Connect optional trained ONNX model to official UI

Add deduplicated training and checkpoint export pipeline

Add transparent policy architecture and BPE tokenizer build

Expose direct owner model settings and behavior config

Add modern from-scratch training pipeline

Expand training corpus with collaborative roleplay prose

Add larger clean-corpus from-scratch training notebook

Make one-click training GPU memory safe

Add from-scratch Ares Tiny training baseline