In particular, green synthesis of CDs, which utilizes renewable sources as precursors, has emerged as a sustainable and promising approach, transforming low-value waste into high-value-added materials. However, optimizing this synthesis remains a challenge, as the final properties of green CDs are often less controllable than those synthesized using conventional chemical reagents due to the natural variability of raw materials .