Case Studies
Infrastructure projects framed by product impact.
These are the kinds of problems I enjoy solving: operational drag, release friction, and risky migrations.
Featured Project
GitLab AI MCP
A high-performance, containerized Model Context Protocol (MCP) server for integrating with self-hosted GitLab, featuring local AI triage and token-efficient data bundling.
Outcome
Privacy-first CI/CD debugging and 80% reduction in LLM context usage via intelligent response bundling.
Pipeline Throughput Upgrade
Our release pipelines were getting slower as the team grew. I refined build caching and runner orchestration so developers stopped waiting around for feedback.
Outcome
Shorter feedback loops and fewer deployment bottlenecks.
Internal project — details available on request
Operational Reporting Automation
I used serverless AWS primitives to automate recurring reports that were eating up hours of manual work every week. Less copy-paste, more time for actual engineering.
Outcome
Less manual reporting and more repeatable cloud operations.
Internal project — details available on request
Zero-Downtime Linux Migration
Moving 120+ servers from CentOS to AlmaLinux without breaking payment-facing services was one of the trickiest projects I have led. Staged rollouts and service validation were our safety net.
Outcome
Modernized estate without disrupting payment-facing services.
Internal project — details available on request