Life of Research
Appearance

Subject

Capability forecasting

2 open-access journal articles on capability forecasting, published in 2026 in Life of Research. Every record is free to read and download, with a permanent link and a ready-made citation.

2 records

Journal article

Three Hazards Under One Horizon: Constant-Hazard, Degrading-Step and Log-Logistic Accounts of Agent Failure Describe Different Levels of the Same Data, the 50 Percent Trend Barely Depends on Which Is Right, and Every High-Reliability Forecast Does

Forecasts of autonomous AI capability increasingly rest on one number: the length of task, measured in human working time, that an agent completes half the time. That number has doubled roughly every seven months, and three accounts of why agents fail on longer tasks now sit behind its…

Cite Related research LOR-00094 · 7 views · 4 downloads
PDF416.3 KB

Journal article

The Precursor Assumption: What an Early-Warning Threshold Must Deliver in a Frontier Safety Framework, Why the Continuity Evidence Covers Aggregates Under Fixed Elicitation Rather Than the Thresholded Task, and the Lead Time No Published Record Measures

Frontier safety frameworks decide when a model needs stronger safeguards by testing it against capability thresholds at a fixed cadence, and they place an early-warning threshold below each capability threshold so that mitigations can be prepared in time. That design is sound only if a warning…

Cite Related research LOR-00084 · 10 views · 8 downloads
PDF470.9 KB

Cite

APA

BibTeX


  
  

Import into a reference manager: BibTeX · RIS (Zotero, Mendeley, EndNote)