Wellbore stability evaluation presents major challenges in drilling activities . Unstable strata can lead to failure , increased hole cleaning , and stuck pipe, resulting in substantial delays and likely safety hazards. Factors influencing drillhole integrity include formation geological properties, fluid pressure, drilling fluid characteristics, a