Math-Data Fusion automates reservoir history matching for large-scale models, reducing calibration time from months to weeks while delivering uncertainty-quantified forecasts. Validated with Saudi Aramco's simulators, the solution enables faster, more confident field development decisions for Oil and Gas Companies managing giant reservoirs.