Bots / EduAssist — Study Mentor & Exam Prep
🎓EduAssist — Study Mentor & Exam Prep
Learn, revise, and test — with a 24/7 curriculum-grounded mentor that uses indexed study material for grounded answers. Explains concepts, provides worked numericals & step-by-step derivations, makes revision notes, and generates practice MCQs checked against source notes. Loaded: First-Year B.Tech / B.E. Engineering (Maths, Physics, Chemistry, Electrical, Electronics, Mechanics, Graphics, C/Python), UPSC, and CBSE Class 10 Science.
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💡Learn
📋Revise
📝Test
🧮Calculate
Every MCQ and flashcard is validated against the source notes — anything the model couldn't ground is dropped, so no invented dates or article numbers. Study plans only schedule topics that are actually indexed.
RAG PIPELINEarchitecture overview — ask something to see its trace
❓Query
user question
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🎯Scope & Routing
detect domain, pick candidate docs
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🔎Hybrid Retrieval
dense vectors ∥ keyword BM25
vectorkeyword
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🔀RRF Fusion
merge + drop boilerplate
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🚦Filter
wrong-family / niche pruning
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⚖️Cross-Encoder Rerank
MiniLM relevance scoring
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🛡️Confidence Gate
answer or refuse
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✍️Grounded Answer
cited, guardrailed