Thank you for your comprehensive review on the valorization of agricultural waste for bioenergy production. However, I would like to highlight a potential concern regarding the accuracy of citation [15], which is referenced in the context of bio-oil production through rapid pyrolysis. Upon cross-referencing the cited work, it appears that the findings presented do not fully support the claims regarding the scalability of the process and the associated cost reductions. Could you kindly clarify or provide additional references to substantiate these assertions? Your response will help ensure the robustness and reliability of the review for readers.