Scope: what this does not show
One evaluator's task suite at a fixed budget.
Qualified: Still standing, but later work narrows how far it applies.
Evidence
How it relates to other findings
ReportedCorroboratedQualifiedContestedSupersededRevalidate· node size = evidence records · columns group by topic
Select a finding to see how it relates to others. Arrows point from the newer finding to the one it supports, qualifies, contests, or supersedes.
- Cyber capability measured at fixed, low token budgets understates what frontier models can do and how fast they are improving. qualifies this findingThe doubling estimate was measured at a fixed low budget.