This repo serves as the reflection of my work in the DECRYPT project as a scholarship intern at the Computer Vision Center (CVC) and TFG of the BSc Artificial Intelligence at UAB. Transcription, decryption and 'Direct Image Decryption' of the Copiale manuscript. This work was submitted to HistoCrypt 2026.