Emma Lin

Sr. Staff Engineer at Meta

Greater Seattle Area United States
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Summary

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Senior
🎓
Top School
Emma Lin is a Senior Staff Engineer with 14 years building large-scale ML infrastructure, distributed training, and cloud-native systems from VMware to Meta in the Greater Seattle Area. At Meta she led RL post-training frameworks for recommender systems, MoE fine-tuning at massive scale, and established agentic code-execution benchmarks to measure reasoning and product impact. Her background includes tech leadership on VMware’s Kubernetes and cloud solutions (PKS, VMC) and contributions to vSphere Integrated Containers, showing deep backend and infrastructure expertise. She combines production-hardened systems design—pub/sub reliability and cross-region replication fixes—with hands-on ML model training orchestration, making her equally fluent in core systems and cutting-edge ML workflows. An often-overlooked strength is her track record of shipping durable telemetry and event-reporting systems, reflecting a pragmatic focus on observability and long-term operability.
code13 years of coding experience
job9 years of employment as a software developer
bookBachelor's Degree, Computer Science, Bachelor's Degree, Computer Science at Nankai University
bookMaster's Degree, Computer and Information Sciences and Support Services, Master's Degree, Computer and Information Sciences and Support Services at NORTHERN JIAOTONG UNIVERSITY
languagesEnglish, Chinese
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Github Skills (9)

go10
vmware10
backend10
testing9
container9
docker8
json8
golang8
dockers8

Programming languages (5)

JavaC++GoRobotFrameworkPython

Github contributions (5)

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vmware/vic

Mar 2016 - Sep 2017

vSphere Integrated Containers Engine is a container runtime for vSphere.
Role in this project:
userBack-end Developer
Contributions:176 commits, 276 PRs, 123 pushes in 1 year 6 months
Contributions summary:Emma's commits primarily focus on developing and enhancing the "Phone home" functionality, which involves reporting various events and configurations. This includes implementing a common library for posting data, caching events, and periodically reporting them to a central system. The user worked on data structures related to installation, initialization, and container events, demonstrating a focus on core backend aspects of the project. Furthermore, the user contributed to tests for the implemented components.
vicvsphere-networksruntimevic-enginevirtualization
emlin/vic

Apr 2016 - Sep 2017

Contributions:4 PRs, 1059 pushes, 287 branches in 1 year 5 months
containersintegrateddockerkubernetescontainer
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Emma Lin - Sr. Staff Engineer at Meta