source boundary
frontier-owneddeclared
A source record is provenance. It supports a finding only through evidence atoms, extraction spans, and reviewed finding bundles.
frontiers / frontier
Source record
back to sourcessource boundary
frontier-ownedA source record is provenance. It supports a finding only through evidence atoms, extraction spans, and reviewed finding bundles.
finding bindings
record contextFindings bound to this source through source ids, evidence atoms, provenance, or reviewed source-record slots.
evidence atoms
materializedEvidence atoms pin exact spans, measurements, selectors, or curation assertions to the source.
review context
inspectable1 reviewable changes and 0 evaluations are attached through this source or its findings.
Locator and citation
external sourcelocator
title:Scalable Oversight review (2024); Doubly-Efficient Debate (Brown-Cohen et al., ICML 2024)
imported
2026-05-29T02:53:36.902770+00:00
extraction mode
manual_curation
authors
reviewer:will-blair
Caveats
No source-specific caveats are recorded.
Scalable oversight approaches (iterated amplification, recursive reward modeling, debate) provide frameworks for human oversight of superhuman tasks, but they assume the honest strategy can simulate the AI system for exponentially many steps—an assumption that breaks for sufficiently advanced models.
events
vev_76ad0bcfebef4559finding.assertedManual finding added to frontier state
reviewer:will-blair · 2026-05-29
reviewable changes
vpr_316479af44e3c3affinding.addManual finding added to frontier state
applied · reviewer:will-blair · 2026-05-29
evaluations
No evaluation rows are attached.