diff --git a/README.md b/README.md
index 86d781d1..0c57e191 100644
--- a/README.md
+++ b/README.md
@@ -8,22 +8,27 @@
 [![All Contributors](https://img.shields.io/badge/all_contributors-17-orange.svg?style=flat-square)](#contributors-)
 <!-- ALL-CONTRIBUTORS-BADGE:END -->
 
-⚡ Building applications with LLMs through composability ⚡  
+⚡ Building applications with LLMs through composability ⚡
+
 C# implementation of LangChain. We try to be as close to the original as possible in terms of abstractions, but are open to new entities.
 
-While the [SemanticKernel](https://github.com/microsoft/semantic-kernel/) is good and we will use it wherever possible, we believe that it has many limitations and based on Microsoft technologies.
-We proceed from the position of the maximum choice of available options and are open to using third-party libraries within individual implementations.  
+While [Semantic Kernel](https://github.com/microsoft/semantic-kernel/) is useful and we use it wherever possible, it does not cover every scenario and is closely tied to the Microsoft ecosystem.
+We aim to offer the broadest practical choice of implementations and are open to using third-party libraries where appropriate.
 
-I want to note:
+Maintainer notes:
 - I’m unlikely to be able to make serious progress alone, so my goal is to unite the efforts of C# developers to create a C# version of LangChain and control the quality of the final project
 - I try to accept any Pull Request within 24 hours (of course, it depends, but I will try)
 - I'm also looking for developers to join the core team. I will sponsor them whenever possible and also share any money received.
 - I also respond quite quickly on Discord for any questions related to the project
 
 ## Usage
-You can use our wiki to get started: https://tryagi.github.io/LangChain/  
-If the wiki contains unupdated code, you can always take a look at [the tests for this](src/Meta/test/WikiTests.cs)  
+
+You can use our wiki to get started: <https://tryagi.github.io/LangChain/>
+
+If the wiki contains outdated code, you can always take a look at [the tests for this](src/Meta/test/WikiTests.cs)
+
 Also see [examples](./examples) for example usage or [tests](./src/tests/LangChain.IntegrationTests/ReadmeTests.cs).
+
 ```csharp
 // Price to run from zero(create embeddings and request to LLM): 0,015$
 // Price to re-run if database is exists: 0,0004$
@@ -36,7 +41,7 @@ var provider = new OpenAiProvider(
 var llm = new OpenAiLatestFastChatModel(provider);
 var embeddingModel = new TextEmbeddingV3SmallModel(provider);
 
-// Create vector database from Harry Potter book pdf
+// Create vector database from Harry Potter book PDF
 using var vectorDatabase = new SqLiteVectorDatabase(dataSource: "vectors.db");
 var vectorCollection = await vectorDatabase.AddDocumentsFromAsync<PdfPigPdfLoader>(
     embeddingModel, // Used to convert text to embeddings
@@ -83,7 +88,7 @@ var chain =
 var chainAnswer = await chain.RunAsync("text");  // get chain result
 
 Console.WriteLine("Chain Answer:"+ chainAnswer);       // print the result
-        
+
 Console.WriteLine($"LLM usage: {llm.Usage}");    // Print usage and price
 Console.WriteLine($"Embedding model usage: {embeddingModel.Usage}");   // Print usage and price
 ```
@@ -97,16 +102,18 @@ Console.WriteLine($"Embedding model usage: {embeddingModel.Usage}");   // Print
 
 ## Support
 
-Priority place for bugs: https://github.com/tryAGI/LangChain/issues  
-Priority place for ideas and general questions: https://github.com/tryAGI/LangChain/discussions  
-Discord: https://discord.gg/Ca2xhfBf3v  
+- Bugs: <https://github.com/tryAGI/LangChain/issues>
+- Ideas and general questions: <https://github.com/tryAGI/LangChain/discussions>
+- Discord: <https://discord.gg/Ca2xhfBf3v>
 
 ## Legal information and credits
-It's licensed under [the MIT license](LICENSE). We do not plan to change the license in any foreseeable future for this project, 
-but projects based on this within the organization may have different licenses.  
-Some documentation is based on documentation from [dotnet/docs](https://github.com/dotnet/docs/) repository 
-under [CC BY 4.0 license](https://github.com/dotnet/docs/blob/main/LICENSE), 
-where code examples are changed to code examples for using this project.  
+
+It's licensed under [the MIT license](LICENSE). We do not plan to change the license in any foreseeable future for this project,
+but projects based on this within the organization may have different licenses.
+
+Some documentation is based on documentation from [dotnet/docs](https://github.com/dotnet/docs/) repository
+under [CC BY 4.0 license](https://github.com/dotnet/docs/blob/main/LICENSE),
+where code examples are changed to code examples for using this project.
 
 ## Acknowledgments