Production inference optimization
Redundant-call removal
28 days · Sep–Oct 2026
AI safety, infrastructure, and delivery.
Amazon · 2021–present
Amazon Ads
Building premium brand advertising experiences on product detail pages, using LLMs to generate and refine product content. Designing agent-assisted workflows for campaign creation and ad experience design.
Amazon Web Services
Senior Software Development Engineer
Nov 2023–Mar 2026
Built a multi-model LLM safety layer for production customer workflows. Cut safety latency 60–70% and reduced safety API cost by 50%.
Led cross-team delivery of enterprise PII detection and redaction across modalities.
Worked with enterprise customers and solutions architects from solution design through beta launch.
Read the Amazon storyMaking AI safety work in production.
AI safety engineering, inference efficiency, cross-team delivery, and regional launch automation.
Earlier experience
AWS · Software Development Engineer II
Built shared inference libraries adopted across ML features. Reduced code-to-production time by 50% through continuous deployment.
Amazon Advertising · Software Development Engineer
Built and launched highly available API services for production advertising workflows.
Accenture · Application Development Senior Analyst
Delivered Go and Kubernetes microservices and led a six-developer team.
University of Dayton
Master of Science in Computer Science.
Questions that became products.
I build around problems I keep running into. Then I work through the memory, data, reliability, and cost decisions that make the product useful.

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