Howdy!

I have always been passionate about technology and have been fascinated by the endless possibilities it brings. From a young age, I have been tinkering with computers and have enjoyed learning about the world around me and how tech can be used to solve problems. That curiosity eventually led me to a degree in statistics and a career that's taken me from building ML pipelines at SAS and Collibra to designing MLOps platforms at Booz Allen, and now to the frontier work I'm doing at Seekr.

As a Senior AI Solutions Engineer at Seekr, I spend my days fine-tuning foundation models, configuring GPU infrastructure for secure environments, and building Sovereign AI deployments — systems designed to operate with full data residency control, no external API dependence, and compliance from the ground up. I also get deep into the question of how you actually measure whether an agentic system is doing the right things — effective tool use, model explainability, and behavioral evaluation are areas I think about constantly.

Outside of work, I keep building. Recent side projects have pushed me further into full-stack territory with Vue and React, deployed on Vercel — building things that ship is the fastest feedback loop I know.

What I'm Currently Building

Fine-tuning Foundation Models

Data pipelines, PEFT/LoRA, instruction tuning, and alignment for domain-specific use cases.

Sovereign AI & GPU Infrastructure

Secure, air-gapped deployments on hardened GPU clusters — sovereignty as a first-class requirement.

Agentic AI Architectures

Autonomous systems with self-improvement loops, effective tool use, and measurable task completion.

Model Explainability & Evaluation

Building evals that actually catch failures — tool-use measurement, attribution, and behavioral drift.

LLMOps / MLOps

Production inference with KServe and vLLM on Kubernetes, paired with GitOps delivery workflows.

Infrastructure as Code

Terraform modules and Helm charts for repeatable, auditable platform deployments.

When I'm Not Coding

What I Love Doing

Running & exploring trails
Cooking & trying new recipes
Biking around the city
Being outdoors & hiking

Favorite Foods

Oyakodon (Japanese comfort food)
Daal (Indian lentil curry)
Chirashizushi (Japanese rice bowl)

I currently live in the DC area and enjoy the access to public transit and the running trails that this area offers. There's something special about being able to explore both urban environments and natural spaces so easily.

About This Site

On this site, I'll be sharing experiences, insights, and lessons from the frontier of AI engineering — the practical stuff that doesn't always make it into blog posts or conference talks. Things like what actually breaks in production, how to think about model evaluation, and what it means to build AI systems that people can trust.

Topics I'll Cover:

LLMOpsFine-tuningAgentic AISovereign AIModel EvaluationCloud-NativeDevOpsSide Projects

Thanks for stopping by — always happy to chat.

Hiking in Iceland - one of my favorite outdoor adventures
Hiking in Iceland

One of my favorite hiking adventures — exploring the landscapes of Iceland

Let's Connect!

Interested in chatting about AI, infrastructure, side projects, or the DC trail system?