[Kolkata] Nayan Jeet Dewri — Vibe Coding Submission#1
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dewri21 wants to merge 3 commits intonasscomAI:masterfrom
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[Kolkata] Nayan Jeet Dewri — Vibe Coding Submission#1dewri21 wants to merge 3 commits intonasscomAI:masterfrom
dewri21 wants to merge 3 commits intonasscomAI:masterfrom
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… missing justification, hallucinated categories, false confidence → implemented keyword-based classifier with fixed enum, severity keyword detection, reason citing description words, and NEEDS_REVIEW for ambiguity Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
…answer outside context → sentence-aware chunking, cosine similarity filtering with calibrated threshold, grounded LLM prompt with retrieved-chunks-only enforcement Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
… scope, refusal documentation, JSON-RPC 2.0 handler with proper error codes, and updated LLM adapter to google-genai SDK with gemini-2.5-flash Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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Summary
Files
uc-0a/: agents.md, skills.md, classifier.py, results CSVs (4 cities)uc-rag/: agents.md, skills.md, rag_server.pyuc-mcp/: agents.md, skills.md, mcp_server.py, llm_adapter.py (updated to google-genai SDK)Test Results
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