Fix label leakage: temporal split — use first 70% of events as input, predict purchase in last 30%. Remove n_purchases/purchase_rate from features.

Fix model loading: use from_pretrained() instead of torch.load() for safetensors format

Add 03_ecommerce_finetune.ipynb — next-purchase prediction with JointFusion, LightGBM baseline comparison