Orbit, an Open-Source Toolkit for Retrieval-Based Inference (github.com)

ORBIT has launched as a self-hosted, OpenAI-compatible AI gateway enabling retrieval-augmented generation (RAG) with private data access. This innovative toolkit facilitates interaction with various data sources—such as SQL, NoSQL, and vector stores—through a single endpoint, permitting users to query their data in natural language and integrate it seamlessly into their workflows. ORBIT supports over 37 model providers (including both local and cloud options), and its feature set includes scoped access controls, multi-step agent workflows, and asynchronous processing over a message queue. This development is significant for the AI/ML community as it empowers organizations to leverage AI in a secure and compliant manner, keeping sensitive data in-house while enabling advanced model routing and operational visibility. With capabilities such as file and multimodal RAG, model management through an intuitive admin panel, and compliance with data-residency regulations, ORBIT positions itself as a versatile solution for industries that require secure and efficient AI-driven data handling, such as finance, healthcare, and legal sectors. The open-source nature of ORBIT encourages collaboration and innovation in the AI community, making it easier for developers to enhance its functionality.