[HARD] Build Ensemble Forecaster Combining ARIMA + XGBoost + LSTM

**Description:**
Develop an ensemble model that merges predictions from all base models.

**Acceptance Criteria:**
- Produce blended prediction and save to `models/ensemble.pkl`.
- Save comparison chart → `plots/ensemble_compare.png`.
- Must improve upon individual models in validation metrics.