BYOrg AI - chatbot application framework

Structure

Packages:

packages/core - contains the core logic for the chatbot framework
packages/slack - contains the logic for the slack integration
packages/discord - contains the logic for the discord integration
packages/utils - contains the utility functions (e.g. logger)
packages/document-loaders - contains the document loaders (e.g. for Google Drive, Notion, etc.)
packages/slack-rich-text - custom Markdown renderer for Slack Blocks/Rich Text format

Application (message processor) - pipeline for processing messages from the user. In starts with conversation history (e.g. for Slack), then in passes the message through a series of middleware and finally to AI provider (e.g. OpenAI) which produces the response.
Middleware - a middleware is a function that processes the message before it is passed to the AI provider. It is used to add custom logic to the message processing pipeline.
Effect - an effect is a function that is executed after the message is processed. It is used to add custom logic to the message processing pipeline (e.g. logging and analytics).
Tool - a tool is a function that is used by AI provider to call an external API.
Plugin - plugin is a simple interface that groups middlewares, tools and effects into a single entity that can be used to extend the chatbot functionality.
ChatModel - interface representing LLM chat model or more advanced AI flow which adheres to the same simple interface. We use ai-sdk under the hood to allow for easy integration with many AI providers.