Elizabeth Thomas
Prosper, Texas, United States
Summary
👤
Senior🎓
Top SchoolElizabeth Thomas is an Open-Source LLM Inference Engineer with 12 years of experience building production-grade model serving and observability platforms, currently operating multi-framework GPU inference clusters at TokenLabs.run. She combines deep SRE and performance engineering expertise—Kubernetes, Envoy, Prometheus/Grafana, CUDA graphs—with hands-on quantization and multi-node benchmarking (219 data points across Nemotron-120B and Qwen3.5-27B) and upstream contributions to vllm. Previously a Principal Engineer at Target, she led enterprise observability and deployed an LLM-powered Code Review Assistant across thousands of repos, cutting review turnaround by orders of magnitude. Elizabeth is notable for pragmatic, architecture-aware optimizations (FP8/MoE kernel selection, MXFP4 memory-fix) and for publishing a 100-day inference engineering series and benchmark corpus that inform cost-per-token and latency tradeoffs. She’s open to Senior/Staff/Principal roles focused on model serving, quantization, and inference platform orchestration, remote or in the SF Bay Area.
12 years of coding experience
15 years of employment as a software developer
Bachelors in Engineering Electrical and Electronics Engineering, Bachelors in Engineering Electrical and Electronics Engineering at Government College of Technology, CoimbatoreDeep Learning Nanodegree Foundation Deep Learning, Deep Learning Nanodegree Foundation Deep Learning at Udacity
Github Skills (14)
swagger-codegen10
javas10
api-rest10
open-api-v310
rest-api10
api-specification10
swagger10
openapi10
openapi-documentation10
api-design10
restful-api10
java10
spring-mvc9
object-mapper9
Programming languages (8)
Github contributions (5)
swagger-api/swagger-codegen
Apr 2017 - Jun 2017
swagger-codegen contains a template-driven engine to generate documentation, API clients and server stubs in different languages by parsing your OpenAPI / Swagger definition.
Role in this project:
Back-end Developer
Back-end DeveloperContributions:6 commits, 9 PRs, 34 comments in 2 months
Contributions summary:Elizabeth primarily focused on improving the code generation process by implementing constructor-based injection for the ObjectMapper and adding version information to the generated API files. They addressed issues related to the generation of code based on OpenAPI specifications, specifically related to the Petstore example. Furthermore, the user refactored the code to make the "Accept" header optional in the generated API files.
openapi-codegenredocopenapi-specificationswagger-openapiopenapi
elizabetht/StudentEnrollmentWithMyBatis
Nov 2013 - Dec 2013
Contributions:58 commits in 1 month
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