Often overlooked from the public view, borehole fluids are absolutely essential components of oil and gas projects . These advanced mixtures, a precisely balanced combination of liquid and solids , perform several duties. They cool the drill bit , carry away cuttings from the wellbore , maintain borehole pressure, and regulate formation pressure .

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