-Shot Prompting: Complete Guide What is Zero-Shot Prompting? Zero-Shot Prompting is a prompting technique that involves direct task specification without examples. It is particularly effective for classification and generation. When to Use Zer

Few-Shot Learning Prompts: Complete Guide 2026 What is Few-Shot Learning Prompts? Few-Shot Learning Prompts is a prompt engineering technique where you provide 2-5 examples to teach the model the pattern. It's one of the most effective methods for

Role Prompting: Complete Guide What is Role Prompting? Role Prompting is a prompting technique that involves assigning expert persona for better answers. It is particularly effective for domain expertise. When to Use Role Prompting Use this techn

Few-Shot Prompting: Complete Guide What is Few-Shot Prompting? Few-Shot Prompting is a prompting technique that involves providing examples to guide LLM behavior. It is particularly effective for consistent formatting. When to Use Few-Shot Prompti

Constrained Generation: Complete Guide 2026 What is Constrained Generation? Constrained Generation is a prompt engineering technique where you specify precise constraints on length, format, or content. It's one of the most effective methods for imp

Generated Knowledge: Complete Guide What is Generated Knowledge? Generated Knowledge is a prompting technique that involves prompting to generate context before answering. It is particularly effective for factual accuracy. When to Use Generated Kn

Prompt Compression: Complete Guide What is Prompt Compression? Prompt Compression is a prompting technique that involves reducing token count without losing meaning. It is particularly effective for cost optimization. When to Use Prompt Compressio

Chain-of-Thought Prompting: Complete Guide What is Chain-of-Thought Prompting? Chain-of-Thought Prompting is a prompting technique that involves step-by-step reasoning in prompts. It is particularly effective for math and logic tasks. When to Use

Structured Output Prompting: Complete Guide 2026 What is Structured Output Prompting? Structured Output Prompting is a prompt engineering technique where you specify the exact format you want (JSON, markdown, tables). It's one of the most effective

Adversarial Prompting: Complete Guide What is Adversarial Prompting? Adversarial Prompting is a prompting technique that involves testing robustness against manipulation. It is particularly effective for security testing. When to Use Adversarial P

Directional Stimulus: Complete Guide What is Directional Stimulus? Directional Stimulus is a prompting technique that involves guiding LLM with hints and cues. It is particularly effective for targeted outputs. When to Use Directional Stimulus Us

Iterative Refinement Prompting: Complete Guide 2026 What is Iterative Refinement Prompting? Iterative Refinement Prompting is a prompt engineering technique where you ask the AI to critique and improve its own output. It's one of the most effective

Contextual Grounding: Complete Guide 2026 What is Contextual Grounding? Contextual Grounding is a prompt engineering technique where you provide rich background context before the actual question. It's one of the most effective methods for improvin

Prompt Chaining: Complete Guide What is Prompt Chaining? Prompt Chaining is a prompting technique that involves multi-stage prompts for complex workflows. It is particularly effective for pipeline processing. When to Use Prompt Chaining Use this

Retrieval-Augmented Prompting: Complete Guide What is Retrieval-Augmented Prompting? Retrieval-Augmented Prompting is a prompting technique that involves injecting retrieved context into prompts. It is particularly effective for RAG systems. When

Reflexion Prompting: Complete Guide What is Reflexion Prompting? Reflexion Prompting is a prompting technique that involves self-reflection and iterative improvement. It is particularly effective for agent learning. When to Use Reflexion Prompting

Role-Based Prompting: Complete Guide 2026 What is Role-Based Prompting? Role-Based Prompting is a prompt engineering technique where you assign a specific expert role to the AI model. It's one of the most effective methods for improving AI response

Metacognitive Prompting: Complete Guide 2026 What is Metacognitive Prompting? Metacognitive Prompting is a prompt engineering technique where you ask the model to reflect on its own reasoning process. It's one of the most effective methods for impr

Maieutic Prompting: Complete Guide What is Maieutic Prompting? Maieutic Prompting is a prompting technique that involves Socratic questioning for deeper reasoning. It is particularly effective for complex analysis. When to Use Maieutic Prompting

Analogical Reasoning Prompts: Complete Guide 2026 What is Analogical Reasoning Prompts? Analogical Reasoning Prompts is a prompt engineering technique where you use analogies to help explain complex concepts. It's one of the most effective methods

System Prompt Design: Complete Guide What is System Prompt Design? System Prompt Design is a prompting technique that involves crafting effective system instructions. It is particularly effective for behavior control. When to Use System Prompt Des

Least-to-Most Prompting: Complete Guide What is Least-to-Most Prompting? Least-to-Most Prompting is a prompting technique that involves decomposing complex problems bottom-up. It is particularly effective for multi-step tasks. When to Use Least-to

ReAct Prompting: Complete Guide What is ReAct Prompting? ReAct Prompting is a prompting technique that involves reasoning and acting in iterative loops. It is particularly effective for tool-using agents. When to Use ReAct Prompting Use this tech

Program-of-Thought: Complete Guide What is Program-of-Thought? Program-of-Thought is a prompting technique that involves code execution as reasoning substrate. It is particularly effective for quantitative tasks. When to Use Program-of-Thought Us

Tree of Thoughts: Complete Guide What is Tree of Thoughts? Tree of Thoughts is a prompting technique that involves branching reasoning paths for complex problems. It is particularly effective for multi-step problems. When to Use Tree of Thoughts