Current bottleneck
Formalize measurable leading indicators and a falsifiable benchmark.
Working hypothesis
Leading indicators in policy behavior and learning dynamics can reveal objective exploitation before aggregate reward declines.
Flagship project · active-research
Develop mathematically rigorous methods that detect reward hacking before reward degradation becomes observable.
Current bottleneck
Leading indicators in policy behavior and learning dynamics can reveal objective exploitation before aggregate reward declines.
Core Flight Recorder research direction from the Atlas PRD.
Core Flight Recorder research direction from the Atlas PRD.
Core Flight Recorder research direction from the Atlas PRD.
Core Flight Recorder research direction from the Atlas PRD.
Core Flight Recorder research direction from the Atlas PRD.
Core Flight Recorder research direction from the Atlas PRD.
Core Flight Recorder research direction from the Atlas PRD.
Convert the working hypothesis into a falsifiable mathematical statement.
Define an environment where exploitation onset and reward degradation are separable.
Record claims, evidence requirements, and current uncertainty.