The unconventional oil and gas industry has undergone a remarkable transformation over the past two decades, with horizontal drilling and hydraulic fracturing unlocking vast reserves previously considered uneconomical. Yet as operators exhaust the most productive acreage and face increasingly complex subsurface conditions, traditional methods of well performance optimization have reached their limits. Artificial intelligence is emerging as the critical technology enabling the