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Prompting Optimization
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Prompting Optimization

Creator
Creator
Seonglae Cho
Created
Created
2023 Sep 10 8:56
Editor
Editor
Seonglae Cho
Edited
Edited
2025 Jan 16 22:19
Refs
Refs
System 2 Thinking
Reasoning Model

Workflow Orchestration

AI only think when It is executed

That is why think step by step or take deep breath is working (It really is doing when he read it). If not, there is no way to do it.
Prompt Optimization Technique
APE
OPRO
DSPy
Meta Prompt
 
 
Prompting Techniques
CoT
PoT
CoC
Self-Ask Prompting
PromptBreeding
ReAct Prompting
Self Discovery
LoT
 
 

Prompt Tuner (anthropic also provides prompt improver with feedback)

Introducing Cohere Prompt Tuner: Prompt Optimization at Your Fingertips
Automatically improve your prompts with Cohere’s new Prompt Tuner, available in beta today.
Introducing Cohere Prompt Tuner: Prompt Optimization at Your Fingertips
https://cohere.com/blog/intro-prompt-tuner
Prompting Techniques – Nextra
A Comprehensive Overview of Prompt Engineering
Prompting Techniques – Nextra
https://www.promptingguide.ai/techniques
arxiv.org
https://arxiv.org/pdf/2312.16171v1.pdf
Workflow orchestration (
Prompting Optimization
)
Agent Recipes
Explore common agent recipes with ready to copy code to improve your LLM applications.
Agent Recipes
https://www.agentrecipes.com/
Agent Recipes
 
 

Table of Contents
Workflow OrchestrationAI only think when It is executedPrompt Tuner (anthropic also provides prompt improver with feedback)

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Prompting Optimization
Copyright Seonglae Cho