Risk Parameters & Levers
Reported researcher estimate is >10%. Default calibrated at 12.5%.
Training FLOP growth factor per model generation.
Proportion of R&D budget dedicated to alignment & interpretability.
Scale from 1 (Voluntary Guidelines) to 5 (Strict Statutory Licensing).
Independent Safety Audits
Mandatory third-party pre-deployment red teaming & evaluations.
Compute Throttle / Pause Trigger
Automatically pause scale-up if model exhibits deceptive alignment.
Simulated Outcomes & Trajectory
Mitigation ActiveFinal Risk (p(doom))
3.2%
Down from 12.5%
Mitigation Reduction
74.4%
Cumulative risk offset
Safety Margin
High Buffer
Alignment safety band
Timeline Horizon Buffer
18 mo
Deployment governance delay
Trajectory Milestone Comparison (2025–2030)
| Year Horizon | Unconstrained Risk | Governed Mitigation Risk | Risk Offset Delta | Buffer Status |
|---|