Local LLM with Function Calling allows developers to create AI agents that run entirely on local hardware, eliminating data privacy concerns and cloud dependencies. The framework includes sample code for integrating local LLMs such as LLaMA, GPT4All, or other open-weight models, and demonstrates how to configure function schemas that the model can invoke to perform tasks like fetching data, executing shell commands, or interacting with APIs. Users can extend the design by defining custom function endpoints, customizing prompts, and handling function responses. This lightweight solution simplifies the process of building offline AI assistants, chatbots, and automation tools for a wide range of applications.

Neurite Network is a blockchain-powered, decentralized inference platform enabling real-time AI model serving on a global GPU marketplace. Model providers register and deploy their trained PyTorch or TensorFlow models via a RESTful API. GPU operators stake tokens, run inference nodes, and earn rewards for meeting SLA terms. The network’s smart contracts handle job allocation, transparent billing, and dispute resolution. Users benefit from pay-as-you-go pricing, low latency, and automatic scaling without vendor lock-in.