Umbra provides a platform and tools for running and hosting machine learning models on user-owned hardware, focusing on privacy and verifiability through attestation and Secure Enclave technology. The service targets developers and tech enthusiasts who want to run long-tail, open-weight models with per-token earnings for Apple Silicon hosts and private, verifiable inference without relying on centralized cloud hosting.