End-to-end Agentic AI & Enterprise RAG systems — from architecture to production on Azure.
Multi-agent orchestration · Retrieval pipelines · Enterprise copilots · Evaluation & observability.
I'm an AI Architect with deep specialization in Agentic AI and Enterprise RAG on Azure. I've designed and shipped production AI platforms across Banking, Healthcare, HR, Legal, and E-commerce — working across WinWire Technologies, Microsoft, and Accenture.
I don't just prototype. I architect systems that scale.
flowchart TD
U([👤 User]) --> GW[API Gateway]
GW --> OR[🧠 Orchestrator\nLangGraph / Semantic Kernel]
OR --> AG1[🤖 Retrieval Agent]
OR --> AG2[🛠️ Tool Agent]
OR --> AG3[📋 Reasoning Agent]
AG1 --> KB[(📚 Knowledge Base\nAzure AI Search)]
AG2 --> TL[🔧 Tools\nAPIs / Functions / DB]
AG3 --> LLM[⚡ Azure OpenAI\nGPT-4o]
KB --> SY[🔗 Synthesis Layer]
TL --> SY
LLM --> SY
SY --> EV[✅ Evaluation\nRAGAs / Custom Evals]
EV --> GR[🛡️ Guardrails\nContent Safety]
GR --> OB[📊 Observability\nAzure Monitor / Tracing]
OB --> R([💬 Response])
style OR fill:#0078D4,color:#fff,stroke:#005A9E
style EV fill:#107C10,color:#fff,stroke:#054B05
style GR fill:#B21F1F,color:#fff,stroke:#8B0000
style OB fill:#5C2D91,color:#fff,stroke:#3B1A6B
style KB fill:#1A1A2E,color:#A8D8EA,stroke:#0078D4
From Prompts to Agentic AI
Building Agentic AI & Enterprise RAG Systems on Azure
A practitioner's guide to designing and shipping production-grade AI systems — covering enterprise RAG architectures, agentic orchestration with AutoGen & Semantic Kernel, evaluation frameworks, guardrails, and Azure-native deployment patterns.
📖 Kindle Edition · 📗 Paperback · 📕 Hardcover
All repositories below were refreshed with professional README structure (architecture, setup, execution, validation, troubleshooting) and validated for source-level syntax readiness.
| Repository | Focus Area |
|---|---|
| agent_voxcpm | Voice-enabled multi-agent system |
| pageindex-enterprise-wiki | Enterprise wiki and retrieval portal |
| HR_Copilot | HR multi-agent employee copilot |
| llm-wiki | Local-first knowledge wiki assistant |
| agents-mcp-system | Multi-agent collaboration via MCP + Ollama + Streamlit |
| multi-agentic-ai | Multi-agent research and governance pipeline |
| banking-support-agent | Banking support automation |
| contoso-research-system | Enterprise research orchestration |
| contoso-support-agent | Multi-service customer support agents |
| ecommerce-assistant | Conversational commerce assistant |
| enterprise-copilot | Enterprise copilot platform |
| executive-briefing-system | Executive intelligence briefing |
| financial-research-system | Financial research automation |
| fraud-analysis-assistant | Fraud analysis and risk triage |
| healthcare-clinical-rag | Clinical RAG workflows |
| hr-policy-rag | HR policy-grounded retrieval |
| it-ticketing-agent | IT ticket routing and agentic support |
| legal-document-analyser | Legal document intelligence |
| github-repo-documentation | Automated repository documentation |
| rag-app | Full-stack RAG platform |
| Repository | What it does |
|---|---|
| rag-app | Production RAG pipeline — Azure AI Search, chunking strategies, reranking |
| enterprise-copilot | Multi-domain enterprise copilot with orchestration and routing |
| executive-briefing-system | AI-powered executive intelligence and document summarization |
| financial-research-system | Automated financial research and market intelligence platform |
| agents-mcp-system | Multi-agent MCP orchestration with Ollama + Streamlit UI |
| Repository | What it does |
|---|---|
| banking-support-agent | Multi-agent system for banking queries, accounts, and transactions |
| fraud-analysis-assistant | AI-driven fraud detection and case analysis assistant |
| Repository | What it does |
|---|---|
| healthcare-clinical-rag | Clinical RAG system for medical workflows and documentation |
| Repository | What it does |
|---|---|
| legal-document-analyser | Contract and legal document analysis with semantic reasoning |
| Repository | What it does |
|---|---|
| HR_Copilot | Multi-agent HR copilot for employee self-service workflows |
| hr-policy-rag | Policy-grounded RAG system for HR knowledge retrieval |
| it-ticketing-agent | Intelligent IT support agent with ticket classification and routing |
| Repository | What it does |
|---|---|
| ecommerce-assistant | Conversational commerce AI with product discovery and recommendations |
| contoso-support-agent | Enterprise customer support agent with memory and escalation |
| contoso-research-system | Business intelligence and research automation system |
AI & Orchestration
Cloud & Infrastructure
Backend & Engineering
Enterprise RAG Architecture ████████████████████ Expert
Azure OpenAI Integration ████████████████████ Expert
Agentic AI & Orchestration ████████████████████ Expert
Multi-Agent System Design ███████████████████░ Advanced
AI Evaluation & Observability ███████████████████░ Advanced
MLOps & Production Deployment ██████████████████░░ Advanced
- 📘 Published Author — From Prompts to Agentic AI (Kindle · Paperback · Hardcover)
- 🎤 Conference Speaker — MLDS 2026: "HR Copilot: Multi-Agent Employee Self-Service System"
- ✍️ Content Creator — Running #100DaysOfAgenticAI series on Medium & LinkedIn
- 🏅 Certified — 9× Microsoft & Anthropic certifications including Claude Certified Architect
