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Self-hosted AI Model Upgrade

Testing the latest open-source LLMs on AMD hardware is a vibe.

Homelab

docs.bhamm-lab.com · github.com/blake-hamm/bhamm-lab A homelab built for AI/ML experimentation, DevOps exploration, and self-hosting — documented as infrastructure-as-code in a monorepo. Hardware: 6 servers across SuperMicro, Framework mainboards, and custom builds, with a Ceph storage backbone, dual 10GbE networking, and accelerated compute (AMD Radeon AI Pro R9700, Intel Arc A310, dual AMD Ryzen…

Kube-AI-Stack

https://github.com/blake-hamm/kube-ai-stack This is a helm chart I created and maintain to enable an ‘all-in-one’ ai/ml platform on kubernetes. Inspired by the kube-prometheus-stack , it includes subcharts for major LLMOps and MLOps frameworks like MLflow and Arise Phoenix . I began building this to fullfill a need in my homelab to run foundation models on limited hardware with…

Summit-Sim

summit-sim.bhamm-lab.com · github.com/blake-hamm/summit-sim · Weber State AI Hackathon 🏆 Finalist — Advanced Category An AI-powered wilderness rescue simulator for Wilderness First Responder (WFR) training, built over 2 weeks for the Weber State AI Hackathon. Uses multi-agent validation to generate medically accurate, interactive backcountry emergencies. Problem: WFR training relies on expensive…

Certifications

Claude Certified Architect - Foundations AWS Certified Machine Learning – Specialty AWS Certified Solutions Architect – Associate

Patents

Systems and methods for training reinforcement learning models using unsupervised models

Resume

About me

Senior ML Engineer, Homelabber, and Former Pro Snowboarder