Automorphic is a web-based application designed to enhance language models through a tool known as Conduit. This program enables users to infuse knowledge into models with minimal sample input, overcoming traditional limitations such as prompt stuffing. With features like fine-tuning and dynamic adapter training, it allows for rapid model iteration and deployment, effectively incorporating user feedback and manual labeling to improve performance.

Additionally, Automorphic includes the Automorphic Hub, where users can access publicly shared models that have been enhanced using its tools. Another integral feature is TREX, which converts unstructured data into various structured formats like JSON or XML, offering a versatile alternative to existing solutions. The Aegis tool provides essential security by protecting models from adversarial threats, ensuring user data remains secure while continuously improving its defenses.