🏥 Building Intelligent Healthcare Systems with AI

I'm an AI Engineer specializing in Healthcare IT, building production-grade systems that bridge hospital operations with modern AI capabilities.

My flagship project — HISDashboard — connects directly to a hospital's core HIS (Hospital Information System) via Oracle Database, providing AI-powered analytics, automated reporting, and multi-agent workflows that help hospital staff make data-driven decisions daily.

class DucThanh:
    role = "AI Engineer"
    domain = "Healthcare IT"
    focus = ["Multi-LLM Agents", "RAG Systems", "Production AI", "Full-Stack"]
    
    current_project = "HISDashboard — Hospital Management System with AI"
    stats = {
        "api_endpoints": 292,
        "ai_agents": 10,
        "llm_providers": 4,
        "docker_services": 6,
    }

Full-stack hospital dashboard integrating AI agents, automated reporting, and real-time analytics — connected to a live Hospital Information System (Oracle HIS).

Architecture Overview:

User → React/Ant Design → FastAPI (292 endpoints) → MySQL + Oracle HIS
                                    ↓
                          AI Agent v2 (10 ReAct Agents)
                            ├── RAG (ChromaDB + Hybrid Search)
                            ├── Multi-LLM (4 providers + fallback)
                            ├── MCP Protocol (Tool Server)
                            ├── 40+ Tools (Analytics, Finance, HR, Predictive)
                            └── Bot (Telegram + Zalo auto-reports)

• 🔬 AI Agent Orchestration — Multi-agent systems with reflection and self-correction
• 🔗 MCP Protocol — Building standardized tool servers for AI applications
• 📊 Healthcare Analytics — Anomaly detection and predictive analysis for hospital operations
• 🤖 Automated Reporting — AI-generated insights delivered via Telegram/Zalo bots

"Ship production systems, not prototypes."

• 🎯 Systems > Models — A reliable system beats a slightly more accurate model
• 🔄 Multi-LLM > Single-LLM — Never depend on one provider in production
• 📖 Documentation is code — If it's not documented, it doesn't exist
• 🏥 Domain expertise matters — AI without context is just a party trick

📫 Let's Connect

Open to collaborations in Healthcare AI, AI Agent systems, and production ML engineering.

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