diff --git a/ai_research/prompt_engineering/README.md b/ai_research/prompt_engineering/README.md
index 919808d..4c65332 100644
--- a/ai_research/prompt_engineering/README.md
+++ b/ai_research/prompt_engineering/README.md
@@ -6,7 +6,7 @@ This is a great resource for prompting LLMs:
 
 ## Tools and Sample Prompt Repositories
 
-|      Resource                | Description  | Link |
+|  Resource| Description  | Link |
 | :-------------------- | :----------: | :----------: |
 | **LlamaIndex** | LlamaIndex is a project consisting of a set of data structures designed to make it easier to use large external knowledge bases with LLMs. | [[Github]](https://github.com/jerryjliu/gpt_index) |
 | **Promptify** | Solve NLP Problems with LLM's & Easily generate different NLP Task prompts for popular generative models like GPT, PaLM, and more with Promptify | [[Github]](https://github.com/promptslab/Promptify) |
@@ -34,38 +34,38 @@ This is a great resource for prompting LLMs:
 
 ### Introduction to Prompt Engineering
 
-    - [Prompt Engineering 101 - Introduction and resources](https://www.linkedin.com/pulse/prompt-engineering-101-introduction-resources-amatriain)
-    - [Prompt Engineering 101](https://humanloop.com/blog/prompt-engineering-101)
-    - [Prompt Engineering Guide by SudalaiRajkumar](https://github.com/SudalaiRajkumar/Talks_Webinars/blob/master/Slides/PromptEngineering_20230208.pdf)
+- [Prompt Engineering 101 - Introduction and resources](https://www.linkedin.com/pulse/prompt-engineering-101-introduction-resources-amatriain)
+- [Prompt Engineering 101](https://humanloop.com/blog/prompt-engineering-101)
+- [Prompt Engineering Guide by SudalaiRajkumar](https://github.com/SudalaiRajkumar/Talks_Webinars/blob/master/Slides/PromptEngineering_20230208.pdf)
 
 ### Beginner's Guide to Generative Language Models
 
-    - [A beginner-friendly guide to generative language models - LaMBDA guide](https://aitestkitchen.withgoogle.com/how-lamda-works)
-    - [Generative AI with Cohere: Part 1 - Model Prompting](https://txt.cohere.ai/generative-ai-part-1)
+- [A beginner-friendly guide to generative language models - LaMBDA guide](https://aitestkitchen.withgoogle.com/how-lamda-works)
+- [Generative AI with Cohere: Part 1 - Model Prompting](https://txt.cohere.ai/generative-ai-part-1)
 
 ### Best Practices for Prompt Engineering
 
-    - [Best practices for prompt engineering with OpenAI API](https://help.openai.com/en/articles/6654000-best-practices-for-prompt-engineering-with-openai-api)
-    - [How to write good prompts](https://andymatuschak.org/prompts)
+- [Best practices for prompt engineering with OpenAI API](https://help.openai.com/en/articles/6654000-best-practices-for-prompt-engineering-with-openai-api)
+- [How to write good prompts](https://andymatuschak.org/prompts)
 
 ### Complete Guide to Prompt Engineering
 
-    - [A Complete Introduction to Prompt Engineering for Large Language Models](https://www.mihaileric.com/posts/a-complete-introduction-to-prompt-engineering)
-    - [Prompt Engineering Guide: How to Engineer the Perfect Prompts](https://richardbatt.co.uk/prompt-engineering-guide-how-to-engineer-the-perfect-prompts)
+- [A Complete Introduction to Prompt Engineering for Large Language Models](https://www.mihaileric.com/posts/a-complete-introduction-to-prompt-engineering)
+- [Prompt Engineering Guide: How to Engineer the Perfect Prompts](https://richardbatt.co.uk/prompt-engineering-guide-how-to-engineer-the-perfect-prompts)
 
 ### Technical Aspects of Prompt Engineering
 
-    - [3 Principles for prompt engineering with GPT-3](https://www.linkedin.com/pulse/3-principles-prompt-engineering-gpt-3-ben-whately)
-    - [A Generic Framework for ChatGPT Prompt Engineering](https://medium.com/@thorbjoern.heise/a-generic-framework-for-chatgpt-prompt-engineering-7097f6513a0b)
-    - [Methods of prompt programming](https://generative.ink/posts/methods-of-prompt-programming)
+- [3 Principles for prompt engineering with GPT-3](https://www.linkedin.com/pulse/3-principles-prompt-engineering-gpt-3-ben-whately)
+- [A Generic Framework for ChatGPT Prompt Engineering](https://medium.com/@thorbjoern.heise/a-generic-framework-for-chatgpt-prompt-engineering-7097f6513a0b)
+- [Methods of prompt programming](https://generative.ink/posts/methods-of-prompt-programming)
 
 ### Resources for Prompt Engineering
 
-    - [Awesome ChatGPT Prompts](https://github.com/f/awesome-chatgpt-prompts)
-    - [Best 100+ Stable Diffusion Prompts](https://mpost.io/best-100-stable-diffusion-prompts-the-most-beautiful-ai-text-to-image-prompts)
-    - [DALLE Prompt Book](https://dallery.gallery/the-dalle-2-prompt-book)
-    - [OpenAI Cookbook](https://github.com/openai/openai-cookbook)
-    - [Prompt Engineering by Microsoft](https://microsoft.github.io/prompt-engineering)
+- [Awesome ChatGPT Prompts](https://github.com/f/awesome-chatgpt-prompts)
+- [Best 100+ Stable Diffusion Prompts](https://mpost.io/best-100-stable-diffusion-prompts-the-most-beautiful-ai-text-to-image-prompts)
+- [DALLE Prompt Book](https://dallery.gallery/the-dalle-2-prompt-book)
+- [OpenAI Cookbook](https://github.com/openai/openai-cookbook)
+- [Prompt Engineering by Microsoft](https://microsoft.github.io/prompt-engineering)
 
 ## YouTube Videos
 
@@ -76,4 +76,3 @@ This is a great resource for prompting LLMs:
 - [ChatGPT Guide: 10x Your Results with Better Prompts](https://www.youtube.com/watch?v=os-JX1ZQwIA)
 - [Language Models and Prompt Engineering: Systematic Survey of Prompting Methods in NLP](https://youtube.com/watch?v=OsbUfL8w-mo&feature=shares)
 - [Prompt Engineering 101: Autocomplete, Zero-shot, One-shot, and Few-shot prompting](https://youtube.com/watch?v=v2gD8BHOaX4&feature=shares)
-