Shows that learning ML with personal data enables stakeholders to ground advocacy arguments in how models actually work.
Investigates how Instagram creators experience and make sense of algorithmic uncertainty in their livelihoods.
Explores how ML education using ad recommendation systems builds self-advocacy capacity in learners.
AI innovations that don’t make me feel hopeless, from AI for accessibility to optimizing the energy grid (100% human written)
Designs agentic AI prototypes and technical labs for AWS engineers worldwide. Co-author on the Responsible AI Lens from AWS Well-Architected.
Designed AI literacy training and responsible AI documentation as a Responsible AI SME
Authored professional development materials on generative AI reaching 2.5M+ educators and 90M+ students. Evaluated LLM accuracy in Python.
Authored several best practices of the AWS Well-Architected RAI Lens; establishing architectural blueprints for risk assessment, AI guardrails, and security filtering deployed across hundreds of thousands of customer AI workloads.
A lesson on the societal impacts of generative AI, reaching over 90 million students and 2.5 million educators nationwide.