Highway slopes can be dangerous due to geological hazards, so a new model was created to assess their stability accurately. The model used six factors like slope angle and pore water pressure, and was optimized using genetic algorithms. The model had a maximum error of 9.21% when comparing predicted and actual values, showing it is effective in predicting slope stability. This new approach can help improve how highway slopes are managed and treated.