Cognita
Cognita is an open-source framework designed for creating modular applications leveraging Retrieval Augmented Generation (RAG). It enables developers to build scalable, production-ready systems in an organized manner.
Key Features:
- Modular Architecture: Components are modular, API-driven, and easily extendable, allowing for intuitive organization of the codebase.
- Local and Production Ready: Can be run locally with a straightforward setup while also offering support for production environments.
- Quick Integration: Easily integrate with various model providers such as OpenAI, Ollama, or TrueFoundry components to enhance functionalities.
- Customizations: Supports extensive customizations of data loaders, embedders, parsers, and query controllers.
- No-code UI: Offers a user-friendly interface to experiment with different RAG configurations in real-time without coding.
- Incremental Indexing: Automatically keeps track of indexed documents, facilitating efficient data handling.
Benefits:
- Streamlined Development: Reduces the complexity involved in transitioning from prototypes to production systems.
- Agile Experimentation: Facilitates rapid testing of various configurations and custom components.
- Enhanced Monitoring: Tools for logging, metrics, and feedback provided when integrated with TrueFoundry AI Gateway.
Cognita encompasses all the essential elements to create, customize, and deploy Retrieval Augmented Generation applications effectively.