The Story
I started in a warehouse. Tried college, dropped out. Gas station. Restaurants. A hotel. Retail. Tried college again and ended up getting committed for a week. That one didn’t stick either.
Fine dining did. I climbed through it — banquet halls, then the real thing. Places where how you hold the plate matters, where you remember who’s celebrating their anniversary and you bring the champagne out right. I served celebrities, athletes, heads of state. Somewhere in there I picked up a rule I’ve never shaken: it’s all in the details.
Third try at school, I actually finished. BS in Physics, MTSU, 2019. Spent two years trapping individual lung cancer cells with laser tweezers — literally holding cells with focused light and measuring how they behave. My capstone was an acoustic levitator. Ultrasonic transducers, 3D-printed dome, Arduino, hand-soldered circuits. It made things float with sound. I also accidentally built an acoustic cannon at one point. That part didn’t make it into the final presentation.
After that: landscaping and carpentry, then a data science certificate, then three years at a consulting firm building production AI — LLM pipelines, PySpark migrations, responsible AI evaluations for federal clients. I mentored high schoolers through a congressional app challenge on the side. One got an internship out of it. One won first place. Then my job moved to India so I moved back home.
My wife has a dairy allergy. Every restaurant is a negotiation. I built AllergyFind so she could look up somewhere and just know. It started as a way to stay busy. There’s a real customer in Nashville now and I’m figuring out the rest.
I hike with the dog, take my wife on actual dates, do archery — I’m genuinely good at it. College football. Auto racing. Sometimes I’ll just pick a city I’ve never been to and go walk around it, or disappear into the woods for a few days. No five year plan. Just things I’m building.
What I Build
Dory
PyPIPersistent memory for AI agents. Graph-based retrieval with principled forgetting — salience decay, supersession chains, spreading activation. Ships as a Python library and MCP server so any Claude-based agent can query it. Benchmarked at 84.2% on LongMemEval (500-question oracle split).
pip install dory-memoryGitHub →AllergyFind
LiveMy wife has a dairy allergy. Every restaurant visit is a production. So I built the thing I wished existed — restaurants publish verified allergen pages, diners get something they can actually trust. Live customer in Nashville.
Elwin Ransom
LiveA local AI companion running entirely on your hardware. Voice I/O, vision, web search, reminders, calendar — three-tier memory with background fact extraction. No cloud, no subscription. Ollama backend, three frontends.
WeatherMap
LiveNavigation PWA with live radar and weather-adjusted ETAs. Two-pass algorithm: samples weather along the route, then recalculates accounting for when you'll actually arrive at each point. Installs to home screen, works offline.
FerroBot
In ProgressA 4×4 electromagnetic coil array that shapes ferrofluid into dynamic patterns. The simulation models Rosensweig instabilities and spike formation. Research direction: ferrofluid as a physical reservoir computer, with peak capacity near the instability threshold. Hardware build underway.
Connect
Built with Next.js & Tailwind CSS
