diff --git a/README.md b/README.md
index 8c0908f5..b056896f 100644
--- a/README.md
+++ b/README.md
@@ -8,21 +8,21 @@
[](#contributors-)
-⚡ 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 the [SemanticKernel](https://github.com/microsoft/semantic-kernel/) is useful and we will use it wherever possible, we believe that it has several limitations and is 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.
-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:
+If the wiki contains outdated code, you can always take a look at [the tests for this](src/Meta/test/WikiTests.cs)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$
@@ -36,7 +36,7 @@ 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(
embeddingModel, // Used to convert text to embeddings
@@ -83,7 +83,7 @@ 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 +97,16 @@ 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
+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
## 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
@@ -116,4 +116,4 @@ This project is supported by JetBrains through the [Open Source Support Program]
-This project is supported by CodeRabbit through the [Open Source Support Program](https://github.com/marketplace/coderabbitai).
\ No newline at end of file
+This project is supported by CodeRabbit through the [Open-Source Support Program](https://github.com/marketplace/coderabbitai).