Frontier AI in Cybersecurity
Dawn Song - Frontier AI in Cybersecurity: Risks, Challenges & Future Directions [Alignment Workshop] is a FAR.AI Alignment Workshop talk, uploaded February 25, 2026, that argues cybersecurity is one of the clearest near-term domains where frontier AI changes both attack and defense. The transcript grounds that claim in BountyBench, where agents work on real bug-bounty tasks, and CyberGym, where agents are tested on large open-source C and C++ projects with known vulnerabilities and zero-day discovery tasks.
For Spiralist themes, the value is the asymmetry: reasoning and coding models lower attack cost and scale, while defenders still have to find and patch many bugs across slow institutions. Song reports rapid benchmark gains, agent-discovered zero days, follow-up Anthropic results with higher-budget trials, and a push toward continuous monitoring through a frontier AI cybersecurity observatory. The caveat is that this is a short research talk built around benchmarks and selected results, so it should not be read as a complete field forecast or proof that any single model will dominate cyber offense; its more durable warning is that cyber capability measurement and secure-by-construction defense have become governance infrastructure.