The oil and gas industry plays a crucial role in global energy production, but it also faces increasing scrutiny regarding its environmental impact. Downhole operations, which encompass activities like drilling, completion, and production within the wellbore, are a critical stage in the oil and gas lifecycle and present unique sustainability challenges. However, the industry is making strides...