Open-source computational pipelines implementing physics-informed machine learning, rock physics diagnostics, and automated multi-well log processing workflows (Python/Jupyter) for subsurface reservoir characterization, uncertainty quantification, and bypassed hydrocarbon identification in clastic and carbonate reservoirs.