Ten years building and operating production infrastructure. I work across AWS, Kubernetes, and Python automation—and build open-source tools for agent memory, model evaluation, and training.
Spectrum
2016 — present
I work on AWS and EKS foundations, identity, observability, and infrastructure automation, and help guide architecture and delivery across a small team.
Reduced cloud spend by 45% through rightsizing, spot strategies, and better cost visibility.
Operated Kubernetes platforms across thousands of pods. Built repeatable provisioning and deployment workflows with Terraform, Ansible, and ArgoCD, alongside monitoring, backups, and recovery tooling.
Wrote Python and Bash automation for deployment and operations. Worked on Helm and GitLab CI/CD workflows, AWS practices, and infrastructure tooling.
Agent memory, model evaluation, and the infrastructure behind small language models.
Agent sessions lose context. Link keeps sources and reviewed memories in local Markdown files, so different agents can retrieve the same context through CLI, MCP, skills, or a viewer.
The memory lives in files you can inspect. Agents retrieve the relevant context instead of loading the entire wiki.
Plain Markdown keeps the stored knowledge readable outside Link. Reviewable memories make it possible to inspect what an agent will remember.
A prompt change can fix one response and break another. Redline turns prompt logs into repeatable tests and checks changes in CI before release.
Training a model is only part of the job. Picochat brings training, contamination checks, evaluation, release gates, and serving into one workflow, with H100/H200 runbooks.
Independent recognition from OpenAI and Hugging Face hackathons.
An authority layer that lets families preview and approve what an AI assistant will do before it touches their accounts.
A local scam-detection model for family safety. MiniCPM fine-tuning, custom LoRA, a 632-case eval suite, and a live demo.
Cloud foundations in production. A hands-on interest in the infrastructure behind AI.
MS, Computer Engineering
University of Colorado Denver
MBA, Global Leadership
Colorado Technical University
Working on cloud platforms, reliability, or AI infrastructure?
I’d like to hear what your team is building.