I am driven by a vision to transform LLMs into autonomous, proactive agents that can independently navigate challenges, collaborate effectively, and create actionable insights. My research focuses on advancing the capabilities of AI agents while identifying practical strategies to enhance all LLM initiatives, ensuring their innovative and impactful application across diverse contexts.

𝗘𝗱𝘂𝗰𝗮𝘁𝗶𝗼𝗻 𝗘𝗻𝗿𝗼𝗹𝗹𝗺𝗲𝗻𝘁 𝗙𝗼𝗿𝗲𝗰𝗮𝘀𝘁𝗶𝗻𝗴 𝗳𝗼𝗿 𝗮 𝗠𝗮𝗷𝗼𝗿 𝗘𝗱𝘂𝗰𝗮𝘁𝗶𝗼𝗻 𝗗𝗲𝗽𝗮𝗿𝘁𝗺𝗲𝗻𝘁:Assisted in resource planning by forecasting future enrollment trends in New York City primary schools. Developed and tested multiple forecasting models using an iterative approach with temporal validation techniques. 𝗖𝗵𝗮𝘁𝗕𝗼𝘁 𝗜𝗺𝗽𝗹𝗲𝗺𝗲𝗻𝘁𝗮𝘁𝗶𝗼𝗻 𝗳𝗼𝗿 𝗮 𝗟𝗲𝗮𝗱𝗶𝗻𝗴 𝗢𝗶𝗹 𝗖𝗼𝗺𝗽𝗮𝗻𝘆:Developed a proof of concept ChatBot that allows non-technical staff to check inventory and identify product substitutes by translating natural language into SQL queries, which led to the project's sale. Utilized technologies like LLMs, Text-To-SQL agents (Langchain), and a Retrieval-Augmented Generation (RAG) system. Configured and maintained the system backend using FastAPI.𝗔𝘂𝘁𝗼𝗺𝗮𝘁𝗲𝗱 𝗜𝗻𝘃𝗼𝗶𝗰𝗲 𝗣𝗿𝗼𝗰𝗲𝘀𝘀𝗶𝗻𝗴 𝗦𝘆𝘀𝘁𝗲𝗺 𝗳𝗼𝗿 𝗮 𝗚𝗹𝗼𝗯𝗮𝗹 𝗖𝗼𝗻𝗳𝗲𝗰𝘁𝗶𝗼𝗻𝗲𝗿𝘆 𝗮𝗻𝗱 𝗙𝗼𝗼𝗱 𝗖𝗼𝗿𝗽𝗼𝗿𝗮𝘁𝗶𝗼𝗻:Developed a proof of concept for automated invoice processing which led to the project's sale. Built and deployed a full pipeline from email to data extraction, using Google Cloud Buckets, Document AI, and Python scripts to transform data into a formatted Excel for system uploads within four weeks.𝗣𝗿𝗲𝗱𝗶𝗰𝘁𝗶𝘃𝗲 𝗠𝗼𝗱𝗲𝗹𝗶𝗻𝗴 𝗳𝗼𝗿 𝗮𝗻 𝗔𝗺𝗲𝗿𝗶𝗰𝗮𝗻 𝗔𝗴𝗿𝗶𝗰𝘂𝗹𝘁𝘂𝗿𝗲 𝗖𝗼𝗺𝗽𝗮𝗻𝘆:Assumed control of an urgent predictive model deployment for corn drying processes, achieving production deployment in record time using Databricks and MLFlow. Enhanced various repository aspects, including prediction speed optimization by up to 56 times, and developed a complete model retraining pipeline.

𝗩𝗶𝘀𝗶𝗼𝗻 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁: Founded and developed the vision of FreeWillAI, the world's only platform that executes AI models on the blockchain. It is designed to enable unlimited and conscious AI development, preventing its blocking or censorship by large organizations and corporations.𝗧𝗲𝗰𝗵𝗻𝗶𝗰𝗮𝗹 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲: Lead architect behind the design. Users create AI models using popular libraries such as Keras, PyTorch, TensorFlow, or Scikit-learn. These models are then uploaded to the blockchain through FreeWillAI's API.𝗜𝗻𝘁𝗲𝗿𝗱𝗶𝘀𝗰𝗶𝗽𝗹𝗶𝗻𝗮𝗿𝘆 𝗖𝗼𝗹𝗹𝗮𝗯𝗼𝗿𝗮𝘁𝗶𝗼𝗻: Worked closely with programmers, designers, and data scientists to conduct interface design and market research to ensure theoretical and technological implementation aligns with user needs.

𝗧𝗲𝗰𝗵𝗻𝗶𝗰𝗮𝗹 𝗜𝗻𝗻𝗼𝘃𝗮𝘁𝗶𝗼𝗻: Utilized PyTorch, Python, TensorFlow, C/C++, AWS/EC2, and Linux in developing confidential, cutting-edge deep convolutional neural network projects.𝗗𝗮𝘁𝗮 𝗣𝗶𝗽𝗲𝗹𝗶𝗻𝗲 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲: Created scalable data processing pipelines, ensuring efficient model development and deployment.𝗖𝗹𝗶𝗲𝗻𝘁 𝗦𝗼𝗹𝘂𝘁𝗶𝗼𝗻𝘀: Collaborated on complex, client-focused machine learning solutions, highlighting a balance between technical expertise and practical application.

As a mathematics instructor, my mission was to empower and inspire through knowledge.𝗘𝗱𝘂𝗰𝗮𝘁𝗶𝗼𝗻𝗮𝗹 𝗘𝗺𝗽𝗼𝘄𝗲𝗿𝗺𝗲𝗻𝘁: Delivered personalized and group instruction in linear algebra, calculus, and mathematical analysis, emphasizing real-world applications.𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗘𝗻𝘃𝗶𝗿𝗼𝗻𝗺𝗲𝗻𝘁 𝗖𝘂𝗹𝘁𝗶𝘃𝗮𝘁𝗶𝗼𝗻: Promoted a collaborative learning atmosphere, inspiring passion and practical application of mathematical knowledge.𝗖𝗵𝗮𝗻𝗴𝗲 𝗔𝗱𝘃𝗼𝗰𝗮𝗰𝘆:Championed the use of mathematics as a tool for positive societal change, focusing on inspiration and empowerment through education.My goal was not only to teach mathematics, but also to inspire a passion for learning and show how knowledge can be a tool for positive change.