vikrantparab76/mh-localization-pipeline ? reverse-engineered prompt

Build me a tool that can take a K 12 textbook book, page by page, and check it against the UAE and KSA cultural localization rules.

I want to point it at a local folder or a Google Drive link, have it read one Markdown file per page with the page text and image notes, then run an audit that flags possible issues and produces a clean review flow for an SME. The app should create an HTML reviewer page where someone can accept, reject, or modify each finding, and it should also export a decisions CSV for the composition team.

Please make it work end to end even in offline mock mode for testing, and then switch to live model runs when an API key is added. I also want the pipeline to handle small books in one pass and bigger books in batches, plus a PDF review view that matches findings back to real pages and highlights what it can. If you need to look up current docs online, go ahead.