 The study investigated the effectiveness of adding palm kernel shell ash, pKa, rice husk ash, RHA, and waste steel particles, STP, to the morphology and strength behavior of AL-6061-T6 alloy. The results showed that the responses were greatly affected by microstructural evolution. At 4% STP, 2-4% RHA and pKa increased the tensile and flexural strengths, while 4-6% decreased them. Temperatures between 700 and 800 degrees Celsius favored response improvement, while those between 800 and 900 degrees Celsius were detrimental. The optimal mix was found to be 4.81% pKa, 5.41% RHA, and a stirring temperature of 803 degrees Celsius. The model was validated to have a maximum deviation of less than 5%, indicating its reliability for future predictions. This article was authored by Abiyomi Atawale Akenwand, Olamarwajusona Desana, Adilu Atasogia Deteran, and others.