Federated training across mixed hardware — including legacy GPUs.

The first public LydianAI app is a distributed training proof-of-concept: a FastAPI coordinator runs FedAvg rounds while workers (CPU and GPU) train locally and submit updates. It's designed for heterogeneous setups (macOS controller + Ubuntu workers) and supports Pascal GPUs like GTX 1080/1080 Ti.