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Story 1: AI-Assisted Paper Grading with Rubrics

Overview​

FieldValue
Story IDNGE-17-1
Story Points21
SprintSprint 23-24
LanguagePython

User Story​

As a Teacher
I want to upload scanned answer sheets and have AI grade them against rubrics
So that my grading is objective, consistent, and 5x faster

Technical Flow​

Upload → OCR (Textract) → Match Questions → LLM Grade → Teacher Review → Finalize

Key Features​

  • AWS Textract for English + Devanagari OCR
  • Self-hosted Llama 3.1 for cost savings
  • Rubric-based grading from EPIC-6
  • Teacher override capability
  • Detailed feedback per criterion

Parent Value​

When a parent asks "Why did my child get 7/10?", show the AI-generated rubric breakdown.