I've evaluated AI model outputs and built quality frameworks at Netflix, improving JSON logic, linguistic diversity, context, and evaluation compliance across multiple applications.
Previously, I led international annotation and data-quality teams at Meta and supported LLM optimization projects at Scale AI for Google, Meta, OpenAI, Amazon, Fox, Arcade, and HSBC. I've completed 10,000+ generative AI annotations, designed 1,000+ prompt templates, and developed annotation guidelines, training calibration, and structured response QA processes.

