Research program 05
Safety and Real-World Evaluation
Evaluation methods for determining whether intelligent systems remain reliable, calibrated and safe outside controlled demonstrations.
In developmentInternal
Research objective
Build evaluation frameworks that make failures, interventions, uncertainty and operational constraints visible rather than reducing performance to a single benchmark score.
01 / Core scientific questions
Questions under investigation.
- What should count as a useful and safely completed physical task?
- How should intervention, abstention and recovery be measured?
- Which tests must remain private to preserve evaluation integrity?
02 / Current projects
Research topics.
- Field generalization
- Human intervention measurement
- Failure and recovery analysis
- Physical safety boundaries
- Uncertainty and abstention
- Private evaluation sets
- Cost per useful task
- Longitudinal performance
03 / Methods
Intended methods.
- Scenario-based evaluation
- Private holdout environments
- Incident and intervention logging
- Longitudinal outcome analysis
04 / Evaluation
How the program will be evaluated.
- Mission completion
- Interventions per operating interval
- Safety-boundary compliance
- Performance across time and environments
Evaluation protocols and results will be published only after review. No performance result is claimed on this page.
05 / Research infrastructure
Systems and related models.
06 / Verification pending
Researchers and related publications.
Researchers involved
Verified researcher profiles have not yet been published.
Related publications
No public publication is currently associated with this program.