Hands-on AI engineering, from a model’s first response to the services, interfaces, and release behind it.
Explore my work
The Academy learning workspaceThree products. Different problems.
The work I owned and contributed.
I work across agent execution, shared system contracts, evidence capture, and the engineering practices that connect the team’s repositories.
223.3 → 30.5 ms in a regional placement probe on 6 October 2026. Read-only commands; excludes model calls and the full QA journey.
Read the case studyThe Academy learning workspaceI built across live voice tutoring, question and content pipelines, payments, and the services that keep a learning session running.
Education-content generation pipeline reported in my Growtrics work, August 2025 onward.
Read the case study
I connected guest and social sign-in, learning setup, subscriptions, and mobile backend delivery.
10 June 2026 · historical development edge optimizer · 10,000 seeded questions across five topics · warm isolate, KV cache hit. CPU time, not response latency.
Read the case studyUnder the interface
Service boundaries, measured bottlenecks, recovery paths, and release decisions. Here’s the engineering behind what you see.
Decisions & measurementsWhat changed. Why I chose it. What happened next.
Search the full indexSpeech, retrieval, computer vision,
and models running at the edge.
Plan a route. Drive around the studio.
Sometimes the best way in is to try it.
Engineering decisions, experiments, and things I learned along the way. I’m making room to write about them here.
First notes coming soon