Inference Exchange
Built at Meta Global AI Developer Hackathon · Oct 26, 2026 · Remote

Inference Exchange is a platform for users with idle compute (e.g. Apple Silicon, NVIDIA DGX Spark, etc.) to serve inference with end-to-end encryption built on an Open Confidential Inference Protocol (OCIP, https://github.com/qzyu999/ocip) that lets users know the exact security boundaries of certain hardware configurations. The mission of Inference Exchange is to empower and enable everyone everywhere to partake in the evolution of AI. Currently API prices are expensive, so thinking about the world at large it's apparent that there are numerous people out there (e.g. Global South) that can't afford to pay for LLM APIs. The goal is to drive prices as low as possible, maximizing the number of people that can use AI to allow students/developers/business people around the world to create, tinker, and invent new things. The platform acts on an exchange dynamic, and with the integration of a pricing algorithm users who opt in can have their AI tokens served to those that need it the most. This would fulfill the dream of AI democratizing intelligence globally and empowering everyone equally to be the best version of themselves with AI assistance.