Drilling operations often present numerous challenges for engineers. Amongst of the most pressing concerns is loss circulation, a situation where drilling fluid escapes into the formation, leading to various detrimental effects. This phenomenon can cause wellbore instability, tool damage, and ultimately impact production efficiency. To effectively