Biomass pyrolysis serves as an innovative solution for converting organic materials into valuable by-products such as biochar, syngas, and bio-oil. While wood and nutshells are both common feedstocks, their pyrolysis processes differ in terms of feedstock composition, thermal behavior, and yield…