Memorizes AI

During PDF content extraction, text was frequently distorted, with characters omitted, words fragmented, character order altered, and pronunciation errors introduced into the generated audio. Rather than relying solely on the PDF reading system, we introduced a dedicated Arabic language processing layer to address these issues at source. The process worked as follows:

• Text was first extracted from the PDF through the standard pipeline.
• Before audio generation, a correction stage cleaned and restructured the Arabic content by repairing letter connections, preserving correct reading direction, merging fragmented text segments, and refining punctuation and spacing.
• Once validated, the audio file was generated once and cached for subsequent playback to eliminate redundant processing and ensure consistency across sessions.

This approach delivered measurably more natural pronunciation, significantly reduced spelling and reading errors, and provided a consistent, high-quality Arabic audio experience across both Android and iOS platforms.