doc tiny fix.

Author: JasminDreasond

README.md

@@ -4,7 +4,9 @@ This class is responsible for managing AI session data, including models, histor
 
 The script is designed to interact with the AI API, providing a complete structure for building user interfaces (UI) or AI-powered chatbots.
 
-It implements a session management system to help handle multiple different bots.
+It implements a session management system to help handle multiple different bots, allowing you to manage various aspects of interactions such as system instructions, file handling, tokens, and more.
+
+---
 
 ## Limitations
 
@@ -20,6 +22,8 @@ Developers must implement their own logic to monitor and manage token usage if n
 
 ## 📦 Installation
 
+To install the package, use the following command:
+
 ```bash
 npm install tiny-ai-api
 ```
@@ -28,7 +32,7 @@ npm install tiny-ai-api
 
 ## 🔧 Usage Example
 
-The two methods will work identically.
+You can interact with the AI using two methods, both of which are valid.
 
 ```js
 import { TinyAiInstance, setTinyGoogleAi } from 'tiny-ai-api';
@@ -37,6 +41,8 @@ const ai = new TinyAiInstance();
 setTinyGoogleAi(ai, 'GEMINI_API_KEY', 'gemini-2.0-flash');
 ```
 
+Alternatively, you can use the following shorthand method:
+
 ```js
 import { TinyGoogleAi } from 'tiny-ai-api';
 
@@ -47,6 +53,8 @@ const ai = TinyGoogleAi('GEMINI_API_KEY', 'gemini-2.0-flash');
 
 ## 📂 File Structure (After Build)
 
+After building the project, the following files will be available:
+
 ```
 dist/
 ├── index.mjs       → For ESM users (`import`)
@@ -58,3 +66,53 @@ dist/
 
 ## 📚 API Reference
 
+### [Introduction](https://github.com/JasminDreasond/TinyAiApi/blob/main/docs/introduction.md) - Getting Started
+
+Learn the basics of initializing a session, setting up models, and understanding the general structure of the API.
+
+### [Configs](https://github.com/JasminDreasond/TinyAiApi/blob/main/docs/configs.md) - Session Configuration
+
+Learn how to configure session data, including setting up system instructions, models, and file handling.
+
+### [Content](https://github.com/JasminDreasond/TinyAiApi/blob/main/docs/content.md) - Content Management
+
+Understand how to manage content like prompts, dialogues, file data, and how to retrieve and modify this content.
+
+### [Custom](https://github.com/JasminDreasond/TinyAiApi/blob/main/docs/custom.md) - Working with Custom Values
+
+Understand how to implement custom values, including session-specific data and any user-defined parameters.
+
+### [Dev](https://github.com/JasminDreasond/TinyAiApi/blob/main/docs/dev.md) - Development Tools
+
+For developers looking to extend or debug the API, this section provides tools and guidelines for working with the internal workings of the library.
+
+### [Models](https://github.com/JasminDreasond/TinyAiApi/blob/main/docs/models.md) - Model Configuration
+
+Set up models and manage their configurations to interact with the API correctly. This includes handling different types of models and adjusting their parameters.
+
+---
+
+## 💡 Features
+
+- **Session Management**: Keep track of multiple AI instances with full session history.
+- **Content Handling**: Easily manage data like user inputs, AI-generated responses, and file handling.
+- **Token and Hash Tracking**: Monitor token usage for each session and track hash values for specific items.
+- **Customizable**: Fully configurable session data and model setups for different environments.
+- **Error Handling**: Built-in error management to ensure robust session handling and prevent crashes.
+- **Event-driven**: Supports event-driven architecture to handle real-time updates and triggers.
+
+---
+
+## 🛠 Development Tools
+
+For advanced users, you can access several development tools to help with debugging and extending the API:
+
+- **Token Tracking**: Manually track token usage for specific message categories like prompt, system instruction, or file.
+- **Custom Session IDs**: Create and manage custom session IDs to differentiate between different AI sessions.
+- **File Data Management**: Set, get, and remove file data associated with specific sessions, ideal for sending or receiving large data files.
+
+---
+
+## 📄 License
+
+This project is licensed under the AGPL-3.0 License - see the [LICENSE](./LICENSE) file for details.

docs/README.md

@@ -20,7 +20,7 @@ This documentation is designed to provide all the information you need to get up
 - [Content](https://github.com/JasminDreasond/TinyAiApi/blob/main/docs/content.md) - Manage session content, including prompts, dialogues, and files.
 - [Custom](https://github.com/JasminDreasond/TinyAiApi/blob/main/docs/custom.md) - Working with custom values and user-specific configurations.
 - [Dev](https://github.com/JasminDreasond/TinyAiApi/blob/main/docs/dev.md) - Development tools and utilities for advanced users.
-- [Models](https://github.com/JasminDreasond/TinyAiApi/blob/main/docs/dev.md) - Model configuration and setup.
+- [Models](https://github.com/JasminDreasond/TinyAiApi/blob/main/docs/models.md) - Model configuration and setup.
 
 ---