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RAG

Hybrid RAG + NL-to-SQL

Documents + Databases in One AI Workflow

Overview

Hybrid AI assistant combining document Q&A with natural-language database querying. Orchestrates both document and database tools with session memory and citation tracking.

Key Capabilities

  • Semantic + keyword hybrid retrieval
  • Natural-language to SQL with safety checks
  • Hybrid agent orchestrating doc + DB tools
  • Session memory and citation tracking
  • Compliance/discrepancy monitoring demos

AI Concepts

Hybrid AI SystemsNL-to-SQLTool OrchestrationAI Safety Constraints

Tech Stack

PythonGradioFAISSPostgreSQLGoogle Gemini