You bring experience leading trust & safety, content policy, or product compliance at a consumer platform, ideally one with user-generated content at scale, plus a track record of automating manual review away through classifiers, tooling, vendor systems, or policy design that kills edge cases. You’re comfortable in SQL and write enough Python to pull your own data, build an eval harness, and script a workflow - you don’t file a ticket to find out how many items hit a queue last week. You know what classifiers and LLM-based review can and can’t do, how to evaluate a vendor’s claims, and where the failure modes are, without needing to train models yourself.