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radfordalex/README.md

Greetings, fellow overthinkers 🫡

Hi - I'm Alex! I've spent the last 3 years building production AI/ML systems at MSC Industrial Supply (recommendation engines, search relevance, customer segmentation & churn) while completing my MS in Data Science at UNC Charlotte.

I'm also one of two developers for an Agentic AI graduate course at UNC Charlotte which mostly means I get to nerd out about autonomous systems and call it work.

What I'm Working With

Languages: Python, SQL, R
Cloud: GCP (Vertex AI, BigQuery ML), AWS, Azure
AI/ML: LangGraph, CrewAI, TensorFlow, Scikit-learn, LLMs, Embeddings
Data Engineering: PySpark, Docker, Snowflake, Git

What I Care About

Figuring out how to make AI agents actually useful in enterprise settings (not just cool demos). Most of my day-to-day involves structured and unstructured data at scale (clickstream, product catalogs, customer behavior) and turning that into models that ship. I care about the gap between "it works in a notebook" and "it works in production." That's where the real engineering lives.

Lately I've been deep in the world where embeddings and LLMs meet traditional ML. Think semantic search, recommendations that actually understand context, and agentic workflows as pieces of bigger pipelines instead of just chatbots.

At the end of the day I want to build things that actually help people. Right now that looks like a computer vision app for healthcare I've been developing over the past few months - more coming soon.

Right Now

  • Wrapping up my MS after 4 years of balancing it with full-time work - graduating May 2026
  • Building multi-agent systems using both graph-based (LangGraph) and role-based (CrewAI) frameworks
  • Training for my first triathlon because apparently training models wasn't enough suffering
  • Open to collaborating on interesting ML/AI projects

Let's Talk

LinkedIn Email


Most of my production work lives in private repos. The public stuff here is what I'm building on my own time.

Pinned Loading

  1. agentic-ai-weekly agentic-ai-weekly Public

    Advanced LangGraph research agent that tracks weekly developments in agentic AI. Uses semantic chunking, multi-pass search, and a quality-scoring retry loop to generate research reports.

    Python 1

  2. langgraph-research-assistant langgraph-research-assistant Public

    Things are getting meta, folks - we're using agentic frameworks (LangGraph) to research the newest developments in agentic AI

    Python 1

  3. crewai-research-assistant crewai-research-assistant Public

    Using agentic frameworks (CrewAI) to research the latest developments in agentic AI

    Python 1

  4. dsba6010-llm-applications/ninerknows-course-assistant dsba6010-llm-applications/ninerknows-course-assistant Public

    Group 2

    Jupyter Notebook

  5. Premier_League Premier_League Public

    Statistics related to top goal scorers in Premier League for 2020/2021 season.

    Python

  6. Streamlit_12_13 Streamlit_12_13 Public

    Forked from braydenvanm/Streamlit_12_13

    In Class demo for November 13th

    Python