JUNE 2024
01 / THE MECHANISMS
Follow the value.
Aschenbrenner follows capability toward strategic power. Manidis and Roberts follow its diffusion toward the places where returns persist. Every phase compares both papers. Choose a phase below to read their causal stories side by side.
Choose a phase · each view includes both papers
02 / THE CLAIMS
Where do they actually differ?
Agreement, tension, extension and different scope are different relationships. The categories below are editorial judgments; the adjacent links lead to the authors’ arguments.
03 / THE NUMBERSSame economy.
Same economy.
Different quantities.
Each panel keeps its own metric, population and scale. A dollar of cluster construction, annual investment, revenue and free cash flow describes a different thing.
No implied head-to-head.
04 / THE FORECAST TIMELINE
Forecasts through time.
Publication date tells you what the author could know. Target date tells you what the statement is about. A 2026 figure in a 2026 paper can still be a forecast.
Grouped by the first year in each target period; full date ranges stay on the cards. Spacing shows chronological order, not elapsed time.
Outcome not assessed. This timeline preserves the papers’ claims; it does not score their outcomes. Empty columns mean no selected claim matches these filters, not that the paper has no forecast. “Forecast” includes conditional scenarios and extrapolations, not only confident predictions.
05 / EVIDENCE TESTS
What would change your mind?
A comparison becomes useful when it names evidence that could move your view. These are proposed tests of the mechanisms—not additional predictions attributed to either paper.