Carl Shulman
5/22
Resolved
5
Confirmed
5
Still unfolding
100%
Source coverage
Independent ledger | Reviewed 2026-06-04
A sourced accountability ledger for public AI forecasts: what was predicted, what actually happened, and how the record is being scored.
Built for readers checking public claims against sourced outcomes. The resolved record is a scored sample, not an overall forecaster accuracy ranking; the ledger is reviewed periodically, not in real time.
Scope
Public AI forecasts, later evidence, and contextual events.
Caution
Small resolved sample. Not an overall forecaster ranking.
Cadence
Reviewed periodically against linked public sources.
56
Claims tracked
Public forecasts
12/56
Resolved predictions
12 confirmed, 0 incorrect
44
Unresolved
Outside hit rate
100%
Source-linked
16 multi-source
44
Events
Context records
17
Still unfolding
Active claims
Resolved hit rate is 100% among 12 scored claims.Resolved hit rate excludes unresolved and too-early claims.
The forecasters
Carl Shulman
Policy researcher and independent scholar tracking AI trajectories, intelligence explosions, and economic transformation.
Leopold Aschenbrenner
Former OpenAI researcher and author of Situational Awareness, focused on near-term AGI, compute, and national security.
Ajeya Cotra
METR researcher and former Open Philanthropy technical AI safety lead, best known for biological anchors and shorter transformative-AI timeline updates.
Status mix
12 confirmed, 0 incorrect, and 44 unresolved claims.
Topic clusters
Largest groups: Capabilities (20), Economics (14), Safety (13).
Timeline density
Busiest forecast year: 2030 with 23 tracked predictions.
Open the tracker for search, filters, source trails, and card-level evidence maps.
Prediction tracker
Search, filter, and open evidence cards on the dedicated tracker page. Keeping the full interactive ledger separate lets the overview stay fast while preserving the same sourced review workflow.
Open trackerComparative score sheets
Resolved hit rate counts only scored predictions. Unresolved claims stay visible in the ledger but do not count against the rate, so this should not be read as overall forecaster accuracy.
5/22
Resolved
5
Confirmed
5
Still unfolding
100%
Source coverage
6/22
Resolved
6
Confirmed
6
Still unfolding
100%
Source coverage
1/12
Resolved
1
Confirmed
6
Still unfolding
100%
Source coverage
Tracking predictions over time. Updated as evidence emerges.