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Agentic AI | LLMs | RAG Systems | Workflow Automation (n8n, Make.com) | Python | Django I am Taimoor Amir, an AI Engineer specializing in Agentic AI, Retrieval-Augmented Generation (RAG), and intelligent workflow automation. With a strong background in Data Science and Machine Learning, I build modular, production-grade AI systems that integrate Large Language Models (LLMs), no-code automation platforms (n8n, Make.com), and custom backend engineering — enabling businesses to operate faster, smarter, and more efficiently. My work focuses on designing systems where AI agents can reason, interact, and act autonomously — transforming static operations into self-optimizing intelligent workflows. Core Expertise 1. Agentic AI & LLM Engineering ✥ Build autonomous AI agents using LangChain, LangGraph, OpenAI, and Anthropic APIs. ✥ Design reasoning-driven systems capable of decision-making and API interaction. ✥ Integrate vector databases (Pinecone, FAISS, Chroma) for long-term memory and retrieval. 2. Retrieval-Augmented Generation (RAG) Systems ✥ Implement context-aware knowledge systems for enterprise document management. ✥ Develop RAG-based assistants that combine search, summarization, and reasoning. 3. Workflow Automation (n8n, Make.com, Zapier) ✥ Automate business-critical workflows with hybrid AI + no-code pipelines. ✥ Integrate external APIs, CRMs, and databases into intelligent automation systems. 4. Machine Learning & Data Engineering ✥ Build end-to-end ML systems for NLP, recommendation, and forecasting. ✥ Develop ETL pipelines and orchestration frameworks using Airflow, Pandas, and MongoDB. 5. Chatbot & Agent Integration ✥ Create multi-platform chatbots for WhatsApp, Slack, Messenger, and custom web apps. ✥ Integrate LLM-powered backends for contextual and dynamic conversational behavior. 6. Data Visualization & Analytics ✥ Develop interactive dashboards using Power BI, Tableau, and custom React-based interfaces. Backend & Infrastructure Expertise ✥ Languages: Python, JavaScript, Node.js ✥ Frameworks & Libraries: LangChain, LangGraph, FastAPI, Express.js, TensorFlow, PyTorch ✥ Automation Platforms: n8n, Make.com, Zapier ✥ Databases: MongoDB, PostgreSQL, Pinecone, FAISS, Chroma ✥ Data Tools: Pandas, NumPy, Scikit-learn, Apache Airflow AI/ML & Agentic Systems Expertise ✥ LLM Development: Fine-tuning, prompt engineering, and performance optimization. ✥ RAG Implementation: Context retrieval, knowledge graph integration, and hybrid search. ✥ AI Agents: Modular, tool-using AI systems for autonomous decision-making. ✥ Automation Architecture: Combining LLM intelligence with n8n and Make.com workflows. ✥ Vector Databases: Implementation and optimization for scalable knowledge storage. ✥ Model Integration: Embedding AI systems with APIs, CRMs, and custom business tools. Key Differentiators ✥ End-to-End Expertise: From concept design to production deployment of intelligent systems. ✥ Cross-Disciplinary Skills: Strong command of AI, automation, backend, and data pipelines. ✥ System Reliability: Focus on modular, maintainable, and future-proof architectures. ✥ Business Alignment: AI solutions that enhance ROI and operational efficiency. ✥ Proven Delivery: Hands-on results across SaaS, e-commerce, healthcare, and finance sectors. Client-Focused Approach I focus on delivering intelligent, high-impact AI systems that solve real business problems. Whether you need a custom LLM-powered agent, a RAG-based assistant, or an AI-automated workflow, I bring together the right mix of research-level insight and engineering precision to help your business scale intelligently. If you’re ready to elevate your operations through AI, automation, and reasoning-based intelligence, let’s discuss how I can help you design and deploy your next-generation AI system. Areas of Expertise AI Engineer, Agentic AI Developer, LLM Engineer, Machine Learning Engineer, Automation Architect, Workflow Automation (n8n / Make.com), Conversational AI Developer, RAG System Developer, AI Integration Engineer, Python Developer, Django Developer, LangChain Engineer, AI Chatbot Developer, Vector Database Specialist, Data Pipeline Developer, FastAPI Developer, API Integration Specialist

Last project: a multi-agent system that handles end-to-end case evaluation for a legal client, replacing what used to be hours of manual review. That's the kind of problem I like — turning a messy, manual workflow into a reliable automated system. I'm a Senior AI Engineer (5+ years) specializing in RAG pipelines, multi-agent architectures, and production LLM systems — from whiteboard to AWS deployment. Recent work: Built a multi-agent legal AI system — a conversational intake agent that evaluates cases and recommends outcomes in real time Designed a RAG pipeline over a dense regulatory corpus, cutting document retrieval time by 60%+ Built an e-commerce shopping agent (Amazon/eBay) using LLM-based intent classification — replacing hardcoded category logic with a dynamic query mapper Shipped scalable AI APIs handling thousands of daily requests at sub-200ms latency What I bring beyond code: I scope projects like a product engineer first — defining what "done" actually means (POC vs. production-ready) before writing a line of code. That means clearer expectations, fewer pivots, and timelines that hold. Stack: Languages: Python, Node.js LLM frameworks: LangChain, LlamaIndex, OpenAI, Claude, HuggingFace, Ollama Vector DBs: Pinecone, Weaviate, ChromaDB, pgvector Agent frameworks: AutoGen, CrewAI, LangGraph Cloud & MLOps: AWS (SageMaker, Bedrock, Lambda, S3, EC2), Docker, FastAPI Databases: PostgreSQL, MongoDB, Redis Search: Elasticsearch, FAISS Bonus: I also work fluently across English, French, and Arabic — useful if your project involves multilingual content, MENA markets, or non-English document corpora. I work autonomously and communicate proactively — you'll know exactly where a project stands at every stage, with no surprises near a deadline. If you need an AI engineer who can own both technical architecture and product judgment — let's talk.

𝐀𝐈 𝐢𝐬 𝐨𝐧𝐥𝐲 𝐯𝐚𝐥𝐮𝐚𝐛𝐥𝐞 𝐰𝐡𝐞𝐧 𝐢𝐭 𝐫𝐮𝐧𝐬 𝐲𝐨𝐮𝐫 𝐛𝐮𝐬𝐢𝐧𝐞𝐬𝐬 — 𝐧𝐨𝐭 𝐰𝐡𝐞𝐧 𝐢𝐭 𝐬𝐢𝐭𝐬 𝐢𝐧 𝐚 𝐝𝐞𝐦𝐨. I design and build 𝐞𝐧𝐝-𝐭𝐨-𝐞𝐧𝐝 ai systems that combine 𝐦𝐚𝐜𝐡𝐢𝐧𝐞 𝐥𝐞𝐚𝐫𝐧𝐢𝐧𝐠, 𝐚𝐮𝐭𝐨𝐧𝐨𝐦𝐨𝐮𝐬 𝐚𝐠𝐞𝐧𝐭𝐬, 𝐰𝐨𝐫𝐤𝐟𝐥𝐨𝐰 𝐚𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧, and 𝐟𝐮𝐥𝐥-𝐬𝐭𝐚𝐜𝐤 𝐚𝐩𝐩𝐥𝐢𝐜𝐚𝐭𝐢𝐨𝐧𝐬 into one cohesive, production-ready ecosystem. 𝐅𝐫𝐨𝐦 𝐝𝐚𝐭𝐚 𝐢𝐧𝐠𝐞𝐬𝐭𝐢𝐨𝐧 → 𝐌𝐋 𝐦𝐨𝐝𝐞𝐥𝐢𝐧𝐠 → 𝐢𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐭 𝐚𝐠𝐞𝐧𝐭𝐬 → 𝐚𝐮𝐭𝐨𝐦𝐚𝐭𝐞𝐝 𝐰𝐨𝐫𝐤𝐟𝐥𝐨𝐰𝐬 → 𝐮𝐬𝐞𝐫-𝐟𝐚𝐜𝐢𝐧𝐠 𝐝𝐚𝐬𝐡𝐛𝐨𝐚𝐫𝐝𝐬, 𝐈 𝐡𝐚𝐧𝐝𝐥𝐞 𝐭𝐡𝐞 𝐜𝐨𝐦𝐩𝐥𝐞𝐭𝐞 𝐥𝐢𝐟𝐞𝐜𝐲𝐜𝐥𝐞 — 𝐞𝐧𝐬𝐮𝐫𝐢𝐧𝐠 𝐲𝐨𝐮𝐫 𝐀𝐈 𝐬𝐨𝐥𝐮𝐭𝐢𝐨𝐧 𝐢𝐬 𝐫𝐞𝐥𝐢𝐚𝐛𝐥𝐞, 𝐬𝐜𝐚𝐥𝐚𝐛𝐥𝐞, 𝐚𝐧𝐝 𝐛𝐮𝐢𝐥𝐭 𝐟𝐨𝐫 𝐫𝐞𝐚𝐥-𝐰𝐨𝐫𝐥𝐝 𝐮𝐬𝐚𝐠𝐞. 🚀 𝐖𝐡𝐚𝐭 𝐈 𝐁𝐮𝐢𝐥𝐝 (𝐄𝐧𝐝-𝐭𝐨-𝐄𝐧𝐝) 🤖 𝐀𝐮𝐭𝐨𝐧𝐨𝐦𝐨𝐮𝐬 𝐀𝐈 𝐀𝐠𝐞𝐧𝐭𝐬 & 𝐎𝐫𝐜𝐡𝐞𝐬𝐭𝐫𝐚𝐭𝐢𝐨𝐧 I specialize in "Agentic" workflows where AI can use tools, remember context, and collaborate: Frameworks: LangGraph, CrewAI, and LangChain. Capabilities: Tool-calling, persistent memory, and multi-agent systems. Agentic Workflows: n8n-based logic for complex decision routing. Use Cases: Automated Lead Qualification, AI Support Resolution, and Operations Routing. 📊 𝐌𝐚𝐜𝐡𝐢𝐧𝐞 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠 & 𝐏𝐫𝐞𝐝𝐢𝐜𝐭𝐢𝐯𝐞 𝐒𝐲𝐬𝐭𝐞𝐦𝐬 I build custom ML pipelines that turn raw data into foresight: Forecasting: Predictive analytics for sales and market trends. Security: Anomaly and fraud detection systems. End-to-End MLOps: Data collection, feature engineering, model training, and monitoring. ⚙️ 𝐈𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐭 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧 I replace manual overhead with event-driven ecosystems: Platforms: Expertise in n8n, Make, and Zapier. Custom Logic: Deep Python-based automations for complex logic. Impact: Real-time reporting, automated sales pipelines, and AI-triggered operations. 🌐 𝐅𝐮𝐥𝐥-𝐒𝐭𝐚𝐜𝐤 𝐀𝐈 𝐃𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭 I provide a single point of accountability for your entire application: Backend: Production-grade FastAPI and Node JS APIs with RAG integration. Frontend: React dashboards and AI Copilot interfaces. Knowledge Bases: Vector databases like Pinecone and Weaviate for enterprise RAG. 🛠️ 𝐂𝐨𝐦𝐩𝐥𝐞𝐭𝐞 𝐓𝐞𝐜𝐡 𝐒𝐭𝐚𝐜𝐤 AI & Agents: LangGraph, CrewAI, LangChain, OpenAI, Claude, Gemini. ML Systems: Python, PyTorch, Scikit-learn, Hugging Face. Automation: n8n, Make, Zapier, Custom Python Scripting. Full-Stack: React, FastAPI, Node JS, PostgreSQL, Vector Databases. Infrastructure: AWS, GCP, Docker (Microservices-ready). 💡 𝐖𝐡𝐲 𝐂𝐥𝐢𝐞𝐧𝐭𝐬 𝐂𝐡𝐨𝐨𝐬𝐞 𝐌𝐞 Systems Thinking: I design interconnected AI ecosystems, not isolated features. Production-First: No fragile prototypes. Every system is built to be secure and scalable. Direct ROI: I focus on automation that pays for itself by reducing overhead and error. 𝐋𝐞𝐭’𝐬 𝐭𝐮𝐫𝐧 𝐲𝐨𝐮𝐫 𝐰𝐨𝐫𝐤𝐟𝐥𝐨𝐰𝐬 𝐢𝐧𝐭𝐨 𝐢𝐧𝐭𝐞𝐥𝐥𝐢𝐠𝐞𝐧𝐭, 𝐚𝐮𝐭𝐨𝐧𝐨𝐦𝐨𝐮𝐬 𝐬𝐲𝐬𝐭𝐞𝐦𝐬. 𝐌𝐞𝐬𝐬𝐚𝐠𝐞 𝐦𝐞 𝐭𝐨 𝐝𝐢𝐬𝐜𝐮𝐬𝐬 𝐡𝐨𝐰 𝐰𝐞 𝐜𝐚𝐧 𝐬𝐜𝐚𝐥𝐞 𝐲𝐨𝐮𝐫 𝐨𝐩𝐞𝐫𝐚𝐭𝐢𝐨𝐧𝐬 𝐰𝐢𝐭𝐡 𝐀𝐈.

Hi, I`m Noor 👋 "I turn raw data into clear, actionable insights that empower better decisions and drive real results, every step of the way." I'm a Data Scientist and AI Engineer. Over the past 5+ years, I’ve worked on projects that combine data engineering, machine learning, and large language models to build intelligent, production-ready solutions. I specialize in designing end-to-end ML pipelines, developing LLM-powered applications (RAG, LangChain, Llama-2/3, OpenAI), and deploying scalable systems on Azure, Databricks, and Docker. My work often involves automating data workflows, improving prediction accuracy, and transforming complex data into clear insights. Some of my favorite projects include building an AI chatbot for e-commerce, a predictive system for event planning, and an IoT protocol translator using LLMs. I value clarity, efficiency, and collaboration and I always aim to deliver results that make a measurable impact. If you’re looking for someone who can turn your data or AI idea into a working solution, I’d be happy to help.

I build AI automation systems using Claude AI, n8n, Make com, GoHighLevel, AI Agents, and API integrations to automate lead qualification, customer support, appointment booking, and business operations. So, what if your business could run workflows, close leads, and deliver results, automatically, while you sleep? Most businesses today are drowning in repetitive tasks, disconnected tools, and manual processes that quietly kill productivity and revenue. You're managing CRMs, juggling APIs, firing up spreadsheets, babysitting ad campaigns and none of it talks to each other. That's not a software problem. That's a system problem. And it's costing you time, money, and scale. That's where I come in. I'm Ezekiel, an AI Automation Expert specializing in building intelligent, end to end automation systems that connect your tools, eliminate manual work, and let your business grow on autopilot. From AI agent development and LLM prompt engineering to full stack CRM automation and business process automation. I design workflows that are fast, reliable, and built to scale. Here's how I help you work smarter: ⚙️ Automation Architecture — custom automated workflows built with Make com, n8n, and Zapier tailored to your exact business logic 🤖 AI Agent Development — intelligent AI agents powered by Claude AI and leading LLMs to handle decisions, responses, and actions autonomously 🔗 API Integration — seamless connection between your platforms, databases, and third party tools through robust API integration 🎯 CRM & GoHighLevel Automation — full HighLevel CRM automation including pipelines, follow ups, lead nurturing, and client onboarding 🚀 Marketing & Lead Generation Automation — automated lead generation, social media marketing automation, and campaign workflows that run without you 📋 Data Scraping & Google Sheets Automation — structured data pipelines, web scraping systems, and real time Google Sheets automation 🐍 Python Development — custom scripts and automation logic for complex, high volume business process automation 💡 Prompt Engineering & LLM Optimization — precision LLM prompt engineering that makes your AI tools smarter, faster, and more cost efficient I don't build generic automations. Every system I create is mapped to your specific business processes, tech stack, and growth goals, whether you're a SaaS startup, agency, ecommerce brand, or enterprise team. My focus is always ROI: fewer manual hours, faster response times, higher conversion rates, and scalable operations. Think of me as your long term automation partner, someone who understands AI development, knows the tools inside out, and consistently delivers systems that give your business a real competitive edge. If you're ready to stop doing manually what a machine can do better, send me a message and let's build something powerful together. KEY SKILLS: AI automation expert, Make com, n8n, Zapier, Claude AI, OpenClaw, API integration, GoHighLevel, HighLevel CRM automation, Python, AI agent development, prompt engineering, LLM prompt engineering, marketing automation, CRM automation, business process automation, lead generation, data scraping, social media marketing automation, Google Sheets automation, automated workflow, AI development.

Whether you're exploring AI for the first time or trying to improve an existing system, the biggest challenge isn't building AI, it's building AI that actually works for your business. And worse still, many AI projects never deliver the value they promised because they're built around the technology instead of the people and processes they're supposed to improve. The result? → AI agents that break the moment real users go off-script. → RAG systems that hallucinate instead of retrieving the right information. → Automations that create more work instead of saving time. → Teams that stop using AI because they don't trust it. That's where I come in. The best AI implementations don't start with models or frameworks. They start by understanding how your business operates, identifying where people spend time making repetitive decisions, and then building AI around those workflows I help businesses build AI systems people actually rely on, whether it's AI agents, RAG pipelines, or an LLM-powered automation system that run in production. Startups and growing businesses hire me when they need intelligent AI systems that actually work: agents that execute multi-step tasks, RAG systems that surface accurate answers from their data, and automation workflows that eliminate hours of manual work daily. I work with startups, agencies, and service businesses that want to automate operations, improve customer experience, and unlock the value of their business data with AI. ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ⭐ CLIENT RESULTS ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ "Victor delivered a multi-agent RAG system in 3 weeks that cut our support ticket volume by 60%. Clean architecture, zero hand-holding needed." — SaaS Founder "Victor built an AI sales automation agent that now handles 80% of our lead qualification. ROI in the first month." - Ecommerce Client "Our internal knowledge base assistant went from concept to production in under 2 weeks. Highly recommend for any LLM project." — Tech Startup CTO ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 🚀 WHAT I BUILD ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ → AI agents with tool calling, memory, and multi-step reasoning → RAG systems connecting LLMs to your documents, databases & APIs → Multi-agent orchestration systems (LangGraph, CrewAI, AutoGen) → AI chatbots for customer support, lead generation & onboarding → Sales automation: lead qualification, follow-ups, and booking flows → Internal AI assistants powered by your proprietary business data → Workflow automation integrating Slack, Notion, CRMs, and custom APIs → End-to-end LLM deployment: backend, infra, monitoring & evaluation ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ⚙️ TECH STACK ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 🧠 LLMs: Claude 3.5 Sonnet | GPT-4o | Gemini | Mistral | LLaMA 🔗 Frameworks: LangChain | LangGraph | CrewAI | AutoGen | Haystack 🗄️ Vector DBs: Pinecone | Weaviate | pgvector | FAISS | Chroma 🐍 Backend: Python | FastAPI | Node.js | REST APIs | Webhooks ☁️ Cloud & Infra: AWS | Docker | Serverless | CI/CD pipelines 📊 Evaluation: LLMOps | Hallucination reduction | AI monitoring ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 🧠 WHY CLIENTS CHOOSE ME ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ✔ Production-first mindset. I build for scale, not just proof of concept ✔ Deep expertise across the full LLM stack: retrieval, orchestration, deployment ✔ Accuracy-obsessed, strong focus on reducing hallucinations in RAG systems ✔ Clear communication and structured delivery, milestone by milestone ✔ Free 30-min consultation to scope your project and recommend the right architecture If you're looking for an AI partner who thinks about your business before writing code, let's talk. 💬 Send me a message. Let's scope it out. Keywords AI Agent Development, Retrieval Augmented Generation, RAG Systems, LLM Engineer, LangChain, AI Automation, Multi-agent Systems, LangGraph, AI Chatbot Development, Autonomous Agents, Prompt Engineering, Vector Database, Pinecone, OpenAI API, Claude AI, GPT-4, Generative AI, Conversational AI, Workflow Automation, Natural Language Processing, FastAPI, Python AI Development, AI Integration, Knowledge Base Chatbot, LLMOps, Tool Calling Agents, CrewAI, AutoGen, Weaviate, pgvector, FAISS, Semantic Search, Embeddings, AI Orchestration, Document Chatbot, Customer Support AI, Sales Automation AI, Internal AI Assistant, AI Copilot, Hallucination Reduction, AI Deployment, Serverless AI, Docker, AWS AI, AI Product Development, Enterprise AI, AI Evaluation, Chatbot Integration, Lead Generation Chatbot, Data Pipeline AI, AI Agent Development, Retrieval Augmented Generation, RAG Systems, LLM Engineer, LangChain, AI Automation, Multi-agent Systems, LangGraph, AI Chatbot Development, Autonomous Agents