Abstract

An edge-deployable AI/ML framework for disconnected, degraded, and bandwidth-limited environments, combining a Rust-native inference engine for 15+ text and 16+ vision architectures with aggressive 2--8 bit quantization across hardware from laptops to embedded ARM. A family of 18 models provides capability tiers from nano-scale edge inference to frontier reasoning, operating fully offline with sandboxed execution and no cloud dependencies.