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║         PDF SIGNATURE EXTRACTION - SESSION HANDOFF            ║
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📂 FOR YOUR NEXT SESSION:

  1️⃣  Copy this prompt:
      cat /Volumes/NV2/pdf_recognize/NEW_SESSION_PROMPT.txt

  2️⃣  Paste to new Claude Code session

  3️⃣  Claude will read:
      ✅ SESSION_INIT.md (quick start)
      ✅ PROJECT_DOCUMENTATION.md (complete history)

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📋 QUICK REFERENCE:

  Current Status:  ✅ Working (70% recall, 100% precision)
  Main Script:     extract_signatures_hybrid.py
  Test Results:    7/10 signatures found (5 PDFs tested)
  Key Finding:     VLM coordinates unreliable → use names instead

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🎯 WHAT YOU CAN ASK CLAUDE TO DO:

  Option A: Improve recall to 90%+ (tune parameters)
  Option B: Test on 100 PDFs (verify reliability)
  Option C: Commit to git (save working solution)
  Option D: Process 86K files (full production run)
  Option E: Debug issue (specific problem)

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📄 FILES CREATED FOR YOU:

  SESSION_INIT.md          → Quick project overview & how to continue
  NEW_SESSION_PROMPT.txt   → Copy-paste prompt for next session
  PROJECT_DOCUMENTATION.md → Complete history (24KB, READ THIS!)
  COMMIT_SUMMARY.md        → Git commit instructions
  README.md                → Quick start guide

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✨ NEXT SESSION COMMAND:

  cat /Volumes/NV2/pdf_recognize/NEW_SESSION_PROMPT.txt

  Then paste output to new Claude Code session!

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