A practical Claude workflow problem for huge PDF study notes

with Opus 4.7 and is being used to build one UPSC revision handbook from many source materials. The inputs include long PDF notes, shorter notes, photos of printed books, past exam questions, and syllabus documents.

The goal is not to summarize each PDF one by one, but to merge everything into one chapter-based handbook with repeated material removed. The current workflow is to upload a PDF, give Claude a long instruction, and ask it to extract and reorganize the content.

The problems are missed details, misunderstood instructions, heavy token use, and quickly hitting . The possible fixes being considered are converting PDFs to Markdown or plain text, running OCR on book photos first, cleaning the documents with another tool before Claude sees them, splitting large files without losing context, using one pass for ion and a second pass for consolidation, and trying MCP tools or scripts.

Key points

  • The task is to turn many PDFs, notes, book photos, past questions, and syllabus files into one UPSC revision handbook.
  • The desired output is a chapter-by-chapter handbook with duplicate content removed.
  • The current method is PDF upload, long prompt, then Claude extraction and reorganization.
  • The main issues are missed content, misunderstood instructions, high token use, and fast usage-limit exhaustion.
  • Possible improvements include Markdown , OCR, preprocessing, careful chunking, a two-pass workflow, MCP tools, and scripts.
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