Thoughtful software.Meaningful impact.
I’m Ethan, a software and AI engineer building ML infrastructure, optimizing models for edge devices, and improving developer productivity.
01 / SELECTED WORK
A closer look at the work.
Problems, decisions, and the details
that make a project worth sharing.
Optimizing Stable Diffusion Models for Edge Devices
Optimized Stable Diffusion for edge devices through pruning, distillation, and quantization, followed by model format conversion and deployment on Orange Pi.
Deep Learning Training Platform
Architected a unified ML training platform to schedule workloads across multiple Kubernetes GPU clusters and led a team of approximately 10 engineers, collaborating with product managers and ML researchers.
Engineering Efficiency Platform
Designed an engineering efficiency platform that aggregates data from GitLab, Jira, Jenkins, Argo CD, and Prometheus to generate insights into overall engineering efficiency.
02 / APPROACH & CAPABILITIES
Beyond the stack.
Platform engineering, machine learning,
and technical leadership in practice.
Build with purpose
I build platforms that connect engineering workflows, bring delivery data together, and turn it into insights teams can use.
DEVELOPER PRODUCTIVITY / PLATFORM ENGINEERINGMake AI useful
I work across model training and edge deployment, from GPU training infrastructure to pruning, distillation, and quantization.
ML INFRASTRUCTURE / EDGE AIThink in systems
I design cross-cluster systems and lead engineering teams, working with product managers and researchers on platform and performance challenges.
ARCHITECTURE / TECHNICAL LEADERSHIP03 / A LITTLE CONTEXT
The person
behind the projects.
I build platforms that help engineers and researchers work more effectively—from training models across GPU clusters to understanding engineering performance. My work spans software infrastructure, developer productivity, and machine learning, with a focus on making complex systems practical to use.
04 / WHAT'S NEXT
Good work starts
with a conversation.
Have a problem worth solving? Let’s connect.
ethanli.tech@gmail.com