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ContextIQ : Enterprise semantic firewall that scores query ambiguity locally before any LLM call. Detects Hinglish/mixed-language input via franc, fuzzy-matches unknown terms with fuse.js, and blocks Gemini until meaning is fully resolved using department context and session memory.