Malik Hamza N.

Hi! I’m Hamza, an AI Engineer with 4+ years of industry experience building, deploying, and optimizing real-world AI systems. I specialize in Agentic AI, AI Automation, LLMs, RAG, AI Agents, document intelligence, and production ML systems. I help businesses turn manual workflows into intelligent, automated systems that can understand information, make decisions, use tools, and take actions. 🤖 Agentic AI & AI Automation ✅ AI Agents & multi-agent systems ✅ Agent orchestration with LangGraph, LangChain & LlamaIndex ✅ Tool/function calling and API integrations ✅ AI workflow automation and intelligent task execution ✅ MCP (Model Context Protocol) integrations ✅ Human-in-the-loop workflows & escalation ✅ AI agents connected to databases, CRMs, APIs and external tools ✅ Custom AI copilots and business assistants 🧠 LLMs & Generative AI ✅ OpenAI GPT models, Mistral, LLaMA and Hugging Face models ✅ Prompt engineering & structured outputs ✅ LLM orchestration and model integration ✅ Fine-tuning & inference workflows ✅ NLP, text classification and information extraction ✅ Document intelligence and unstructured-to-structured data processing 📚 RAG & Knowledge-Based AI ✅ Production RAG pipelines ✅ Semantic search & hybrid retrieval ✅ FAISS, Pinecone, PGVector and vector databases ✅ Hugging Face / Sentence Transformers embeddings ✅ Advanced chunking and retrieval strategies ✅ Reranking and retrieval optimization ✅ Document Q&A and knowledge-base assistants ✅ RAG evaluation and hallucination reduction ⚙️ AI Backend & APIs ✅ Python ✅ FastAPI & REST APIs ✅ PostgreSQL & SQL ✅ LangChain / LangGraph ✅ Docker & containerized AI applications ✅ Streamlit dashboards and AI interfaces ☁️ MLOps & Cloud ✅ AWS & GCP cloud deployment ✅ Docker & CI/CD ✅ MLflow & Airflow ✅ Scalable ML/LLM pipelines ✅ Model deployment, monitoring and optimization ✅ Cloud-based AI automation 📄 Document AI I have real-world experience building systems that process unstructured documents and transform them into structured, usable information using LLMs and NLP. For example, I developed an insurance claims processing pipeline using LLMs to convert unstructured claim information into structured data, which was then used by downstream ML models. I have also worked on OCR-based document verification and document intelligence applications. 🚀 What I Can Build for You • AI Customer Support Agents • Internal Knowledge Assistants • Multi-Agent AI Systems • RAG Chatbots • AI Document Processing Pipelines • AI-powered Business Automation • AI Sales & Lead Qualification Agents • Database & API-connected AI Agents • AI Copilots • LLM-powered Workflow Automation • Intelligent Document Extraction • Custom ML/AI APIs • Production-ready RAG and Agentic AI platforms My goal isn't simply to connect an LLM to an application. I build AI systems that can retrieve knowledge, reason over information, use tools, interact with external systems, and automate real business workflows. If you’re looking to build an AI agent, RAG system, intelligent automation workflow, LLM application, or production ML solution, feel free to message me. Let’s turn your workflow into an intelligent AI system.