I'm an AI automation and implementation specialist with hands-on experience across multiple platforms doing the work that actually shapes how models behave. Rubric-based quality review, structured feedback, and technical QA on complex content spanning science, mathematics, engineering, and economics. I've advanced to reviewer and QC sign-off roles, and built a local RAG pipeline from scratch to deepen my technical foundation, alongside self-hosted infrastructure projects and open-source builds.

My background is unusual for this field. Fifteen-plus years across business operations, systems design, and content production means I bring cross-domain judgment to evaluation work, not just pattern matching. I think carefully about what...