To run Meta-Llama-3.1-8B on any device and embed it in any app, you can use LlamaEdge, a lightweight Rust and WebAssembly (Wasm) stack. This setup allows you to deploy the model locally without complex dependencies or elevated permissions. First, install WasmEdge, then download the necessary model and API server files. With the server running, you can interact with the model via a browser or integrate it into your applications as an API, replacing services like OpenAI. This approach enables text generation and embedding functionalities locally, leveraging the model's capabilities efficiently