AI world · Georgetown CSET● safety ecosystem

Helen Toner

Director of Strategy

About

Policy researcher at CSET, formerly on OpenAI's board; sharp public explainer of lab governance failures.

Media coverage indexunvetted

Sources & placements — spoke to them or published them

Mentions — wrote about them

Misc — low-signal outlets (4 mentions)

Scan coverage note: Carried over from the harvest report's 'Archives and sources not fully searchable' section: This index cannot literally guarantee every private, deleted, unindexed, or paywalled item. Bloomberg, The Information, Financial Times, Wall Street Journal, New York Times, and some newsletter archives exposed only partial text or blocked automated access. LexisNexis, Factiva, ProQuest, TVEyes, Critical Mention, Meltwater, Cision, Nexis broadcast transcripts, and complete AP/Reuters wire archives were unavailable, so local-newspaper wire reproductions are undercounted. YouTube, Spotify, Apple Podcasts, LinkedIn, X, Bluesky, Substack, and podcast directories do not expose complete historical full-text indexes, so deleted posts and untranscribed audio/video cannot be reliably discovered. CSET's press index was useful but not necessarily complete, and institutional pages sometimes link to broadcasts whose original outlet URLs have expired. Non-English searching covered Spanish, German, and some translated results opportunistically, but not every language or national archive. Exact syndicated mirrors were omitted; capturing every wire-copy duplicate would require a licensed wire database. Coverage of the 2018 'Malicious Use of Artificial Intelligence' report was excluded because no story discussing Toner individually (beyond listing her as one of 20+ report co-authors) surfaced, and no individually-attributable item was found for 2016-2017. [Codex deep harvest 2026-07-15.]