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Multi-agent LangGraph pipeline: Vision LLM extracts questions, rubrics, solutions, and student answers from uploaded PDFs via a shared graph-builder factory
Dual-grader ensemble with strict + fair LLM scoring, confidence aggregation, and per-question iterative persistence
GraphRAG syllabus agent combining vector search + entity-relationship graph to power a TA chatbot with curriculum-aware context