Copilot Agents – Production Multi Agent AI System

Production-grade multi-agent AI system enabling secure natural-language interaction with enterprise CRM and operations data in PostgreSQL, purpose-built for multi-tenant SaaS environments with strict tenant isolation, access control, and governance guarantees.

  • Enabled secure natural-language querying of PostgreSQL-backed CRM and operations systems without exposing direct SQL access.
  • Implemented LangGraph-based agent workflows translating user intent into validated, tenant-aware queries with structured outputs and visualizations.
  • Designed domain-specific agents with schema awareness, scope enforcement, and deterministic response handling.
  • Applied MCP-style context management to maintain consistent conversational state across agent steps and UI interactions.
  • Containerized and deployed as a backend service with environment-driven configuration for production reliability and safe iteration.

Tech Stack

Python FastAPI LangGraph LangChain Azure OpenAI PostgreSQL CopilotKit Docker Prompt Engineering