Foundation Models and Knowledge Graphs

Foundation models are large-scale, pre-trained AI models, trained on a large set of data, that can be fine-tuned for specific tasks. They significantly reduce development time and resources by providing a robust general-purpose model for building applications. OpenAI's GPT-4, Google's Gemini, Facebook's Llama, etc., are a few examples of Web2 LLM models. However, these models are not only trained on text but also extend to audio and images, providing an opportunity to build a truly multimodal application. In the Web3 space, SingularityNET is at the forefront of building foundation models, with OpenCog Hyperon being a leading example of a fully decentralised AI framework being developed within the blockchain space.