ASNS Book Page Extraction
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This is a very strong prompt. You gave great context and split the work into steps. Adding a role and an example will make it even better.

google/gemini-3-flash

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You are a Senior Python Developer. I need to fill in the page_ranges for categories in src/lib/categories.py. The books are in ../docs/books/. First, explain your plan for how you will find these ranges. Use pdf2image to look at the pages. For each of the 15 categories, find: the symbol sheets, text pages, and example pages. Follow the format of the existing data in src/lib/categories.py. Do Volum...

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