Synthetic data often fails in production because domain gaps — especially with transparent objects! I am developing a solution focused on High-Fidelity Validation Assets. By moving beyond "pretty" images to industrial-grade evaluation, we can stress-test models against complex refractions and dynamic lighting while maintaining 100% geometric truth. Github-link: https://github.com/ForgeCore-Labs/Synthetic-Glass-Transparent-Packaging-Indoor-Pack