Prompting Optimization

Creator

Creator

Seonglae Cho

Created

Created

2023 Sep 10 8:56

Editor

Editor

Seonglae Cho

Edited

Edited

2026 Jan 1 15:54

Refs

Refs

System 2 Thinking

Reasoning Model

Workflow Orchestration, Prompting Strategy

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

Evolutionary Prompt Optimization

Prompting Techniques

Self-Ask Prompting

ReAct Prompting

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.

https://cohere.com/blog/intro-prompt-tuner

Prompting Techniques – Nextra

A Comprehensive Overview of Prompt Engineering

https://www.promptingguide.ai/techniques

https://arxiv.org/pdf/2312.16171v1.pdf

Workflow orchestration (

Prompting Optimization)

Explore common agent recipes with ready to copy code to improve your LLM applications.

https://www.agentrecipes.com/

Agent Recipes

Prompt Evaluation

https://arxiv.org/pdf/2305.14877

Recommendations

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