FoundryVision.FoundryVision is an edge-focused visual cognition system combining TensorFlow Lite on ESP hardware with a local Foundry LLM to transform real-time visual input into structured, medium-verbosity educational explanations. It bridges on-device perception and explainable reasoning for compact, self-contained learning systems.