Work Experience
Cloud AI Engineer at HB Rentals Inc
June 1, 2025 - June 1, 2026Developed an enterprise AI assistant using Claude, integrated with MCP for dynamic tool calling against internal databases, APIs, and document stores to streamline lookups. Architected an ML-powered dynamic pricing model with real-time demand indicators, implemented as FastAPI microservices on Google Cloud Platform. Built a Claude Opus 4 multi-agent system leveraging customized MCP servers to automate sales reporting, customer inquiries, and document processing.
AI-Driven Real Estate Data Specialist at Jovi Realty
February 1, 2025 - May 1, 2025Developed and deployed RAG-based chatbots using LangGraph, OpenAI, MCP protocols, and vector databases for contextual Q&A from proprietary real estate data. Built AI agent workflows for real estate using CrewAI, AutoGen, n8n, and OpenAI Agents SDK to streamline lead management and follow-ups. Optimized RAG and AI Agents performance through prompt engineering, embedding tuning, and document chunking to improve chatbot accuracy and reduce API costs.
AI Engineer at RECKLI
July 1, 2022 - February 1, 2025Built and deployed production ML systems on Azure Databricks using Delta Lake and Unity Catalog for training, monitoring, forecasting, churn and anomaly detection. Productionized ML services using FastAPI, Docker, and CI/CD on Azure for model monitoring and drift detection, reducing undetected errors by 70%. Developed pipelines using LLMs for call analysis to transcribe sales calls and identify objections, product interest signals, and follow-up actions to feed into the CRM.
Education
Master of Applied Computing at University of Windsor
September 1, 2023 - December 1, 2024Qualifications
Industry Experience
Software & Internet, Professional Services
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